diff --git a/DA08_BaiTap123_An.ipynb b/DA08_BaiTap123_An.ipynb
index 5d8f93b..f5be352 100644
--- a/DA08_BaiTap123_An.ipynb
+++ b/DA08_BaiTap123_An.ipynb
@@ -43,13 +43,24 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-06-11T16:18:33.384273Z",
+     "iopub.status.busy": "2026-06-11T16:18:33.383272Z",
+     "iopub.status.idle": "2026-06-11T16:18:34.678006Z",
+     "shell.execute_reply": "2026-06-11T16:18:34.678006Z"
+    }
+   },
    "outputs": [],
    "source": [
-    "import squarify\n",
+    "# Import thư viện xử lý đường dẫn file.\n",
+    "from pathlib import Path\n",
+    "\n",
+    "# Import các thư viện xử lý dữ liệu và trực quan hóa.\n",
     "import pandas as pd\n",
     "import seaborn as sns\n",
-    "import matplotlib.pyplot as plt"
+    "import matplotlib.pyplot as plt\n",
+    "import squarify"
    ]
   },
   {
@@ -62,20 +73,39 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-06-11T16:18:34.680010Z",
+     "iopub.status.busy": "2026-06-11T16:18:34.680010Z",
+     "iopub.status.idle": "2026-06-11T16:18:34.682519Z",
+     "shell.execute_reply": "2026-06-11T16:18:34.682519Z"
+    }
+   },
    "outputs": [],
    "source": [
+    "# Thư mục chứa toàn bộ file dữ liệu CSV sau khi đã gom vào data/.\n",
+    "DATA_DIR = Path('data')\n",
+    "\n",
+    "# Khai báo tên cột của bảng order_products__prior để tái sử dụng nhất quán.\n",
     "CN_ORD_ID = 'order_id'\n",
     "CN_PROD_ID = 'product_id'\n",
-    "CN_RE_ORDED = 'reordered'"
+    "CN_REORDERED = 'reordered'"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-06-11T16:18:34.683811Z",
+     "iopub.status.busy": "2026-06-11T16:18:34.683811Z",
+     "iopub.status.idle": "2026-06-11T16:18:34.685825Z",
+     "shell.execute_reply": "2026-06-11T16:18:34.685825Z"
+    }
+   },
    "outputs": [],
    "source": [
+    "# Khai báo tên cột cần dùng từ bảng products.\n",
     "CN_PROD_NAME = 'product_name'\n",
     "CN_DEPT_ID = 'department_id'"
    ]
@@ -83,9 +113,17 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-06-11T16:18:34.688022Z",
+     "iopub.status.busy": "2026-06-11T16:18:34.688022Z",
+     "iopub.status.idle": "2026-06-11T16:18:34.690042Z",
+     "shell.execute_reply": "2026-06-11T16:18:34.690042Z"
+    }
+   },
    "outputs": [],
    "source": [
+    "# Khai báo tên cột cần dùng từ bảng departments.\n",
     "CN_DEPT = 'department'"
    ]
   },
@@ -99,24 +137,62 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-06-11T16:18:34.691284Z",
+     "iopub.status.busy": "2026-06-11T16:18:34.691284Z",
+     "iopub.status.idle": "2026-06-11T16:18:39.288321Z",
+     "shell.execute_reply": "2026-06-11T16:18:39.288321Z"
+    }
+   },
    "outputs": [],
    "source": [
-    "ord_prods_pri_df = pd.read_csv('order_products__prior.csv')\n",
-    "prods_df = pd.read_csv('products.csv')\n",
-    "depts_df = pd.read_csv('departments.csv')"
+    "# Đọc dữ liệu gốc từ thư mục data/.\n",
+    "ord_prods_pri_df = pd.read_csv(DATA_DIR / 'order_products__prior.csv')\n",
+    "prods_df = pd.read_csv(DATA_DIR / 'products.csv')\n",
+    "depts_df = pd.read_csv(DATA_DIR / 'departments.csv')\n",
+    "\n",
+    "# Tạo bảng ánh xạ product -> department để dùng cho thống kê theo department.\n",
+    "prod_dept_df = prods_df[[CN_PROD_ID, CN_DEPT_ID]].merge(\n",
+    "    depts_df[[CN_DEPT_ID, CN_DEPT]],\n",
+    "    on=CN_DEPT_ID,\n",
+    "    how='left'\n",
+    ")\n",
+    "\n",
+    "# Đếm số lần mỗi sản phẩm xuất hiện trong các đơn hàng; bảng này được dùng lại ở Request 1 và Request 3.\n",
+    "product_counts_df = (\n",
+    "    ord_prods_pri_df[CN_PROD_ID]\n",
+    "    .value_counts()\n",
+    "    .rename_axis(CN_PROD_ID)\n",
