{
  "cells": [
    {
      "cell_type": "markdown",
      "id": "353153a1",
      "metadata": {
        "id": "353153a1"
      },
      "source": [
        "# 🔬 Prédiction d'Attaque Cardiaque - Notebook de Traitement"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "id": "8b632488",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8b632488",
        "outputId": "128b8308-791c-40be-be2d-d2dd2a1ad9d7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1.6.1\n"
          ]
        }
      ],
      "source": [
        "\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import joblib\n",
        "import pickle\n",
        "import numpy as np\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.svm import SVC\n",
        "from sklearn.tree import DecisionTreeClassifier\n",
        "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report, roc_auc_score, roc_curve\n",
        "import sklearn\n",
        "print(sklearn.__version__)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "id": "576ca1c0",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 226
        },
        "id": "576ca1c0",
        "outputId": "0909464c-1bea-407a-b3c7-f84bf8641ae7"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    age  anaemia  creatinine_phosphokinase  diabetes  ejection_fraction  \\\n",
              "0  55.0        0                       748         0                 45   \n",
              "1  65.0        0                        56         0                 25   \n",
              "2  45.0        0                       582         1                 38   \n",
              "3  60.0        1                       754         1                 40   \n",
              "4  95.0        1                       582         0                 30   \n",
              "\n",
              "   high_blood_pressure  platelets  serum_creatinine  serum_sodium  sex  \\\n",
              "0                    0  263358.03               1.3           137    1   \n",
              "1                    0  305000.00               5.0           130    1   \n",
              "2                    0  319000.00               0.9           140    0   \n",
              "3                    1  328000.00               1.2           126    1   \n",
              "4                    0  461000.00               2.0           132    1   \n",
              "\n",
              "   smoking  time  DEATH_EVENT  \n",
              "0        1    88            0  \n",
              "1        0   207            0  \n",
              "2        0   244            0  \n",
              "3        0    90            0  \n",
              "4        0    50            1  "
            ],
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>age</th>\n",
              "      <th>anaemia</th>\n",
              "      <th>creatinine_phosphokinase</th>\n",
              "      <th>diabetes</th>\n",
              "      <th>ejection_fraction</th>\n",
              "      <th>high_blood_pressure</th>\n",
              "      <th>platelets</th>\n",
              "      <th>serum_creatinine</th>\n",
              "      <th>serum_sodium</th>\n",
              "      <th>sex</th>\n",
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              "  <tbody>\n",
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              "      <th>0</th>\n",
              "      <td>55.0</td>\n",
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              "      <td>65.0</td>\n",
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              "      <td>207</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>45.0</td>\n",
              "      <td>0</td>\n",
              "      <td>582</td>\n",
              "      <td>1</td>\n",
              "      <td>38</td>\n",
              "      <td>0</td>\n",
              "      <td>319000.00</td>\n",
              "      <td>0.9</td>\n",
              "      <td>140</td>\n",
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              "      <td>0</td>\n",
              "      <td>244</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>60.0</td>\n",
              "      <td>1</td>\n",
              "      <td>754</td>\n",
              "      <td>1</td>\n",
              "      <td>40</td>\n",
              "      <td>1</td>\n",
              "      <td>328000.00</td>\n",
              "      <td>1.2</td>\n",
              "      <td>126</td>\n",
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              "      <td>90</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>95.0</td>\n",
              "      <td>1</td>\n",
              "      <td>582</td>\n",
              "      <td>0</td>\n",
              "      <td>30</td>\n",
              "      <td>0</td>\n",
              "      <td>461000.00</td>\n",
              "      <td>2.0</td>\n",
              "      <td>132</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>50</td>\n",
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              "        document.querySelector('#df-c20dbee4-008e-4116-be5b-c1482a7f4d59 button.colab-df-convert');\n",
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              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
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              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
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              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "      <script>\n",
              "        async function quickchart(key) {\n",
              "          const quickchartButtonEl =\n",
              "            document.querySelector('#' + key + ' button');\n",
              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "          try {\n",
              "            const charts = await google.colab.kernel.invokeFunction(\n",
              "                'suggestCharts', [key], {});\n",
              "          } catch (error) {\n",
              "            console.error('Error during call to suggestCharts:', error);\n",
              "          }\n",
              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "        }\n",
              "        (() => {\n",
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              "    </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 5000,\n  \"fields\": [\n    {\n      \"column\": \"age\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 11.697242810508213,\n        \"min\": 40.0,\n        \"max\": 95.0,\n        \"num_unique_values\": 48,\n        \"samples\": [\n          41.0,\n          62.0,\n          56.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"anaemia\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"creatinine_phosphokinase\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 976,\n        \"min\": 23,\n        \"max\": 7861,\n        \"num_unique_values\": 290,\n        \"samples\": [\n          280,\n          7861\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"diabetes\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ejection_fraction\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 11,\n        \"min\": 14,\n        \"max\": 80,\n        \"num_unique_values\": 17,\n        \"samples\": [\n          45,\n          25\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"high_blood_pressure\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"platelets\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 97999.75862160041,\n        \"min\": 25100.0,\n        \"max\": 850000.0,\n        \"num_unique_values\": 203,\n        \"samples\": [\n          70000.0,\n          274000.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"serum_creatinine\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.0097500778944994,\n        \"min\": 0.5,\n        \"max\": 9.4,\n        \"num_unique_values\": 43,\n        \"samples\": [\n          3.8,\n          2.2\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"serum_sodium\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 4,\n        \"min\": 113,\n        \"max\": 148,\n        \"num_unique_values\": 27,\n        \"samples\": [\n          136,\n          135\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sex\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          0,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"smoking\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          0,\n          1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"time\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 77,\n        \"min\": 4,\n        \"max\": 285,\n        \"num_unique_values\": 155,\n        \"samples\": [\n          145,\n          105\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"DEATH_EVENT\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 19
