diff --git a/AttritionForecast_Analysis_and_Prediction_S.ipynb b/AttritionForecast_Analysis_and_Prediction_S.ipynb
new file mode 100644
index 0000000..114f06c
--- /dev/null
+++ b/AttritionForecast_Analysis_and_Prediction_S.ipynb
@@ -0,0 +1,2566 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 50,
+      "metadata": {
+        "id": "uJK0CMj1paWT"
+      },
+      "outputs": [],
+      "source": [
+        "import pandas as pd\n",
+        "from sklearn.preprocessing import LabelEncoder\n",
+        "from sklearn.model_selection import train_test_split\n",
+        "from sklearn.metrics import confusion_matrix, accuracy_score, classification_report\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df = pd.read_csv('/content/WA_Fn-UseC_-HR-Employee-Attrition.csv')\n"
+      ],
+      "metadata": {
+        "id": "Hx96ztmAqA_G"
+      },
+      "execution_count": 51,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 582
+        },
+        "id": "hs2Fk056qEhB",
+        "outputId": "0d2295a5-87fa-478b-9d68-3a46da2c10f6"
+      },
+      "execution_count": 52,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "      Age Attrition     BusinessTravel  DailyRate              Department  \\\n",
+              "0      41       Yes      Travel_Rarely       1102                   Sales   \n",
+              "1      49        No  Travel_Frequently        279  Research & Development   \n",
+              "2      37       Yes      Travel_Rarely       1373  Research & Development   \n",
+              "3      33        No  Travel_Frequently       1392  Research & Development   \n",
+              "4      27        No      Travel_Rarely        591  Research & Development   \n",
+              "...   ...       ...                ...        ...                     ...   \n",
+              "1465   36        No  Travel_Frequently        884  Research & Development   \n",
+              "1466   39        No      Travel_Rarely        613  Research & Development   \n",
+              "1467   27        No      Travel_Rarely        155  Research & Development   \n",
+              "1468   49        No  Travel_Frequently       1023                   Sales   \n",
+              "1469   34        No      Travel_Rarely        628  Research & Development   \n",
+              "\n",
+              "      DistanceFromHome  Education EducationField  EmployeeCount  \\\n",
+              "0                    1          2  Life Sciences              1   \n",
+              "1                    8          1  Life Sciences              1   \n",
+              "2                    2          2          Other              1   \n",
+              "3                    3          4  Life Sciences              1   \n",
+              "4                    2          1        Medical              1   \n",
+              "...                ...        ...            ...            ...   \n",
+              "1465                23          2        Medical              1   \n",
+              "1466                 6          1        Medical              1   \n",
+              "1467                 4          3  Life Sciences              1   \n",
+              "1468                 2          3        Medical              1   \n",
+              "1469                 8          3        Medical              1   \n",
+              "\n",
+              "      EmployeeNumber  ...  RelationshipSatisfaction StandardHours  \\\n",
+              "0                  1  ...                         1            80   \n",
+              "1                  2  ...                         4            80   \n",
+              "2                  4  ...                         2            80   \n",
+              "3                  5  ...                         3            80   \n",
+              "4                  7  ...                         4            80   \n",
+              "...              ...  ...                       ...           ...   \n",
+              "1465            2061  ...                         3            80   \n",
+              "1466            2062  ...                         1            80   \n",
+              "1467            2064  ...                         2            80   \n",
+              "1468            2065  ...                         4            80   \n",
+              "1469            2068  ...                         1            80   \n",
+              "\n",
+              "      StockOptionLevel  TotalWorkingYears  TrainingTimesLastYear  \\\n",
+              "0                    0                  8                      0   \n",
+              "1                    1                 10                      3   \n",
+              "2                    0                  7                      3   \n",
+              "3                    0                  8                      3   \n",
+              "4                    1                  6                      3   \n",
+              "...                ...                ...                    ...   \n",
+              "1465                 1                 17                      3   \n",
+              "1466                 1                  9                      5   \n",
+              "1467                 1                  6                      0   \n",
+              "1468                 0                 17                      3   \n",
+              "1469                 0                  6                      3   \n",
+              "\n",
+              "     WorkLifeBalance  YearsAtCompany YearsInCurrentRole  \\\n",
+              "0                  1               6                  4   \n",
+              "1                  3              10                  7   \n",
+              "2                  3               0                  0   \n",
+              "3                  3               8                  7   \n",
+              "4                  3               2                  2   \n",
+              "...              ...             ...                ...   \n",