+    "    .reset_index(name='count')\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Summary - Chuẩn bị dữ liệu\n",
+    "Phần này nạp các thư viện cần thiết, khai báo đường dẫn `data/`, chuẩn hóa tên cột dùng chung, đọc 3 file CSV và tạo các bảng trung gian để tái sử dụng cho toàn bộ bài phân tích."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 6,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-06-11T16:18:39.289831Z",
+     "iopub.status.busy": "2026-06-11T16:18:39.289831Z",
+     "iopub.status.idle": "2026-06-11T16:18:39.428062Z",
+     "shell.execute_reply": "2026-06-11T16:18:39.428062Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 1000x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -124,27 +200,59 @@
     }
    ],
    "source": [
-    "# Request 1\n",
-    "top_selling_prods_df = ord_prods_pri_df[CN_PROD_ID].value_counts().head(10).to_frame().reset_index()\n",
-    "top_selling_prods_df.columns = [CN_PROD_ID, 'count']\n",
-    "top_selling_prods_df = pd.merge(top_selling_prods_df, prods_df[[CN_PROD_ID, CN_PROD_NAME]], on=CN_PROD_ID, how='left')\n",
-    "sns.barplot(x='count', y=CN_PROD_NAME, data=top_selling_prods_df, palette='viridis')\n",
+    "# Request 1: tìm 10 sản phẩm bán được nhiều nhất.\n",
+    "# Lấy 10 product_id có số lượt xuất hiện cao nhất trong bảng order_products__prior.\n",
+    "top_selling_prods_df = product_counts_df.head(10)\n",
+    "\n",
+    "# Ghép thêm tên sản phẩm để biểu đồ hiển thị dễ đọc hơn product_id.\n",
+    "top_selling_prods_df = top_selling_prods_df.merge(\n",
+    "    prods_df[[CN_PROD_ID, CN_PROD_NAME]],\n",
+    "    on=CN_PROD_ID,\n",
+    "    how='left'\n",
+    ")\n",
+    "\n",
+    "# Vẽ bar chart theo chiều ngang để tên sản phẩm dài không bị chồng chữ.\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.barplot(\n",
+    "    x='count',\n",
+    "    y=CN_PROD_NAME,\n",
+    "    data=top_selling_prods_df,\n",
+    "    hue=CN_PROD_NAME,\n",
+    "    palette='viridis',\n",
+    "    legend=False\n",
+    ")\n",
     "plt.title('Top 10 Sản phẩm bán được nhiều nhất')\n",
     "plt.xlabel('Số lượng')\n",
     "plt.ylabel('Tên sản phẩm')\n",
+    "plt.tight_layout()\n",
     "plt.show()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Summary - Request 1\n",
+    "Code đếm số lần mỗi sản phẩm xuất hiện trong `order_products__prior.csv`, lấy top 10, ghép tên sản phẩm từ `products.csv`, rồi vẽ bar chart top sản phẩm bán được nhiều nhất."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 7,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-06-11T16:18:39.448762Z",
+     "iopub.status.busy": "2026-06-11T16:18:39.448762Z",
+     "iopub.status.idle": "2026-06-11T16:18:40.054233Z",
+     "shell.execute_reply": "2026-06-11T16:18:40.054233Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 1000x600 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -152,27 +260,65 @@
     }
    ],
    "source": [
-    "# Request 2\n",
-    "top_re_orded_prods_df = ord_prods_pri_df.groupby(CN_PROD_ID)[CN_RE_ORDED].sum().nlargest(10).to_frame().reset_index()\n",
-    "top_re_orded_prods_df.columns = [CN_PROD_ID, 'reordered_count']\n",
-    "top_re_orded_prods_df = pd.merge(top_re_orded_prods_df, prods_df[[CN_PROD_ID, CN_PROD_NAME]], on=CN_PROD_ID, how='left')\n",
-    "sns.barplot(x='reordered_count', y=CN_PROD_NAME, data=top_re_orded_prods_df, palette='viridis')\n",
+    "# Request 2: tìm 10 sản phẩm được re-order nhiều nhất.\n",
+    "# Chỉ giữ các dòng có reordered = 1 rồi đếm số lần re-order theo product_id.\n",
+    "top_reordered_prods_df = (\n",