        }
      ],
      "source": [
        "# 📥 Chargement des données\n",
        "df = pd.read_csv(\"attaque_cardiaque.csv\")\n",
        "df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "id": "2ecbed72",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 667
        },
        "id": "2ecbed72",
        "outputId": "f8453d57-eb40-4d08-c1cc-dca73db6def0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 5000 entries, 0 to 4999\n",
            "Data columns (total 13 columns):\n",
            " #   Column                    Non-Null Count  Dtype  \n",
            "---  ------                    --------------  -----  \n",
            " 0   age                       5000 non-null   float64\n",
            " 1   anaemia                   5000 non-null   int64  \n",
            " 2   creatinine_phosphokinase  5000 non-null   int64  \n",
            " 3   diabetes                  5000 non-null   int64  \n",
            " 4   ejection_fraction         5000 non-null   int64  \n",
            " 5   high_blood_pressure       5000 non-null   int64  \n",
            " 6   platelets                 5000 non-null   float64\n",
            " 7   serum_creatinine          5000 non-null   float64\n",
            " 8   serum_sodium              5000 non-null   int64  \n",
            " 9   sex                       5000 non-null   int64  \n",
            " 10  smoking                   5000 non-null   int64  \n",
            " 11  time                      5000 non-null   int64  \n",
            " 12  DEATH_EVENT               5000 non-null   int64  \n",
            "dtypes: float64(3), int64(10)\n",
            "memory usage: 507.9 KB\n"
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          "data": {
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              "               age      anaemia  creatinine_phosphokinase     diabetes  \\\n",
              "count  5000.000000  5000.000000               5000.000000  5000.000000   \n",
              "mean     60.288736     0.474400                586.760600     0.439400   \n",
              "std      11.697243     0.499394                976.733979     0.496364   \n",
              "min      40.000000     0.000000                 23.000000     0.000000   \n",
              "25%      50.000000     0.000000                121.000000     0.000000   \n",
              "50%      60.000000     0.000000                248.000000     0.000000   \n",
              "75%      68.000000     1.000000                582.000000     1.000000   \n",
              "max      95.000000     1.000000               7861.000000     1.000000   \n",
              "\n",
              "       ejection_fraction  high_blood_pressure      platelets  \\\n",
              "count        5000.000000          5000.000000    5000.000000   \n",
              "mean           37.734600             0.364800  265075.404370   \n",
              "std            11.514855             0.481422   97999.758622   \n",
              "min            14.000000             0.000000   25100.000000   \n",
              "25%            30.000000             0.000000  215000.000000   \n",
              "50%            38.000000             0.000000  263358.030000   \n",
              "75%            45.000000             1.000000  310000.000000   \n",
              "max            80.000000             1.000000  850000.000000   \n",
              "\n",
              "       serum_creatinine  serum_sodium          sex      smoking         time  \\\n",
              "count       5000.000000   5000.000000  5000.000000  5000.000000  5000.000000   \n",
              "mean           1.369106    136.808200     0.645600     0.311800   130.678800   \n",
              "std            1.009750      4.464236     0.478379     0.463275    77.325928   \n",
              "min            0.500000    113.000000     0.000000     0.000000     4.000000   \n",
              "25%            0.900000    134.000000     0.000000     0.000000    74.000000   \n",
              "50%            1.100000    137.000000     1.000000     0.000000   113.000000   \n",
              "75%            1.400000    140.000000     1.000000     1.000000   201.000000   \n",
              "max            9.400000    148.000000     1.000000     1.000000   285.000000   \n",
              "\n",
              "       DEATH_EVENT  \n",
              "count  5000.000000  \n",
              "mean      0.313600  \n",
              "std       0.464002  \n",
              "min       0.000000  \n",
              "25%       0.000000  \n",
              "50%       0.000000  \n",
              "75%       1.000000  \n",
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              "      <th></th>\n",
              "      <th>age</th>\n",
              "      <th>anaemia</th>\n",
              "      <th>creatinine_phosphokinase</th>\n",
              "      <th>diabetes</th>\n",
              "      <th>ejection_fraction</th>\n",
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              "      <th>platelets</th>\n",
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              "      <th>serum_sodium</th>\n",
              "      <th>sex</th>\n",
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              "      <th>time</th>\n",
              "      <th>DEATH_EVENT</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>5000.000000</td>\n",
              "      <td>5000.000000</td>\n",
              "      <td>5000.000000</td>\n",
              "      <td>5000.000000</td>\n",
              "      <td>5000.000000</td>\n",
              "      <td>5000.000000</td>\n",
              "      <td>5000.000000</td>\n",
              "      <td>5000.000000</td>\n",
              "      <td>5000.000000</td>\n",
              "      <td>5000.000000</td>\n",
              "      <td>5000.000000</td>\n",
              "      <td>5000.000000</td>\n",
              "      <td>5000.000000</td>\n",
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              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>60.288736</td>\n",
              "      <td>0.474400</td>\n",
              "      <td>586.760600</td>\n",
              "      <td>0.439400</td>\n",
              "      <td>37.734600</td>\n",
              "      <td>0.364800</td>\n",
              "      <td>265075.404370</td>\n",
              "      <td>1.369106</td>\n",
              "      <td>136.808200</td>\n",
              "      <td>0.645600</td>\n",
              "      <td>0.311800</td>\n",
              "      <td>130.678800</td>\n",
              "      <td>0.313600</td>\n",
