From cd69a65373bac824dd81c9cf182213a1fe71d036 Mon Sep 17 00:00:00 2001 From: Sepiolina Date: Wed, 29 Apr 2026 14:28:48 +0700 Subject: [PATCH 1/2] Update Model --- Model/drug_pipeline.skops | Bin 2751575 -> 2739721 bytes Results/metrics.txt | 2 +- Results/model_results.png | Bin 25187 -> 24475 bytes notebook.ipynb | 280 +++++++++++++++++++------------------- 4 files changed, 141 insertions(+), 141 deletions(-) diff --git a/Model/drug_pipeline.skops b/Model/drug_pipeline.skops index eeb0a3936a1249af07fdad7a05aa6676db187952..5d13786b45baae48f7c76d42f52ca27137f9e3d7 100644 GIT binary patch delta 149935 zcmZ@>30xHA|7Lb)XP0YPP+rs{Xg$JGYgpi{jjdUvO7ETey`{Ie4qF9y)T6iKmAhh zOMB8R*7st!>95Z7bD9$q6KMNTDMEF%YclWU-X{K2F+M)N4aKEf8|goeoc`*P!Icf? zEzH3mvU?!zaY-qz6jxGGa$=%7Z&MdlF?Uf5ES5&uPbl5X-m1Uma&x8jyDb?!!1cc| zYT2j;6sby2sQJ(Gr?^Blo58%0J1xq;k#zK;$wp}%1&4Q5E7yWIc2vkNioPPm z`zbSL#V7+m^XqVaQHlDpe<&r5lpLxf+*ef6n^aSrpBO@|t_nUh{ifMLONs?wF>1}; 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15.036\n", - " DrugY\n", + " NORMAL\n", + " 11.340\n", + " drugB\n", " \n", " \n", "\n", @@ -69,12 +69,12 @@ ], "text/plain": [ " Age Sex BP Cholesterol Na_to_K Drug\n", - "100 31 M HIGH NORMAL 11.871 drugA\n", - "8 60 M NORMAL HIGH 15.171 DrugY\n", - "23 48 F LOW HIGH 15.036 DrugY" + "72 24 F NORMAL HIGH 10.605 drugX\n", + "139 69 F NORMAL HIGH 10.065 drugX\n", + "56 65 M HIGH NORMAL 11.340 drugB" ] }, - "execution_count": 1, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -89,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 31, "id": "b32a6d5d", "metadata": {}, "outputs": [], @@ -106,14 +106,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 32, "id": "0d008cb7", "metadata": {}, "outputs": [ { "data": { "text/html": [ - "

Pipeline(steps=[('preprocessing',\n",
+       "
Pipeline(steps=[('preprocessing',\n",
        "                 ColumnTransformer(transformers=[('encoder', OrdinalEncoder(),\n",
        "                                                  [1, 2, 3]),\n",
        "                                                 ('num_imputer',\n",
@@ -671,7 +671,7 @@
        "                                                  [0, 4]),\n",
        "                                                 ('num_scaler',\n",
        "                                                  StandardScaler(), [0, 4])])),\n",
-       "                ('model', RandomForestClassifier(random_state=125))])
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