+    "    ord_prods_pri_df.loc[ord_prods_pri_df[CN_REORDERED].eq(1), CN_PROD_ID]\n",
+    "    .value_counts()\n",
+    "    .head(10)\n",
+    "    .rename_axis(CN_PROD_ID)\n",
+    "    .reset_index(name='reordered_count')\n",
+    ")\n",
+    "\n",
+    "# Ghép thêm tên sản phẩm để kết quả có ý nghĩa phân tích hơn.\n",
+    "top_reordered_prods_df = top_reordered_prods_df.merge(\n",
+    "    prods_df[[CN_PROD_ID, CN_PROD_NAME]],\n",
+    "    on=CN_PROD_ID,\n",
+    "    how='left'\n",
+    ")\n",
+    "\n",
+    "# Vẽ bar chart thể hiện số lượt re-order của từng sản phẩm trong top 10.\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.barplot(\n",
+    "    x='reordered_count',\n",
+    "    y=CN_PROD_NAME,\n",
+    "    data=top_reordered_prods_df,\n",
+    "    hue=CN_PROD_NAME,\n",
+    "    palette='viridis',\n",
+    "    legend=False\n",
+    ")\n",
     "plt.title('Top 10 Sản phẩm được re-order nhiều nhất')\n",
     "plt.xlabel('Số lượng re-order')\n",
     "plt.ylabel('Tên sản phẩm')\n",
+    "plt.tight_layout()\n",
     "plt.show()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Summary - Request 2\n",
+    "Code lọc các dòng có `reordered = 1`, đếm số lần re-order theo sản phẩm, lấy top 10, ghép tên sản phẩm và vẽ bar chart các sản phẩm được re-order nhiều nhất."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 8,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-06-11T16:18:40.056239Z",
+     "iopub.status.busy": "2026-06-11T16:18:40.055236Z",
+     "iopub.status.idle": "2026-06-11T16:18:40.231146Z",
+     "shell.execute_reply": "2026-06-11T16:18:40.231146Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 1000x800 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -180,28 +326,60 @@
     }
    ],
    "source": [
-    "# Request 3.1\n",
-    "prod_by_dept_df1 = pd.merge(ord_prods_pri_df, prods_df[[CN_PROD_ID, CN_DEPT_ID]], on=CN_PROD_ID, how='left').groupby(CN_DEPT_ID)[CN_PROD_ID].count().sort_values(ascending=False).to_frame().reset_index()\n",
-    "prod_by_dept_df1.columns = [CN_DEPT_ID, 'count']\n",
-    "prod_by_dept_df1 = pd.merge(prod_by_dept_df1, depts_df, on=CN_DEPT_ID, how='left')\n",
-    "sns.barplot(x='count', y=CN_DEPT, data=prod_by_dept_df1, palette='viridis')\n",
-    "plt.title('Số lượng sản phẩm bán được của từng department')\n",
+    "# Request 3.1: thống kê số lượng sản phẩm bán được theo department.\n",
+    "# Ghép số lượt bán của từng product với department tương ứng rồi cộng tổng theo department.\n",
+    "prod_by_dept_df = (\n",
+    "    product_counts_df\n",
+    "    .merge(prod_dept_df, on=CN_PROD_ID, how='left')\n",
+    "    .groupby([CN_DEPT_ID, CN_DEPT])['count']\n",
+    "    .sum()\n",
+    "    .reset_index(name='count')\n",
+    "    .sort_values('count', ascending=False)\n",
+    ")\n",
+    "\n",
+    "# Vẽ biểu đồ cột ngang để so sánh số lượng sản phẩm bán được giữa các department.\n",
+    "plt.figure(figsize=(10, 8))\n",
+    "sns.barplot(\n",
+    "    x='count',\n",
+    "    y=CN_DEPT,\n",
+    "    data=prod_by_dept_df,\n",
+    "    hue=CN_DEPT,\n",
+    "    palette='viridis',\n",
+    "    legend=False\n",
+    ")\n",
+    "plt.title('Số lượng sản phẩm bán được theo department')\n",
     "plt.xlabel('Số lượng')\n",
     "plt.ylabel('Department')\n",
     "plt.ticklabel_format(style='plain', axis='x')\n",
+    "plt.tight_layout()\n",
     "plt.show()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Summary - Request 3.1\n",
+    "Code cộng tổng số lượt bán của các sản phẩm thuộc cùng department, sắp xếp giảm dần và vẽ biểu đồ cột để so sánh số lượng bán giữa các department."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 9,