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              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>11.697243</td>\n",
              "      <td>0.499394</td>\n",
              "      <td>976.733979</td>\n",
              "      <td>0.496364</td>\n",
              "      <td>11.514855</td>\n",
              "      <td>0.481422</td>\n",
              "      <td>97999.758622</td>\n",
              "      <td>1.009750</td>\n",
              "      <td>4.464236</td>\n",
              "      <td>0.478379</td>\n",
              "      <td>0.463275</td>\n",
              "      <td>77.325928</td>\n",
              "      <td>0.464002</td>\n",
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              "      <th>min</th>\n",
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              "      <td>0.000000</td>\n",
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              "      <td>0.000000</td>\n",
              "      <td>14.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>25100.000000</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>113.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>50.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>121.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>30.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>215000.000000</td>\n",
              "      <td>0.900000</td>\n",
              "      <td>134.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>74.000000</td>\n",
              "      <td>0.000000</td>\n",
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              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>60.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>248.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>38.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>263358.030000</td>\n",
              "      <td>1.100000</td>\n",
              "      <td>137.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>113.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>68.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>582.000000</td>\n",
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              "      <td>45.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>310000.000000</td>\n",
              "      <td>1.400000</td>\n",
              "      <td>140.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>201.000000</td>\n",
              "      <td>1.000000</td>\n",
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              "    <tr>\n",
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              "      <td>1.000000</td>\n",
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              "      <td>80.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>850000.000000</td>\n",
              "      <td>9.400000</td>\n",
              "      <td>148.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>285.000000</td>\n",
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\"number\",\n        \"std\": 2899.9953658878185,\n        \"min\": 23.0,\n        \"max\": 7861.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          586.7606,\n          248.0,\n          5000.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"diabetes\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1767.6187233311093,\n        \"min\": 0.0,\n        \"max\": 5000.0,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          0.4394,\n          1.0,\n          0.4963636926519445\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ejection_fraction\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1754.952246013878,\n        \"min\": 11.514854806563678,\n        \"max\": 5000.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          37.7346,\n          38.0,\n          5000.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"high_blood_pressure\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1767.6232458344928,\n        \"min\": 0.0,\n        \"max\": 5000.0,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          0.3648,\n          1.0,\n          0.48142217799212844\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"platelets\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 266944.4820233389,\n        \"min\": 5000.0,\n        \"max\": 850000.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          265075.40437,\n          263358.03,\n          5000.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"serum_creatinine\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1766.9774913932672,\n        \"min\": 0.5,\n        \"max\": 5000.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          1.369106,\n          1.1,\n          5000.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"serum_sodium\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1727.3211034849526,\n        \"min\": 4.464235504509999,\n        \"max\": 5000.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          136.8082,\n          137.0,\n          5000.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"sex\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1767.5587097168689,\n        \"min\": 0.0,\n        \"max\": 5000.0,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          0.6456,\n          1.0,\n          0.4783789390032461\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"smoking\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1767.6268394786898,\n        \"min\": 0.0,\n        \"max\": 5000.0,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          0.3118,\n          1.0,\n          0.4632749558706235\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"time\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1725.1825231497428,\n        \"min\": 4.0,\n        \"max\": 5000.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          130.6788,\n          113.0,\n          5000.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"DEATH_EVENT\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1767.6267118221629,\n        \"min\": 0.0,\n        \"max\": 5000.0,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          0.3136,\n          1.0,\n          0.46400226251593774\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 20
        }
      ],
      "source": [
        "# 👁️ Aperçu des données\n",
        "df.info()\n",
        "df.describe()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "id": "d12d4c59",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 711
        },
        "id": "d12d4c59",
        "outputId": "11984bae-d30a-4bfe-c7e0-d84fd0270a87"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 📊 Analyse des corrélations\n",
        "plt.figure(figsize=(10,6))\n",
        "sns.heatmap(df.corr(), annot=True, cmap='coolwarm')\n",
        "plt.title(\"Matrice de Corrélation\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "id": "6fd412b3",
      "metadata": {
        "id": "6fd412b3"
      },
      "outputs": [],
      "source": [
        "# 🧹 Prétraitement\n",
        "X = df.drop('DEATH_EVENT', axis=1)\n",
        "y = df['DEATH_EVENT']\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
        "\n",
        "scaler = StandardScaler()\n",
        "X_train_scaled = scaler.fit_transform(X_train)\n",
        "X_test_scaled = scaler.transform(X_test)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "id": "bf16d3ef",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bf16d3ef",
        "outputId": "4c9ede4a-0542-4761-ba02-bf8e7456b0c0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "📌 Logistic Regression - Accuracy: 0.8510\n",
            "📌 Random Forest - Accuracy: 0.9910\n",
            "📌 Support Vector Machine - Accuracy: 0.9490\n",
            "📌 Decision Tree - Accuracy: 0.9860\n",