+              "1465               3               5                  2   \n",
+              "1466               3               7                  7   \n",
+              "1467               3               6                  2   \n",
+              "1468               2               9                  6   \n",
+              "1469               4               4                  3   \n",
+              "\n",
+              "      YearsSinceLastPromotion  YearsWithCurrManager  \n",
+              "0                           0                     5  \n",
+              "1                           1                     7  \n",
+              "2                           0                     0  \n",
+              "3                           3                     0  \n",
+              "4                           2                     2  \n",
+              "...                       ...                   ...  \n",
+              "1465                        0                     3  \n",
+              "1466                        1                     7  \n",
+              "1467                        0                     3  \n",
+              "1468                        0                     8  \n",
+              "1469                        1                     2  \n",
+              "\n",
+              "[1470 rows x 35 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-cbd8879c-f457-4cc8-9d69-d3b06daea225\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
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+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Age</th>\n",
+              "      <th>Attrition</th>\n",
+              "      <th>BusinessTravel</th>\n",
+              "      <th>DailyRate</th>\n",
+              "      <th>Department</th>\n",
+              "      <th>DistanceFromHome</th>\n",
+              "      <th>Education</th>\n",
+              "      <th>EducationField</th>\n",
+              "      <th>EmployeeCount</th>\n",
+              "      <th>EmployeeNumber</th>\n",
+              "      <th>...</th>\n",
+              "      <th>RelationshipSatisfaction</th>\n",
+              "      <th>StandardHours</th>\n",
+              "      <th>StockOptionLevel</th>\n",
+              "      <th>TotalWorkingYears</th>\n",
+              "      <th>TrainingTimesLastYear</th>\n",
+              "      <th>WorkLifeBalance</th>\n",
+              "      <th>YearsAtCompany</th>\n",
+              "      <th>YearsInCurrentRole</th>\n",
+              "      <th>YearsSinceLastPromotion</th>\n",
+              "      <th>YearsWithCurrManager</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>41</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>Travel_Rarely</td>\n",
+              "      <td>1102</td>\n",
+              "      <td>Sales</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>Life Sciences</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>...</td>\n",
+              "      <td>1</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0</td>\n",
+              "      <td>8</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>0</td>\n",
+              "      <td>5</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>49</td>\n",
+              "      <td>No</td>\n",
+              "      <td>Travel_Frequently</td>\n",
+              "      <td>279</td>\n",
+              "      <td>Research &amp; Development</td>\n",
+              "      <td>8</td>\n",
+              "      <td>1</td>\n",
+              "      <td>Life Sciences</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>...</td>\n",
+              "      <td>4</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1</td>\n",
+              "      <td>10</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>10</td>\n",
+              "      <td>7</td>\n",
+              "      <td>1</td>\n",
+              "      <td>7</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>37</td>\n",
+              "      <td>Yes</td>\n",
+              "      <td>Travel_Rarely</td>\n",
+              "      <td>1373</td>\n",
+              "      <td>Research &amp; Development</td>\n",
+              "      <td>2</td>\n",
+              "      <td>2</td>\n",
+              "      <td>Other</td>\n",
+              "      <td>1</td>\n",
+              "      <td>4</td>\n",
+              "      <td>...</td>\n",
+              "      <td>2</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0</td>\n",
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+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>33</td>\n",
+              "      <td>No</td>\n",
+              "      <td>Travel_Frequently</td>\n",
+              "      <td>1392</td>\n",
+              "      <td>Research &amp; Development</td>\n",
+              "      <td>3</td>\n",
+              "      <td>4</td>\n",
+              "      <td>Life Sciences</td>\n",
+              "      <td>1</td>\n",
+              "      <td>5</td>\n",
+              "      <td>...</td>\n",
+              "      <td>3</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0</td>\n",
+              "      <td>8</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>8</td>\n",
+              "      <td>7</td>\n",
+              "      <td>3</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>27</td>\n",
+              "      <td>No</td>\n",
+              "      <td>Travel_Rarely</td>\n",
+              "      <td>591</td>\n",
+              "      <td>Research &amp; Development</td>\n",
+              "      <td>2</td>\n",
+              "      <td>1</td>\n",
+              "      <td>Medical</td>\n",
+              "      <td>1</td>\n",
+              "      <td>7</td>\n",
+              "      <td>...</td>\n",
+              "      <td>4</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>2</td>\n",
+              "      <td>2</td>\n",
+              "      <td>2</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1465</th>\n",