-   "metadata": {},
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2026-06-11T16:18:40.232151Z",
+     "iopub.status.busy": "2026-06-11T16:18:40.232151Z",
+     "iopub.status.idle": "2026-06-11T16:18:40.328098Z",
+     "shell.execute_reply": "2026-06-11T16:18:40.328098Z"
+    }
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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       "text/plain": [
-       "<Figure size 2000x1000 with 1 Axes>"
+       "<Figure size 1600x900 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -209,21 +387,41 @@
     }
    ],
    "source": [
-    "# Request 3.2\n",
-    "prod_by_dept_df2 = pd.merge(ord_prods_pri_df, prods_df[[CN_PROD_ID, CN_DEPT_ID]], on=CN_PROD_ID, how='left')\n",
-    "prod_by_dept_df2 = (prod_by_dept_df2.groupby(CN_DEPT_ID)[CN_PROD_ID].count().sort_values(ascending=False) / len(prod_by_dept_df2) * 100).to_frame().reset_index()\n",
-    "prod_by_dept_df2.columns = [CN_DEPT_ID, 'percentage']\n",
-    "prod_by_dept_df2 = pd.merge(prod_by_dept_df2, depts_df, on=CN_DEPT_ID, how='left')\n",
-    "plt.figure(figsize=(20, 10))\n",
+    "# Request 3.2: vẽ tree-map số lượng sản phẩm bán được theo department.\n",
+    "# Tạo label gồm tên department và số lượng để người xem đọc trực tiếp trên từng ô.\n",
+    "tree_map_labels = prod_by_dept_df.apply(lambda row: f\"{row[CN_DEPT]}\\n{row['count']:,}\", axis=1)\n",
+    "tree_map_colors = sns.color_palette('husl', len(prod_by_dept_df))\n",
+    "\n",
+    "# Diện tích mỗi ô trong tree-map tỷ lệ với số lượng sản phẩm bán được của department đó.\n",
+    "plt.figure(figsize=(16, 9))\n",
     "sns.set_style('whitegrid')\n",
-    "sns.color_palette('husl')\n",
-    "sns.set_palette('husl')\n",
     "sns.despine()\n",
-    "squarify.plot(sizes=prod_by_dept_df2['percentage'], label=prod_by_dept_df2[CN_DEPT], alpha=.3)\n",
-    "plt.title('Tỷ lệ phần trăm số lượng sản phẩm của từng departments')\n",
+    "squarify.plot(\n",
+    "    sizes=prod_by_dept_df['count'],\n",
+    "    label=tree_map_labels,\n",
+    "    color=tree_map_colors,\n",
+    "    alpha=.8\n",
+    ")\n",
+    "plt.title('Số lượng sản phẩm bán được theo department (Tree-map)')\n",
     "plt.axis('off')\n",
     "plt.show()"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Summary - Request 3.2\n",
+    "Code dùng cùng bảng thống kê theo department ở Request 3.1 để vẽ tree-map; diện tích mỗi ô biểu diễn quy mô số lượng sản phẩm bán được của department tương ứng."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Tổng kết\n",
+    "Notebook hoàn thành đủ 3 yêu cầu trong README: tìm top 10 sản phẩm bán nhiều nhất, tìm top 10 sản phẩm re-order nhiều nhất, và thống kê số lượng sản phẩm bán được theo department bằng cả bar chart lẫn tree-map. Dữ liệu đầu vào được đọc từ thư mục `data/`, các bảng trung gian được tái sử dụng để giảm lặp code và giữ logic phân tích nhất quán."
+   ]
   }
  ],
  "metadata": {
@@ -242,7 +440,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.9"
+   "version": "3.11.9"
   }
  },
  "nbformat": 4,
diff --git a/departments.csv b/data/departments.csv
similarity index 100%
rename from departments.csv
rename to data/departments.csv
diff --git a/order_products__prior.csv b/data/order_products__prior.csv
similarity index 100%
rename from order_products__prior.csv
rename to data/order_products__prior.csv
diff --git a/products.csv b/data/products.csv
similarity index 100%
rename from products.csv
rename to data/products.csv
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..311d78f
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,5 @@
+pandas
+seaborn
+matplotlib
+squarify
+jupyter