            "✅ Meilleur modèle : Random Forest\n"
          ]
        }
      ],
      "source": [
        "# ⚙️ Entraînement de plusieurs modèles\n",
        "models = {\n",
        "    \"Logistic Regression\": LogisticRegression(max_iter=1000),\n",
        "    \"Random Forest\": RandomForestClassifier(),\n",
        "    \"Support Vector Machine\": SVC(probability=True),\n",
        "    \"Decision Tree\": DecisionTreeClassifier()\n",
        "}\n",
        "\n",
        "results = {}\n",
        "for name, model in models.items():\n",
        "    model.fit(X_train_scaled, y_train)\n",
        "    y_pred = model.predict(X_test_scaled)\n",
        "    acc = accuracy_score(y_test, y_pred)\n",
        "    results[name] = acc\n",
        "    print(f\"📌 {name} - Accuracy: {acc:.4f}\")\n",
        "\n",
        "best_model_name = max(results, key=results.get)\n",
        "best_model = models[best_model_name]\n",
        "print(f\"✅ Meilleur modèle : {best_model_name}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "id": "c0c6edd1",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 663
        },
        "id": "c0c6edd1",
        "outputId": "251027e7-1243-4d63-b123-a30fefbb0682"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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UZAMAANM8fBiFZAMAANM8vLLh2akWAAAwjmQDAADTbF6u2Wrol19+0Z133qmGDRvK399fV1xxhTZt2uQ4blmWJkyYoEaNGsnf318JCQnasWOH0zUOHz6swYMHKzg4WKGhoRo2bJiOHTtWozhINgAAMM1mc81WA0eOHFGHDh3k6+urpUuXatu2bXrqqafUoEEDR5upU6dqxowZmjNnjtavX6/AwEAlJiaqsLDQ0Wbw4MHaunWrVqxYoSVLlmj16tW6++67a3b7lmVZNTqjDvBvM9LdIQC10uENM90dAlDr+Puegz76vOiS6/z27rBqt33wwQf15Zdfas2aNVUetyxL0dHRGjNmjMaOHStJys/PV2RkpObPn68BAwbo+++/V2xsrDZu3Ki2bdtKkpYtW6YePXpo3759io6OrlYsVDYAADDMZrO5ZCsqKlJBQYHTVlRUVGWf77//vtq2bav+/fsrIiJCbdq00dy5cx3Hd+/erezsbCUkJDj2hYSEqF27dsrIyJAkZWRkKDQ01JFoSFJCQoK8vLy0fv36at8/yQYAAIa5KtlIT09XSEiI05aenl5lnz/99JNmz56tli1bavny5RoxYoTuu+8+LViwQJKUnZ0tSYqMjHQ6LzIy0nEsOztbERERTsd9fHwUFhbmaFMdLH0FAKCOSEtLU2pqqtM+u91eZdvy8nK1bdtWU6ZMkSS1adNG3333nebMmaOkpCTjsf4RlQ0AAEyzuWaz2+0KDg522k6WbDRq1EixsbFO+1q3bq2srCxJUlRUlCQpJyfHqU1OTo7jWFRUlHJzc52Ol5aW6vDhw4421UGyAQCAYa4aRqmJDh06aPv27U77fvzxRzVp0kSS1KxZM0VFRWnlypWO4wUFBVq/fr3i4+MlSfHx8crLy1NmZqajzaeffqry8nK1a9eu2rEwjAIAwHkoJSVF119/vaZMmaI77rhDGzZs0PPPP6/nn39e0u8J0OjRozV58mS1bNlSzZo10yOPPKLo6Gj16tVL0u+VkO7du2v48OGaM2eOSkpKNHLkSA0YMKDaK1Ekkg0AAIyraVXCFa699lotXrxYaWlpmjRpkpo1a6ann35agwcPdrQZP368jh8/rrvvvlt5eXm64YYbtGzZMtWrV8/R5rXXXtPIkSPVtWtXeXl5qW/fvpoxY0aNYuE5G4AH4TkbQGXn4jkbwQNedsl1Ct74m0uuc65R2QAAwDB3VDZqEyaIAgAAo6hsAABgmmcXNkg2AAAwjWEUAAAAg6hsAABgmKdXNkg2AAAwzNOTDYZRAACAUVQ2AAAwzNMrGyQbAACY5tm5BsMoAADALCobAAAYxjAKAAAwimQDAAAY5enJBnM2AACAUVQ2AAAwzbMLGyQbAACYxjAKAACAQVQ2AAAwzNMrGyQbAAAY5unJBsMoAADAKCobAAAY5umVDZINAABM8+xcg2EUAABgFpUNAAAMYxgFAAAYRbIBAACM8vRkgzkbAADAKCobAACY5tmFDZINAABMYxgFAADAICobqLHo8BBNvv92detwmQLq+WrXz4f0z4mvavO2LElSRFh9Tb7/diXEt1ZIkL++2LxTqVMXaVfWQUlSg+AAPTKip7q2b6WLohro0JFj+uDzb/TYrCUqOFbozlsDjMrJydEz0/6lL79Yo8LC33RRTBM99vgUXXb5Fe4ODYZ5emWDZAM1ElrfX5/OT9WqjTvUa+QsHTxyTC1iwnWk4ISjzVvT71ZJaZn6j35OBccLdd+dN+mjOaPUps9knSgsVqPwEDUKD1Ha9MX6/qdsxTQK0/89NECNwkM0aNyLbrw7wJyC/HwNHTJQ117XTjPnzFVYgwbau3evgoND3B0azgGSDaAGxvz9L9qXfUT/nPiqY9/e/b86/r9FTITaXdlM1/SdrO9/ypYk3TflTe35ZIruuDlO8xdnaNuuAxo49gXHObv3HdLEmR/opSf+Jm9vL5WVlZ+7GwLOkXkvzVVUVJQmTU537Luw8UVujAg4d9yabBw6dEgvvfSSMjIylJ39+w+mqKgoXX/99Ro6dKjCw8PdGR6q0LPzFfpk7fd6bepduiGupfbn5un5t9Zo3uK1kiS73+9/pQqLSx3nWJal4uJSXX91c81fnFHldYPr11PB8UISDZy3Vn32qeI73KCxqfcpc9NGRURE6o4Bg9S33x3uDg3ngKdXNtw2QXTjxo265JJLNGPGDIWEhKhTp07q1KmTQkJCNGPGDLVq1UqbNm1yV3g4iWYXXqDh/TtqZ9ZB3Xbvs5q76As9Nb6fBt/aTpK0fU+2sg4c1uOjblNofX/5+nhrzNAENY5qoKgLqi4XNwwNVNrwm/XSO2vP5a0A59S+fT9r0ZuvKyamqWY/96L6/3WgpqZP1vv/Wezu0HAu2Fy01VFuq2yMGjVK/fv315w5cyplfJZl6Z577tGoUaOUkVH1b8IVioqKVFRU5Hx+eZlsXt4ujxmSl5dNm7dl6dGZH0iSvt6+T5e1aKTh/W7Qax+sV2lpuQaMmavZjw7WgdX/UmlpmT5dv13LvtiqqhL7+oH1tHjGCH3/0wFNfu7Dc3w3wLlTXm4p9rLLdd/oVElSq9ax2rVjh95+6w3ddntvN0cHmOW2ysbXX3+tlJSUKktLNptNKSkp2rJly2mvk56erpCQEKetNCfTQMSQpOxDBY65GBV+2J2ti6IaOD5/9f3Paj/gSUV2HKtm3R7S7SNnqWFIoHbv+9XpvKAAu95/9l4dPVGov6bOVWkpQyg4f4WHh6t58+ZO+5pdfLEOHNjvpohwLtlsNpdsdZXbko2oqCht2LDhpMc3bNigyMjI014nLS1N+fn5TptPZJwrQ8UfZGz5SZc0iXDa1zImQlkHDldqW3CsUIeOHFPzmHBdExujJZ9/4zhWP7CelsweqeKSMvUb/ZyK/jDHAzgfXdXmGu3Zs9tp3969e9So0YVuigjnkqcnG24bRhk7dqzuvvtuZWZmqmvXro7EIicnRytXrtTcuXP173//+7TXsdvtstvtTvsYQjHn/179VJ/NH6Nxd3XTOys269rLmuquvh008vHXHW36JLTRwSPH9HP2YV3eMlr/HtdPH3z+jVau+0HS/080ZiXLv56f/v7QAgUH1lNwYD1J0sEjx1Rebrnl3gCT7hySpKFDBuqF5+eoW/eb9d233+idt9/SI49OcndoOAfqcJ7gEjbLstz2L/ubb76p6dOnKzMzU2VlZZIkb29vxcXFKTU1VXfccWaztP3bjHRlmPiTmzterkmjblOLmHDt+eVXzXj1U8dqFEm6d2BnpfwtQREN6yv7UIFeW7Je6c8vU0np73/GHeNa6uMX7q/y2pf2mFBllQSucXjDTHeH4NFWf/6ZZjwzTVl79+jCCxvrzqS/sxqlFvD3Nd9Hi7FLXXKdnf++2SXXOdfcmmxUKCkp0aFDhyRJF1xwgXx9z+5PnmQDqBrJBlDZuUg2Wo5b5pLr7PhXd5dc51yrFQ/18vX1VaNGjdwdBgAARnj6MAovYgMA4Dw0ceLEShNMW7Vq5TheWFio5ORkNWzYUEFBQerbt69ycnKcrpGVlaWePXsqICBAERERGjdunEpLaz6hv1ZUNgAAOJ+5ayXJZZddpk8++cTx2cfnvz/2U1JS9OGHH2rRokUKCQnRyJEj1adPH3355ZeSpLKyMvXs2VNRUVFau3atDhw4oL/97W/y9fXVlClTahQHyQYAAIa5axjFx8dHUVFRlfbn5+frxRdf1MKFC3XTTTdJkubNm6fWrVtr3bp1at++vT7++GNt27ZNn3zyiSIjI3X11Vfr8ccf1wMPPKCJEyfKz8+v2nEwjAIAQB1RVFSkgoICp+3PT9H+ox07dig6OloXX3yxBg8erKysLElSZmamSkpKlJCQ4GjbqlUrxcTEOJ7cnZGRoSuuuMLpmVeJiYkqKCjQ1q1baxQ3yQYAAIZ5edlcslX11Oz09PQq+2zXrp3mz5+vZcuWafbs2dq9e7c6duyoo0ePKjs7W35+fgoNDXU6JzIy0vFi1Ozs7EoP16z4XNGmuhhGAQDAMFcNo6SlpSk1NdVp358fbFnh5pv/+0yOK6+8Uu3atVOTJk301ltvyd/f3zUBVROVDQAA6gi73a7g4GCn7WTJxp+Fhobqkksu0c6dOxUVFaXi4mLl5eU5tcnJyXHM8YiKiqq0OqXic1XzQE6FZAMAAMNqw7tRjh07pl27dqlRo0aKi4uTr6+vVq5c6Ti+fft2ZWVlKT4+XpIUHx+vb7/9Vrm5uY42K1asUHBwsGJjY2vUN8MoAAAY5o7VKGPHjtWtt96qJk2aaP/+/Xr00Ufl7e2tgQMHKiQkRMOGDVNqaqrCwsIUHBysUaNGKT4+Xu3bt5ckdevWTbGxsRoyZIimTp2q7OxsPfzww0pOTq52NaUCyQYAAIa54zkb+/bt08CBA/Xrr78qPDxcN9xwg9atW6fw8HBJ0vTp0+Xl5aW+ffuqqKhIiYmJmjVrluN8b29vLVmyRCNGjFB8fLwCAwOVlJSkSZNq/vLAWvFuFFfj3ShA1Xg3ClDZuXg3ypUTPjl9o2r4ZlLC6RvVQlQ2AAAwzF1PEK0tSDYAADDMw3MNVqMAAACzqGwAAGAYwygAAMAoD881GEYBAABmUdkAAMAwhlEAAIBRHp5rMIwCAADMorIBAIBhDKMAAACjPDzXINkAAMA0T69sMGcDAAAYRWUDAADDPLywQbIBAIBpDKMAAAAYRGUDAADDPLywQbIBAIBpDKMAAAAYRGUDAADDPLywQbIBAIBpDKMAAAAYRGUDAADDPL2yQbIBAIBhHp5rkGwAAGCap1c2mLMBAACMorIBAIBhHl7YINkAAMA0hlEAAAAMorIBAIBhHl7YINkAAMA0Lw/PNhhGAQAARlHZAADAMA8vbJBsAABgmqevRiHZAADAMC/PzjWYswEAAMyisgEAgGEMowAAAKM8PNdgGAUAAJhFZQMAAMNs8uzSBskGAACGsRoFAADAIJINAAAMs9lsLtnOxpNPPimbzabRo0c79hUWFio5OVkNGzZUUFCQ+vbtq5ycHKfzsrKy1LNnTwUEBCgiIkLjxo1TaWlpjfom2QAAwDCbzTXbmdq4caOee+45XXnllU77U1JS9MEHH2jRokVatWqV9u/frz59+jiOl5WVqWfPniouLtbatWu1YMECzZ8/XxMmTKhR/yQbAACcx44dO6bBgwdr7ty5atCggWN/fn6+XnzxRU2bNk033XST4uLiNG/ePK1du1br1q2TJH388cfatm2bXn31VV199dW6+eab9fjjj+vZZ59VcXFxtWMg2QAAwDAvm80l25lITk5Wz549lZCQ4LQ/MzNTJSUlTvtbtWqlmJgYZWRkSJIyMjJ0xRVXKDIy0tEmMTFRBQUF2rp1a7VjYDUKAACGueqhXkVFRSoqKnLaZ7fbZbfbq2z/xhtvaPPmzdq4cWOlY9nZ2fLz81NoaKjT/sjISGVnZzva/DHRqDhecay6qGwAAGCYqyaIpqenKyQkxGlLT0+vss+ff/5Z999/v1577TXVq1fvHN+xM5INAADqiLS0NOXn5zttaWlpVbbNzMxUbm6urrnmGvn4+MjHx0erVq3SjBkz5OPjo8jISBUXFysvL8/pvJycHEVFRUmSoqKiKq1Oqfhc0aY6SDYAADDMVatR7Ha7goODnbaTDaF07dpV3377rbZs2eLY2rZtq8GDBzv+39fXVytXrnScs337dmVlZSk+Pl6SFB8fr2+//Va5ubmONitWrFBwcLBiY2Orff/M2QAAwLAzndx5NurXr6/LL7/caV9gYKAaNmzo2D9s2DClpqYqLCxMwcHBGjVqlOLj49W+fXtJUrdu3RQbG6shQ4Zo6tSpys7O1sMPP6zk5OSTJjlVIdkAAMBDTZ8+XV5eXurbt6+KioqUmJioWbNmOY57e3tryZIlGjFihOLj4xUYGKikpCRNmjSpRv3YLMuyXB28u/m3GenuEIBa6fCGme4OAah1/H3N9zFgwVcuuc4bSW1ccp1zjcoGAACGne2jxus6JogCAACjqGwAAGCYp79inmQDAADDGEYBAAAwiMoGAACGeXhhg2QDAADTPH0YhWQDAADDPH2CKHM2AACAUVQ2AAAwjGEUAABglGenGjVINlJTU6t90WnTpp1RMAAA4PxT7WTjq6+q9xIZTy8VAQDwZ+54xXxtUu1k47PPPjMZBwAA5y0PzzXObjXKzp07tXz5cv3222+SpPPwbfUAAOAsnVGy8euvv6pr16665JJL1KNHDx04cECSNGzYMI0ZM8alAQIAUNfZbDaXbHXVGSUbKSkp8vX1VVZWlgICAhz7//rXv2rZsmUuCw4AgPOBzeaara46o6WvH3/8sZYvX67GjRs77W/ZsqX27t3rksAAAMD54YySjePHjztVNCocPnxYdrv9rIMCAOB84umrUc5oGKVjx456+eWXHZ9tNpvKy8s1