+              "      <td>36</td>\n",
+              "      <td>No</td>\n",
+              "      <td>Travel_Frequently</td>\n",
+              "      <td>884</td>\n",
+              "      <td>Research &amp; Development</td>\n",
+              "      <td>23</td>\n",
+              "      <td>2</td>\n",
+              "      <td>Medical</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2061</td>\n",
+              "      <td>...</td>\n",
+              "      <td>3</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1</td>\n",
+              "      <td>17</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>5</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0</td>\n",
+              "      <td>3</td>\n",
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+              "    <tr>\n",
+              "      <th>1466</th>\n",
+              "      <td>39</td>\n",
+              "      <td>No</td>\n",
+              "      <td>Travel_Rarely</td>\n",
+              "      <td>613</td>\n",
+              "      <td>Research &amp; Development</td>\n",
+              "      <td>6</td>\n",
+              "      <td>1</td>\n",
+              "      <td>Medical</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2062</td>\n",
+              "      <td>...</td>\n",
+              "      <td>1</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1</td>\n",
+              "      <td>9</td>\n",
+              "      <td>5</td>\n",
+              "      <td>3</td>\n",
+              "      <td>7</td>\n",
+              "      <td>7</td>\n",
+              "      <td>1</td>\n",
+              "      <td>7</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1467</th>\n",
+              "      <td>27</td>\n",
+              "      <td>No</td>\n",
+              "      <td>Travel_Rarely</td>\n",
+              "      <td>155</td>\n",
+              "      <td>Research &amp; Development</td>\n",
+              "      <td>4</td>\n",
+              "      <td>3</td>\n",
+              "      <td>Life Sciences</td>\n",
+              "      <td>1</td>\n",
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+              "      <td>2</td>\n",
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+              "      <td>3</td>\n",
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+              "    <tr>\n",
+              "      <th>1468</th>\n",
+              "      <td>49</td>\n",
+              "      <td>No</td>\n",
+              "      <td>Travel_Frequently</td>\n",
+              "      <td>1023</td>\n",
+              "      <td>Sales</td>\n",
+              "      <td>2</td>\n",
+              "      <td>3</td>\n",
+              "      <td>Medical</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2065</td>\n",
+              "      <td>...</td>\n",
+              "      <td>4</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0</td>\n",
+              "      <td>17</td>\n",
+              "      <td>3</td>\n",
+              "      <td>2</td>\n",
+              "      <td>9</td>\n",
+              "      <td>6</td>\n",
+              "      <td>0</td>\n",
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+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1469</th>\n",
+              "      <td>34</td>\n",
+              "      <td>No</td>\n",
+              "      <td>Travel_Rarely</td>\n",
+              "      <td>628</td>\n",
+              "      <td>Research &amp; Development</td>\n",
+              "      <td>8</td>\n",
+              "      <td>3</td>\n",
+              "      <td>Medical</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2068</td>\n",
+              "      <td>...</td>\n",
+              "      <td>1</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0</td>\n",
+              "      <td>6</td>\n",
+              "      <td>3</td>\n",
+              "      <td>4</td>\n",
+              "      <td>4</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
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+              "</table>\n",
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+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-47e0c205-91ed-4ff1-9c0c-46cc426165b5\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-47e0c205-91ed-4ff1-9c0c-46cc426165b5')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\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",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-47e0c205-91ed-4ff1-9c0c-46cc426165b5 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "  <div id=\"id_fcb4ef1d-a95b-4fce-ab9f-89c8e6d3a64c\">\n",
+              "    <style>\n",
+              "      .colab-df-generate {\n",
+              "        background-color: #E8F0FE;\n",
+              "        border: none;\n",
+              "        border-radius: 50%;\n",
+              "        cursor: pointer;\n",
+              "        display: none;\n",
+              "        fill: #1967D2;\n",
+              "        height: 32px;\n",
+              "        padding: 0 0 0 0;\n",
+              "        width: 32px;\n",
+              "      }\n",
+              "\n",
+              "      .colab-df-generate:hover {\n",
+              "        background-color: #E2EBFA;\n",
+              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "        fill: #174EA6;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate {\n",
+              "        background-color: #3B4455;\n",
+              "        fill: #D2E3FC;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate:hover {\n",
+              "        background-color: #434B5C;\n",
+              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "        fill: #FFFFFF;\n",
+              "      }\n",
+              "    </style>\n",
+              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('df')\"\n",
+              "            title=\"Generate code using this dataframe.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "    <script>\n",