depUdenSxWXBAQBwPmAY5QxMnTpVXbt21aZNm1RcXKzx48dr69atOnz4sL788ktXxwgAQJ1Wlyd3usIZVTYuv/xy/fjjj+rQoYNuv/12HT9+XH369NFXX32l5s2buzpGAABQh9ms8/DhGIWl7o4AqJ1mrNnl7hCAWmd8F/O/JI9a/L1LrvN/vVu75Drn2hk/1GvNmjW68847df311+uXX36RJL3yyiv64osvXBYcAADnA56zUQ3r169XSUmJ4/M777yjxMRE+fv7a/PmzSoqKpIk5efna8qUKWYiBQAAdVK1k41u3brp6NGjkqTJkydrzpw5mjt3rnx9fR3tOnTooM2bN5uJFACAOsrL5pqtrqrWapT77rtPJSUl6ty5szZv3qzt27erU6dOldqFhIQoLy/P1TECAFCn1eVEwRWqvfR1zJgxio+PlyRFRUVp586datq0qVObL774QhdffLFLAwQAAHVbjSaIXn/99ZKk4cOH6/7779f69etls9m0f/9+vfbaaxozZoxGjBhhJFAAAOoqT58gekYP9XrwwQdVXl6url276sSJE+rUqZPsdrvGjRunf/zjH66OEQCAOs3Th1HOaOmrzWbTQw89pMOHD+u7777TunXrdPDgQYWEhKhZs2aujhEAANRhNUo2ioqKlJaWprZt26pDhw766KOPFBsbq61bt+rSSy/VM888o5SUFFOxAgBQJ/FulBqYMGGCnnvuOSUkJGjt2rXq37+//v73v2vdunV66qmn1L9/f3l7e5uKFQCAOsnT3/pao2Rj0aJFevnll3Xbbbfpu+++05VXXqnS0lJ9/fXXdXriCgAAJp3x47rPEzW6/3379ikuLk7S7y9js9vtSklJIdEAAAAnVaPKRllZmfz8/P57so+PgoKCXB4UAADnE0//nbxGyYZlWRo6dKjsdrskqbCwUPfcc48CAwOd2r377ruuixAAgDqOORs1kJSU5PT5zjvvdGkwAADg/FOjZGPevHmm4gAA4Lzl4YWNM3uCKAAAqD6eIAoAAGAQlQ0AAAxjgigAADDKw3MNhlEAADgfzZ49W1deeaWCg4MVHBys+Ph4LV261HG8sLBQycnJatiwoYKCgtS3b1/l5OQ4XSMrK0s9e/ZUQECAIiIiNG7cOJWWltY4FpINAAAM87K5ZquJxo0b68knn1RmZqY2bdqkm266Sbfffru2bt0qSUpJSdEHH3ygRYsWadWqVdq/f7/69OnjOL+srEw9e/ZUcXGx1q5dqwULFmj+/PmaMGFCje/fZlmWVeOzarnCmiddgEeYsWaXu0MAap3xXZob72PKStd87/1P17OLNSwsTP/617/Ur18/hYeHa+HCherXr58k6YcfflDr1q2VkZGh9u3ba+nSpbrlllu0f/9+RUZGSpLmzJmjBx54QAcPHnR6ovjpUNkAAMAwV1U2ioqKVFBQ4LQVFRWdtv+ysjK98cYbOn78uOLj45WZmamSkhIlJCQ42rRq1UoxMTHKyMiQJGVkZOiKK65wJBqSlJiYqIKCAkd1pNr3X6PWAADAbdLT0xUSEuK0paenn7T9t99+q6CgINntdt1zzz1avHixYmNjlZ2dLT8/P4WGhjq1j4yMVHZ2tiQpOzvbKdGoOF5xrCZYjQIAgGGueqhXWlqaUlNTnfZVvK+sKpdeeqm2bNmi/Px8vf3220pKStKqVatcE0wNkGwAAGCYzUVrX+12+ymTiz/z8/NTixYtJElxcXHauHGjnnnmGf31r39VcXGx8vLynKobOTk5ioqKkiRFRUVpw4YNTterWK1S0aa6GEYBAMBDlJeXq6ioSHFxcfL19dXKlSsdx7Zv366srCzFx8dLkuLj4/Xtt98qNzfX0WbFihUKDg5WbGxsjfqlsgEAgGHueDdKWlqabr75ZsXExOjo0aNauHChPv/8cy1fvlwhISEaNmyYUlNTFRYWpuDgYI0aNUrx8fFq3769JKlbt26KjY3VkCFDNHXqVGVnZ+vhhx9WcnJyjaorEskGAADGueMJorm5ufrb3/6mAwcOKCQkRFdeeaWWL1+uv/zlL5Kk6dOny8vLS3379lVRUZESExM1a9Ysx/ne3t5asmSJRowYofj4eAUGBiopKUmTJk2qcSw8ZwPwIDxnA6jsXDxnY9rqn1xyndROF7vkOucalQ0AAAzjRWwAAMAod8zZqE1YjQIAAIyisgEAgGEePopCsgEAgGle8uxsg2QDAADDPL2ywZwNAABgFJUNAAAM8/TVKCQbAAAY5unP2WAYBQAAGEVlAwAAwzy8sEGyAQCAaQyjAAAAGERlAwAAwzy8sEGyAQCAaZ4+jODp9w8AAAyjsgEAgGE2Dx9HIdkAAMAwz041SDYAADCOpa8AAAAGUdkAAMAwz65rkGwAAGCch4+iMIwCAADMorIBAIBhLH0FAABGefowgqffPwAAMIzKBgAAhjGMAgAAjPLsVINhFAAAYBiVDQAADGMYBQAAGOXpwwgkGwAAGObplQ1PT7YAAIBhVDYAADDMs+saJBsAABjn4aMoDKMAAACzqGwAAGCYl4cPpJBsAABgGMMoAAAABlHZAADAMBvDKAAAwCSGUQAAAAyisgEAgGGevhqFygYAAIbZbK7ZaiI9PV3XXnut6tevr4iICPXq1Uvbt293alNYWKjk5GQ1bNhQQUFB6tu3r3JycpzaZGVlqWfPngoICFBERITGjRun0tLSGsVCsgEAgGHuSDZWrVql5ORkrVu3TitWrFBJSYm6deum48ePO9qkpKTogw8+0KJFi7Rq1Srt379fffr0cRwvKytTz549VVxcrLVr12rBggWaP3++JkyYULP7tyzLqln4tV9hzRIuwGPMWLPL3SEAtc74Ls2N9/Hx9wddcp1urcPP+NyDBw8qIiJCq1atUqdOnZSfn6/w8HAtXLhQ/fr1kyT98MMPat26tTIyMtS+fXstXbpUt9xyi/bv36/IyEhJ0pw5c/TAAw/o4MGD8vPzq1bfVDYAADDM5qL/ioqKVFBQ4LQVFRVVK4b8/HxJUlhYmCQpMzNTJSUlSkhIcLRp1aqVYmJilJGRIUnKyMjQFVdc4Ug0JCkxMVEFBQXaunVrte+fZAMAAMO8bK7Z0tPTFRIS4rSlp6eftv/y8nKNHj1aHTp00OWXXy5Jys7Olp+fn0JDQ53aRkZGKjs729Hmj4lGxfGKY9XFahQAAOqItLQ0paamOu2z2+2nPS85OVnfffedvvjiC1OhnRLJBgAAhrnqCaJ2u71aycUfjRw5UkuWLNHq1avVuHFjx/6oqCgVFxcrLy/PqbqRk5OjqKgoR5sNGzY4Xa9itUpFm+pgGAUAAMPcsRrFsiyNHDlSixcv1qeffqpmzZo5HY+Li5Ovr69Wrlzp2Ld9+3ZlZWUpPj5ekhQfH69vv/1Wubm5jjYrVqxQcHCwYmNjqx0LlQ0AAM5DycnJWrhwof7zn/+ofv36jjkWISEh8vf3V0hIiIYNG6bU1FSFhYUpODhYo0aNUnx8vNq3by9J6tatm2JjYzVkyBBNnTpV2dnZevjhh5WcnFyjCgvJBgAAhrnjRWyzZ8+WJN14441O++fNm6ehQ4dKkqZPny4vLy/17dtXRUVFSkxM1KxZsxxtvb29tWTJEo0YMULx8fEKDAxUUlKSJk2aVKNYeM4G4EF4zgZQ2bl4zsbqHw+75DqdLglzyXXONeZsAAAAoxhGgcu99cZCvfXm69r/yy+SpOYtWuqfI+7VDR07uzkywJyvl72pPV+tVX72Pnn7+Sni4ta6tvddCo367+z/goMHtOHtF5Sza6vKSkvUODZO8QNGyD+4gaPNoayd2vjuSzq0d4dsXl5q2qaD2vUbLt96/u64LbiIO4ZRahMqG3C5iMgo3Z8yVq8velcL33pH17Vrr/tHJmvnzh3uDg0w5sCP36l151t06wPT1P3+J1ReVqZlMx5SSVGhJKmkqFDLnnlIstl0c0q6bhn3b5WVlerjZx+TVV4uSTqe96uWPv0/Co6I1q0PTFfiqMd1ZP9erV4wzZ23Bhdwx2qU2oRkAy53Y5eb1LFTZzVp0lRNmzbTqPtTFBAQoG++3uLu0ABjut/3uC65/i9qEN1EDRtfrE5JqTp++KAOZf2eZOfs2qZjv+aqU1Kqwi5sprALm6nz0DE6lLVD+7d/LUn6+dsN8vL20fUD7lVoVGOFN71EHQaP1J6vvlRB7n533h7Oks1FW11FsgGjysrKtPSjD/Xbbyd01VVt3B0OcM6U/Pb7mzXtAfUlSeWlJZJN8vbxdbTx9vGTzWZTzs7f3zFRVloibx8f2bz++0+zj+/vywuzd1b/PRRAbVOrk42ff/5Zd9111ynbnM1LaWDOjh+3q33bNrq2zRV6YtKjmj7jWTVv0cLdYQHnhFVernWLnlNk81iFXdhUkhTerJV8/Opp4+KXVFpcqJKiQm145wVZ5eU6UXBEkhR96VU6kX9E33z8tspKS1R0/Kg2Lp4nSfqtwDWrGeAeXjabS7a6qlYnG4cPH9aCBQtO2aaql9L8639P/1IamNW0aTO99c57evX1t9T/rwP1yP88oF07d7o7LOCcWPvGLB35Za+6/ONBxz7/+iG66e7/UdY367Xg/r56JaWfin47poYxLWT7/z9EGkQ3Ueehqfruk8VacF9vLXxgsOpfEPX7BFJbrf7nGqfh6cMobl2N8v7775/y+E8//XTaa1T1UhrLu2bPjYfr+fr5KaZJE0lS7GWXa+t33+q1V1/WhIk1exAMUNesfX2Wfv52g3qOmarABhc4HWsce43umPySCo/ly+blLXtAkBaO/z2hqND8ui5qfl0X/VZwRD5+9SSbTd99sljBF1T/PRRAbePWZKNXr16y2Ww61XPFbKcpG1X1Uhoe6lX7lJeXq6S42N1hAMZYlqWMN2Zr75YM9Uh90imB+LN6QSGSpP0/bNFvR/MUc2X7Sm0qlsP++OXH8vb1VXRr5jzVaXW5LOECbq3LNWrUSO+++67Ky8ur3DZv3uzO8HCGnpn+lDI3bdQvv+zTjh+365npT2nTxg3qccut7g4NMGbt67O0a8NnunHYePnW89eJ/MM6kX9YpcX/nUP249qPlfvTDyo4eEA713+qT+em6/KuvZyexbHtsw90KGun8nP2advnH2jtG7PVttdQ2QOC3HFbcBGbi/6rq9xa2YiLi1NmZqZuv/32Ko+fruqB2unw4V/1cNoDOngwV0H16+uSSy7V7OdfVPz1HdwdGmDMD6s/lCR9NO0Bp/0d/5aiS67/iyQpP+cXbXpvgYqOH1VQwwhddfNfdXnX3k7tD+7Zrs1LXlVJ0W8KjbxIHQaPVMv2Xc/NTQCGuPXdKGvWrNHx48fVvXv3Ko8fP35cmzZtUufONXvyJMMoQNV4NwpQ2bl4N8qGn/Jdcp3rLg5xyXXONbdWNjp27HjK44GBgTVONAAAqG3q7gCIa7CWCgAAGMWL2AAAMM3DSxskGwAAGFaXV5K4AskGAACG1eEnjbsEczYAAIBRVDYAADDMwwsbJBsAABjn4dkGwygAAMAoKhsAABjGahQAAGAUq1EAAAAMorIBAIBhHl7YINkAAMA4D882GEYBAABGUdkAAMAwVqMAAACjPH01CskGAACGeXiuwZwNAABgFpUNAABM8/DSBskGAACGefoEUYZRAACAUVQ2AAAwjNUoAADAKA/PNRhGAQAAZlHZAADANA8vbZBsAABgGKtRAAAADKKyAQCAYaxGAQAARnl4rsEwCgAAxtlctNXQ6tWrdeuttyo6Olo2m03vvfee03HLsjRhwgQ1atRI/v7+SkhI0I4dO5zaHD58WIMHD1ZwcLBCQ0M1bNgwHTt2rEZxkGwAAHCeOn78uK666io9++yzVR6fOnWqZsyYoTlz5mj9+vUKDAxUYmKiCgsLHW0GDx6srVu3asWKFVqyZIlWr16tu+++u0Zx2CzLss7qTmqhwlJ3RwDUTjPW7HJ3CECtM75Lc+N97Mj5zSXXaRnpf8bn2mw2LV68WL169ZL0e1UjOjpaY8aM0dixYyVJ+fn5ioyM1Pz58zVgwAB9//33io2N1caNG9W2bVtJ0rJly9SjRw/t27dP0dHR1eqbygYAAIbZbK7ZXGn37t3Kzs5WQkKCY19ISIjatWunjIwMSVJGRoZCQ0MdiYYkJSQkyMvLS+vXr692X0wQBQCgjigqKlJRUZHTPrvdLrvdXuNrZWdnS5IiIyOd9kdGRjqOZWdnKyIiwum4j4+PwsLCHG2qg8oGAACGuWp+aHp6ukJCQpy29PT0c307NUZlAwAA01w0BJKWlqbU1FSnfWdS1ZCkqKgoSVJOTo4aNWrk2J+Tk6Orr77a0SY3N9fpvNLSUh0+fNhxfnVQ2QAAoI6w2+0KDg522s402WjWrJmioqK0cuVKx76CggKtX79e8fHxkqT4+Hjl5eUpMzPT0ebTTz9VeXm52rVrV+2+qGwAAGCYu96NcuzYMe3cudPxeffu3dqyZYvCwsIUExOj0aNHa/LkyWrZsqWaNWumRx55RNHR0Y4VK61bt1b37t01fPhwzZkzRyUlJRo5cqQGDBhQ7ZUoEskGAADGuetx5Zs2bVKXLl0cnyuGYJKSkjR//nyNHz9ex48f19133628vDzdcMMNWrZsmerVq+c457XXXtPIkSPVtWtXeXl5qW/fvpoxY0aN4uA5G4AH4TkbQGXn4jkbuw8Vnr5RNTS7oN7pG9VCVDYAADDM09+NQrIBAIBpHp5tkGwAAGCYuyaI1hYsfQUAAEZR2QAAwDB3rUapLUg2AAAwzMNzDYZRAACAWVQ2AAAwjGEUAABgmGdnGwyjAAAAo6hsAABgGMMoAADAKA/PNRhGAQAAZlHZAADAMIZRAACAUZ7+bhSSDQAATPPsXIM5GwAAwCwqGwAAGObhhQ2SDQAATPP0CaIMowAAAKOobAAAYBirUQAAgFmenWswjAIAAMyisgEAgGEeXtgg2QAAwDRWowAAABhEZQMAAMNYjQIAAIxiGAUAAMAgkg0AAGAUwygAABjm6cMoJBsAABjm6RNEGUYBAABGUdkAAMAwhlEAAIBRHp5rMIwCAADMorIBAIBpHl7aINkAAMAwVqMAAAAYRGUDAADDWI0CAACM8vBcg2QDAADjPDzbYM4GAAAwisoGAACGefpqFJINAAAM8/QJogyjAAAAo2yWZVnuDgLnp6KiIqWnpystLU12u93d4QC1Bt8b8DQkGzCmoKBAISEhys/PV3BwsLvDAWoNvjfgaRhGAQAARpFsAAAAo0g2AACAUSQbMMZut+vRRx9lAhzwJ3xvwNMwQRQAABhFZQMAABhFsgEAAIwi2QAAAEaRbAAAAKNINmDMs88+q6ZNm6pevXpq166dNmzY4O6QALdavXq1br31VkVHR8tms+m9995zd0jAOUGyASPefPNNpaam6tFHH9XmzZt11VVXKTExUbm5ue4ODXCb48eP66qrrtKzzz7r7lCAc4qlrzCiXbt2uvbaazVz5kxJUnl5uS666CKNGjVKDz74oJujA9zPZrNp8eLF6tWrl7tDAYyjsgGXKy4uVmZmphISEhz7vLy8lJCQoIyMDDdGBgBwB5INuNyhQ4dUVlamyMhIp/2RkZHKzs52U1QAAHch2QAAAEaRbMDlLrjgAnl7eysnJ8dpf05OjqKiotwUFQDAXUg24HJ+fn6Ki4vTypUrHfvKy8u1cuVKxcfHuzEyAIA7+Lg7AJyfUlNTlZSUpLZt2+q6667T008/rePHj+vvf/+7u0MD3ObYsWPauXOn4/Pu3bu1ZcsWhYWFKSYmxo2RAWax9BXGzJw5U//617+UnZ2tq6++WjNmzFC7du3cHRbgNp9//rm6dOlSaX9SUpLmz59/7gMCzhGSDQAAYBRzNgAAgFEkGwAAwCiSDQAAYBTJBgAAMIpkAwAAGEWyAQAAjCLZAM5ze/bs0eTJk3Xs2DF3hwLAQ5FsAOexoqIi9e/fXxdccIGCgoJO2Xbo0KHq1auX4/ONN96o0aNHmw0QgEcg2QBquaFDh8pms8lms8nPz08tWrTQpEmTVFpaetpzU1JS1K1bN91zzz017vfdd9/V448/7vjctGlTPf300zW+DgDwbhSgDujevbvmzZunoqIiffTRR0pOTpavr6/S0tKc2hUXF8vPz8/xedasWWfcZ1hY2BmfCwB/RGUDqAPsdruioqLUpEkTjRgxQgkJCXr//fcdQx9PPPGEoqOjdemll0qSfv75Z91xxx0KDQ1VWFiYbr/9du3Zs8dxvbKyMqWmpio0NFQNGzbU+PHj9ec3F/xxGOXGG2/U3r17lZKS4qiyAEB1kWwAdZC/v7+Ki4slSStXrtT27du1YsUKLVmyRCUlJUpMTFT9+vW1Zs0affnllwoKClL37t0d5zz11FOaP3++XnrpJX3xxRc6fPiwFi9efNL+3n33XTVu3FiTJk3SgQMHdODAgXNynwDODwyjAHWIZVlauXKlli9frlGjRungwYMKDAzUCy+84Bg+efXVV1VeXq4XXnjBUYGYN2+eQkND9fnnn6tbt256+umnlZaWpj59+kiS5syZo+XLl5+037CwMHl7e6t+/fqKiooyf6MAziskG0AdsGTJEgUFBamkpETl5eUaNGiQJk6cqOTkZF1xxRVO8zS+/vpr7dy5U/Xr13e6RmFhoXbt2qX8/HwdOHBA7dq1cxzz8fFR27ZtKw2lAIArkGwAdUCXLl00e/Zs+fn5KTo6Wj4+//3WDQwMdGp77NgxxcXF6bXXXqt0nfDwcOOxAsCfkWwAdUBgYKBatGhRrbbXXHON3nzzTUVERCg4OLjKNo0aNdL69evVqVMnSVJpaakyMzN1zTXXnPS6fn5+Kisrq3nwADweE0SB88zgwYN1wQUX6Pbbb9eaNWu0e/duff7557rvvvu0b98+SdL999+vJ598Uu+9955++OEH3XvvvcrLyzvldZs2barVq1frl19+0aFDh87BnQA4X5BsAOeZgIAArV69WjExMerTp49at26tYcOGqbCw0FHpGDNmjIYMGaKkpCTFx8erfv366t279ymvO2nSJO3Zs0fNmzdnOAZAjdgsZoQBAACDqGwAAACjSDYAAIBRJBsAAMAokg0AAGAUyQYAADCKZAMAABhFsgEAAIwi2QAAAEaRbAAAAKNINgAAgFEkGwAAwCiSDQAAYNT/A6EDr3PVLVEuAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "🧾 Rapport de classification :\n",
            "\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       1.00      0.99      0.99       698\n",
            "           1       0.98      0.99      0.99       302\n",
            "\n",
            "    accuracy                           0.99      1000\n",
            "   macro avg       0.99      0.99      0.99      1000\n",
            "weighted avg       0.99      0.99      0.99      1000\n",
            "\n"
          ]
        }
      ],
      "source": [
        "# 📈 Évaluation du meilleur modèle\n",
        "y_pred = best_model.predict(X_test_scaled)\n",
        "y_proba = best_model.predict_proba(X_test_scaled)[:,1]\n",
        "\n",
        "# Matrice de confusion\n",
        "cm = confusion_matrix(y_test, y_pred)\n",
        "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues')\n",
        "plt.title(\"Matrice de Confusion\")\n",
        "plt.xlabel(\"Prédit\")\n",
        "plt.ylabel(\"Réel\")\n",
        "plt.show()\n",
        "\n",
        "# Rapport de classification\n",
        "print(\"🧾 Rapport de classification :\\n\")\n",
        "print(classification_report(y_test, y_pred))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "id": "4b0e6f62",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "4b0e6f62",
        "outputId": "111489d5-8f8b-40e9-afc2-7ff3c98b9f51"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 📉 Courbe ROC\n",
        "fpr, tpr, thresholds = roc_curve(y_test, y_proba)\n",
        "plt.figure()\n",
        "plt.plot(fpr, tpr, label=f\"AUC = {roc_auc_score(y_test, y_proba):.2f}\")\n",
        "plt.plot([0, 1], [0, 1], linestyle='--', color='gray')\n",
        "plt.xlabel(\"Taux de Faux Positifs\")\n",
        "plt.ylabel(\"Taux de Vrais Positifs\")\n",
        "plt.title(\"Courbe ROC\")\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "id": "d3c4fdcc",
      "metadata": {
        "id": "d3c4fdcc"
      },
      "outputs": [],
      "source": [
        "import pickle\n",
        "\n",
        "# Sauvegarder le meilleur modèle\n",
        "with open(\"meilleur_modele.pkl\", \"wb\") as f:\n",
        "    pickle.dump(best_model, f)\n",
        "\n",
        "with open(\"scaler.pkl\", \"wb\") as f:\n",
        "    pickle.dump(scaler, f)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "id": "761faa60",
      "metadata": {
        "id": "761faa60"
      },
      "outputs": [],
      "source": [
        "import pickle\n",
        "\n",
        "# Sauvegarder le modèle\n",
        "with open(\"meilleur_modele.pkl\", \"wb\") as f:\n",
        "    pickle.dump(model, f)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "id": "944af181",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "944af181",
        "outputId": "743454d8-e73c-427f-a7ec-729937d94359"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 🔍 Importance des variables (pour les modèles basés sur les arbres)\n",
        "if hasattr(best_model, \"feature_importances_\"):\n",
        "    importances = best_model.feature_importances_\n",
        "    features = X.columns\n",
        "    imp_df = pd.DataFrame({\"Feature\": features, \"Importance\": importances})\n",
        "    imp_df = imp_df.sort_values(by=\"Importance\", ascending=False)\n",
        "\n",
        "    sns.barplot(x=\"Importance\", y=\"Feature\", data=imp_df)\n",
        "    plt.title(\"Importance des variables\")\n",
        "    plt.tight_layout()\n",
        "    plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "id": "a08ebd81",
      "metadata": {
        "id": "a08ebd81"
      },
      "outputs": [],
      "source": [
        "# 📝 Sauvegarde des résultats\n",
        "with open(\"resultats_modeles.txt\", \"w\") as f:\n",
        "    for name, acc in results.items():\n",
        "        f.write(f\"{name} - Accuracy: {acc:.4f}\\n\")\n",
        "    f.write(f\"\\nMeilleur modèle : {best_model_name}\\n\")\n",
        "    f.write(classification_report(y_test, y_pred))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "id": "e3b7d6fe",
      "metadata": {
        "id": "e3b7d6fe"
      },
      "outputs": [],
      "source": [
        "# 📤 Export du jeu de données prétraité (normalisé)\n",
        "X_train_scaled_df = pd.DataFrame(X_train_scaled, columns=X.columns)\n",
        "X_train_scaled_df[\"DEATH_EVENT\"] = y_train.values\n",
        "X_train_scaled_df.to_csv(\"data_pretraitee.csv\", index=False)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "id": "598d41c3",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "598d41c3",
        "outputId": "be8cc56b-d22d-4861-9e76-898774231c4d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Logistic Regression - Score CV moyen: 0.8458 (écart-type: 0.0199)\n",
            "Random Forest - Score CV moyen: 0.9915 (écart-type: 0.0022)\n",
            "Support Vector Machine - Score CV moyen: 0.9543 (écart-type: 0.0054)\n",
            "Decision Tree - Score CV moyen: 0.9828 (écart-type: 0.0053)\n"
          ]
        }
      ],
      "source": [
        "# 🔁 Validation croisée pour évaluer la robustesse\n",
        "# Import necessary function\n",
        "from sklearn.model_selection import cross_val_score\n",
        "\n",
        "cv_scores = {}\n",
        "for name, model in models.items():\n",
        "    scores = cross_val_score(model, X_train_scaled, y_train, cv=5, scoring='accuracy')\n",
        "    cv_scores[name] = scores\n",
        "    print(f\"{name} - Score CV moyen: {scores.mean():.4f} (écart-type: {scores.std():.4f})\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "id": "2cdb87aa",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 565
        },
        "id": "2cdb87aa",
        "outputId": "ea8e8153-94d6-4db1-ad6f-16efe1ee8e8c"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 📊 Comparaison des courbes ROC\n",
        "plt.figure(figsize=(8,6))\n",
        "for name, model in models.items():\n",
        "    model.fit(X_train_scaled, y_train)\n",
        "    if hasattr(model, \"predict_proba\"):\n",
        "        y_score = model.predict_proba(X_test_scaled)[:,1]\n",
        "    else:\n",
        "        y_score = model.decision_function(X_test_scaled)\n",
        "    fpr, tpr, _ = roc_curve(y_test, y_score)\n",
        "    plt.plot(fpr, tpr, label=f\"{name} (AUC = {roc_auc_score(y_test, y_score):.2f})\")\n",
        "\n",
        "plt.plot([0, 1], [0, 1], linestyle=\"--\", color=\"gray\")\n",
        "plt.xlabel(\"Faux positifs\")\n",
        "plt.ylabel(\"Vrais positifs\")\n",
        "plt.title(\"Courbes ROC comparées\")\n",
        "plt.legend()\n",
        "plt.grid()\n",
        "plt.savefig(\"courbes_roc.png\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "id": "e6d84ece",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 865
        },
        "id": "e6d84ece",
        "outputId": "8ddf17a7-2bf8-45d8-e8d0-f03a420163f3"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 🔍 Matrice de corrélation\n",
        "import seaborn as sns\n",
        "plt.figure(figsize=(10, 8))\n",
        "sns.heatmap(df.corr(), annot=True, fmt=\".2f\", cmap=\"coolwarm\")\n",
        "plt.title(\"Matrice de corrélation\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "id": "1475e8ef",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1475e8ef",
        "outputId": "5fe7d029-0c23-4571-8a39-a3483d5ba79f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Meilleurs hyperparamètres : {'max_depth': None, 'min_samples_split': 2, 'n_estimators': 200}\n",
            "Score optimal : 0.9922500000000001\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       1.00      0.99      0.99       698\n",
            "           1       0.99      0.99      0.99       302\n",
            "\n",
            "    accuracy                           0.99      1000\n",
            "   macro avg       0.99      0.99      0.99      1000\n",
            "weighted avg       0.99      0.99      0.99      1000\n",
            "\n",
            "Modèle RandomForest optimisé sauvegardé sous 'random_forest_optimise.pkl'\n"
          ]
        }
      ],
      "source": [
        "# 🔧 Optimisation d'un modèle avec GridSearchCV\n",
        "from sklearn.model_selection import GridSearchCV\n",
        "\n",
        "param_grid_rf = {\n",
        "    'n_estimators': [100, 200],\n",
        "    'max_depth': [None, 5, 10],\n",
        "    'min_samples_split': [2, 5],\n",
        "}\n",
        "\n",
        "grid_search = GridSearchCV(RandomForestClassifier(random_state=0), param_grid_rf, cv=5, scoring='accuracy')\n",
        "grid_search.fit(X_train_scaled, y_train)\n",
        "\n",
        "print(\"Meilleurs hyperparamètres :\", grid_search.best_params_)\n",
        "print(\"Score optimal :\", grid_search.best_score_)\n",
        "\n",
        "best_rf_model = grid_search.best_estimator_\n",
        "\n",
        "# Évaluation finale\n",
        "y_pred_gs = best_rf_model.predict(X_test_scaled)\n",
        "print(classification_report(y_test, y_pred_gs))\n",
        "\n",
        "# Sauvegarde du modèle optimisé\n",
        "joblib.dump(best_rf_model, \"random_forest_optimise.pkl\")\n",
        "print(\"Modèle RandomForest optimisé sauvegardé sous 'random_forest_optimise.pkl'\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "8df3c6f7",
      "metadata": {
        "id": "8df3c6f7"
      },
      "source": [
        "\n",
        "## 🧠 Modélisation avec un Réseau de Neurones Artificiel (ANN)\n",
        "\n",
        "Dans cette section, nous allons utiliser un modèle de deep learning (ANN) pour prédire les risques d'attaque cardiaque.\n",
        "Nous allons suivre plusieurs étapes pour construire, entraîner, évaluer et sauvegarder ce modèle.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "id": "f8334b62",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "f8334b62",
        "outputId": "7fe90335-18d1-4632-bc43-98b445c532da"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 5000 entries, 0 to 4999\n",
            "Data columns (total 13 columns):\n",
            " #   Column                    Non-Null Count  Dtype  \n",
            "---  ------                    --------------  -----  \n",
            " 0   age                       5000 non-null   float64\n",
            " 1   anaemia                   5000 non-null   int64  \n",
            " 2   creatinine_phosphokinase  5000 non-null   int64  \n",
            " 3   diabetes                  5000 non-null   int64  \n",
            " 4   ejection_fraction         5000 non-null   int64  \n",
            " 5   high_blood_pressure       5000 non-null   int64  \n",
            " 6   platelets                 5000 non-null   float64\n",
            " 7   serum_creatinine          5000 non-null   float64\n",
            " 8   serum_sodium              5000 non-null   int64  \n",
            " 9   sex                       5000 non-null   int64  \n",
            " 10  smoking                   5000 non-null   int64  \n",
            " 11  time                      5000 non-null   int64  \n",
            " 12  DEATH_EVENT               5000 non-null   int64  \n",
            "dtypes: float64(3), int64(10)\n",
            "memory usage: 507.9 KB\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[685   1]\n",
            " [  8 306]]\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.99      1.00      0.99       686\n",
            "           1       1.00      0.97      0.99       314\n",
            "\n",
            "    accuracy                           0.99      1000\n",
            "   macro avg       0.99      0.99      0.99      1000\n",
            "weighted avg       0.99      0.99      0.99      1000\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:absl:You are saving your model as an HDF5 file via `model.save()` or `keras.saving.save_model(model)`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')` or `keras.saving.save_model(model, 'my_model.keras')`. \n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m32/32\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step\n",
            "[[680   6]\n",
            " [ 11 303]]\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.98      0.99      0.99       686\n",
            "           1       0.98      0.96      0.97       314\n",
            "\n",
            "    accuracy                           0.98      1000\n",
            "   macro avg       0.98      0.98      0.98      1000\n",
            "weighted avg       0.98      0.98      0.98      1000\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "AUC Random Forest : 0.9998769753579321\n",
            "AUC ANN : 0.9938534103359269\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "PermutationExplainer explainer: 1001it [02:27,  6.51it/s]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x630 with 2 Axes>"
            ],
            "image/png": 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          "data": {
            "text/plain": [
              "    age  anaemia  creatinine_phosphokinase  diabetes  ejection_fraction  \\\n",
              "0  55.0        0                       748         0                 45   \n",
              "1  65.0        0                        56         0                 25   \n",
              "2  45.0        0                       582         1                 38   \n",
              "3  60.0        1                       754         1                 40   \n",
              "4  95.0        1                       582         0                 30   \n",
              "\n",
              "   high_blood_pressure  platelets  serum_creatinine  serum_sodium  sex  \\\n",
              "0                    0  263358.03               1.3           137    1   \n",
              "1                    0  305000.00               5.0           130    1   \n",
              "2                    0  319000.00               0.9           140    0   \n",
              "3                    1  328000.00               1.2           126    1   \n",
              "4                    0  461000.00               2.0           132    1   \n",
              "\n",
              "   smoking  time  DEATH_EVENT  \n",
              "0        1    88            0  \n",
              "1        0   207            0  \n",
              "2        0   244            0  \n",
              "3        0    90            0  \n",
              "4        0    50            1  "
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              "      <th>age</th>\n",
              "      <th>anaemia</th>\n",
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              "      <th>diabetes</th>\n",
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              "      <td>55.0</td>\n",
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              "      <td>45.0</td>\n",
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              "      <td>582</td>\n",
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              "      <td>461000.00</td>\n",
              "      <td>2.0</td>\n",
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              "      <td>0</td>\n",
              "      <td>50</td>\n",
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            }
          },
          "metadata": {},
          "execution_count": 35
        }
      ],
      "source": [
        "# Cellule 1 : Importations\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.metrics import classification_report, confusion_matrix, roc_auc_score, roc_curve, precision_recall_curve\n",
        "import shap\n",
        "import joblib\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.layers import Dense, Dropout\n",
        "from tensorflow.keras.callbacks import EarlyStopping\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "# Cellule 2 : Chargement des données\n",
        "df = pd.read_csv(\"attaque_cardiaque.csv\")\n",
        "df.head()\n",
        "\n",
        "# Cellule 3 : Types de données\n",
        "df.info()\n",
        "\n",
        "# Cellule 4 : Statistiques descriptives\n",
        "df.describe()\n",
        "\n",
        "# Cellule 5 : Valeurs manquantes\n",
        "df.isna().sum()\n",
        "\n",
        "# Cellule 6 : Analyse de la cible\n",
        "sns.countplot(data=df, x=\"DEATH_EVENT\")\n",
        "plt.title(\"Distribution de la variable cible (Décès)\")\n",
        "plt.show()\n",
        "\n",
        "# Cellule 7 : Corrélation\n",
        "plt.figure(figsize=(10, 8))\n",
        "sns.heatmap(df.corr(), annot=True, cmap=\"coolwarm\")\n",
        "plt.title(\"Matrice de corrélation\")\n",
        "plt.show()\n",
        "\n",
        "# Cellule 8 : Séparation des variables\n",
        "X = df.drop(\"DEATH_EVENT\", axis=1)\n",
        "y = df[\"DEATH_EVENT\"]\n",
        "\n",
        "# Cellule 9 : Split\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, stratify=y, test_size=0.2, random_state=42)\n",
        "\n",
        "# Cellule 10 : Standardisation\n",
        "scaler = StandardScaler()\n",
        "X_train_scaled = scaler.fit_transform(X_train)\n",
        "X_test_scaled = scaler.transform(X_test)\n",
        "joblib.dump(scaler, \"scaler.pkl\")\n",
        "\n",
        "# Cellule 11 : Modèle Classique\n",
        "rf = RandomForestClassifier(n_estimators=100, random_state=42)\n",
        "rf.fit(X_train_scaled, y_train)\n",
        "joblib.dump(rf, \"meilleur_modele.pkl\")\n",
        "\n",
        "# Cellule 12 : Évaluation RF\n",
        "preds = rf.predict(X_test_scaled)\n",
        "print(confusion_matrix(y_test, preds))\n",
        "print(classification_report(y_test, preds))\n",
        "\n",
        "# Cellule 13 : ROC RF\n",
        "probas = rf.predict_proba(X_test_scaled)[:, 1]\n",
        "fpr, tpr, _ = roc_curve(y_test, probas)\n",
        "plt.plot(fpr, tpr, label=f\"AUC = {roc_auc_score(y_test, probas):.2f}\")\n",
        "plt.plot([0, 1], [0, 1], \"--\")\n",
        "plt.xlabel(\"FPR\")\n",
        "plt.ylabel(\"TPR\")\n",
        "plt.title(\"Courbe ROC - Random Forest\")\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "\n",
        "# Cellule 15 : Standardisation ANN\n",
        "ann_scaler = StandardScaler()\n",
        "X_train_ann = ann_scaler.fit_transform(X_train)\n",
        "X_test_ann = ann_scaler.transform(X_test)\n",
        "joblib.dump({\"scaler\": ann_scaler}, \"ann_model_scaler.pkl\")\n",
        "\n",
        "# Cellule 16 : Définition ANN\n",
        "model = Sequential([\n",
        "    Dense(64, input_dim=X.shape[1], activation='relu'),\n",
        "    Dropout(0.3),\n",
        "    Dense(32, activation='relu'),\n",
        "    Dense(1, activation='sigmoid')\n",
        "])\n",
        "\n",
        "# Cellule 17 : Compilation\n",
        "model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n",
        "\n",
        "# Cellule 18 : Early Stopping\n",
        "es = EarlyStopping(patience=10, restore_best_weights=True)\n",
        "\n",
        "# Cellule 19 : Entraînement\n",
        "history = model.fit(X_train_ann, y_train, validation_data=(X_test_ann, y_test), epochs=100, callbacks=[es], verbose=0)\n",
        "\n",
        "# Cellule 20 : Sauvegarde modèle ANN\n",
        "model.save(\"ann_model.h5\")\n",
        "\n",
        "# Cellule 21 : Courbe de perte\n",
        "plt.plot(history.history['loss'], label=\"Train\")\n",
        "plt.plot(history.history['val_loss'], label=\"Validation\")\n",
        "plt.title(\"Perte (Loss) - ANN\")\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "# Cellule 22 : Prédictions ANN\n",
        "ann_preds = model.predict(X_test_ann)\n",
        "ann_labels = (ann_preds >= 0.5).astype(int)\n",
        "\n",
        "# Cellule 23 : Évaluation ANN\n",
        "print(confusion_matrix(y_test, ann_labels))\n",
        "print(classification_report(y_test, ann_labels))\n",
        "\n",
        "# Cellule 24 : ROC ANN\n",
        "fpr_ann, tpr_ann, _ = roc_curve(y_test, ann_preds)\n",
        "plt.plot(fpr_ann, tpr_ann, label=f\"AUC = {roc_auc_score(y_test, ann_preds):.2f}\")\n",
        "plt.plot([0, 1], [0, 1], \"--\")\n",
        "plt.xlabel(\"FPR\")\n",
        "plt.ylabel(\"TPR\")\n",
        "plt.title(\"Courbe ROC - ANN\")\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "# Cellule 25 : Courbe Precision-Recall\n",
        "precision, recall, _ = precision_recall_curve(y_test, ann_preds)\n",
        "plt.plot(recall, precision)\n",
        "plt.title(\"Courbe Precision-Recall - ANN\")\n",
        "plt.xlabel(\"Recall\")\n",
        "plt.ylabel(\"Precision\")\n",
        "plt.show()\n",
        "\n",
        "# Cellule 26 : Export CSV\n",
        "resultats = X_test.copy()\n",
        "resultats[\"Réel\"] = y_test.values\n",
        "resultats[\"ANN_Predit\"] = ann_labels\n",
        "resultats.to_csv(\"ann_predictions_test.csv\", index=False)\n",
        "\n",
        "# Cellule 27 : Comparaison des AUC\n",
        "print(\"AUC Random Forest :\", roc_auc_score(y_test, probas))\n",
        "print(\"AUC ANN :\", roc_auc_score(y_test, ann_preds))\n",
        "\n",
        "# Cellule 28 : SHAP ANN (optionnel, expérimental)\n",
        "try:\n",
        "    explainer_ann = shap.Explainer(model, X_test_ann)\n",
        "    shap_values_ann = explainer_ann(X_test_ann)\n",
        "    shap.summary_plot(shap_values_ann, X_test_ann, feature_names=X.columns)\n",
        "except Exception as e:\n",
        "    print(\"SHAP pour ANN non pris en charge ou a échoué :\", e)\n",
        "\n",
        "# Cellule 29 : Sauvegarde Figure ROC (facultatif)\n",
        "# plt.savefig(\"roc_ann.png\")\n",
        "\n",
        "# Cellule 30 : Fin\n",
        "df.head()\n"
      ]
    }
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