+              "      (() => {\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#id_fcb4ef1d-a95b-4fce-ab9f-89c8e6d3a64c button.colab-df-generate');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      buttonEl.onclick = () => {\n",
+              "        google.colab.notebook.generateWithVariable('df');\n",
+              "      }\n",
+              "      })();\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "df"
+            }
+          },
+          "metadata": {},
+          "execution_count": 52
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Display the first few rows\n",
+        "print(df.head())\n",
+        "\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "rFS_iManqFvJ",
+        "outputId": "4c9601db-19ef-4c72-ba3f-534c2b821ca2"
+      },
+      "execution_count": 53,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "   Age Attrition     BusinessTravel  DailyRate              Department  \\\n",
+            "0   41       Yes      Travel_Rarely       1102                   Sales   \n",
+            "1   49        No  Travel_Frequently        279  Research & Development   \n",
+            "2   37       Yes      Travel_Rarely       1373  Research & Development   \n",
+            "3   33        No  Travel_Frequently       1392  Research & Development   \n",
+            "4   27        No      Travel_Rarely        591  Research & Development   \n",
+            "\n",
+            "   DistanceFromHome  Education EducationField  EmployeeCount  EmployeeNumber  \\\n",
+            "0                 1          2  Life Sciences              1               1   \n",
+            "1                 8          1  Life Sciences              1               2   \n",
+            "2                 2          2          Other              1               4   \n",
+            "3                 3          4  Life Sciences              1               5   \n",
+            "4                 2          1        Medical              1               7   \n",
+            "\n",
+            "   ...  RelationshipSatisfaction StandardHours  StockOptionLevel  \\\n",
+            "0  ...                         1            80                 0   \n",
+            "1  ...                         4            80                 1   \n",
+            "2  ...                         2            80                 0   \n",
+            "3  ...                         3            80                 0   \n",
+            "4  ...                         4            80                 1   \n",
+            "\n",
+            "   TotalWorkingYears  TrainingTimesLastYear WorkLifeBalance  YearsAtCompany  \\\n",
+            "0                  8                      0               1               6   \n",
+            "1                 10                      3               3              10   \n",
+            "2                  7                      3               3               0   \n",
+            "3                  8                      3               3               8   \n",
+            "4                  6                      3               3               2   \n",
+            "\n",
+            "  YearsInCurrentRole  YearsSinceLastPromotion  YearsWithCurrManager  \n",
+            "0                  4                        0                     5  \n",
+            "1                  7                        1                     7  \n",
+            "2                  0                        0                     0  \n",
+            "3                  7                        3                     0  \n",
+            "4                  2                        2                     2  \n",
+            "\n",
+            "[5 rows x 35 columns]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Get a concise summary of the DataFrame\n",
+        "print(df.info())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "v7HM4SqVqYmO",
+        "outputId": "10bd1f21-30b6-4460-e5ba-832ac5554a7c"
+      },
+      "execution_count": 54,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "RangeIndex: 1470 entries, 0 to 1469\n",
+            "Data columns (total 35 columns):\n",
+            " #   Column                    Non-Null Count  Dtype \n",
+            "---  ------                    --------------  ----- \n",
+            " 0   Age                       1470 non-null   int64 \n",
+            " 1   Attrition                 1470 non-null   object\n",
+            " 2   BusinessTravel            1470 non-null   object\n",
+            " 3   DailyRate                 1470 non-null   int64 \n",
+            " 4   Department                1470 non-null   object\n",
+            " 5   DistanceFromHome          1470 non-null   int64 \n",
+            " 6   Education                 1470 non-null   int64 \n",
+            " 7   EducationField            1470 non-null   object\n",
+            " 8   EmployeeCount             1470 non-null   int64 \n",
+            " 9   EmployeeNumber            1470 non-null   int64 \n",
+            " 10  EnvironmentSatisfaction   1470 non-null   int64 \n",
+            " 11  Gender                    1470 non-null   object\n",
+            " 12  HourlyRate                1470 non-null   int64 \n",
+            " 13  JobInvolvement            1470 non-null   int64 \n",
+            " 14  JobLevel                  1470 non-null   int64 \n",
+            " 15  JobRole                   1470 non-null   object\n",
+            " 16  JobSatisfaction           1470 non-null   int64 \n",
+            " 17  MaritalStatus             1470 non-null   object\n",
+            " 18  MonthlyIncome             1470 non-null   int64 \n",
+            " 19  MonthlyRate               1470 non-null   int64 \n",
+            " 20  NumCompaniesWorked        1470 non-null   int64 \n",
+            " 21  Over18                    1470 non-null   object\n",
+            " 22  OverTime                  1470 non-null   object\n",
+            " 23  PercentSalaryHike         1470 non-null   int64 \n",
+            " 24  PerformanceRating         1470 non-null   int64 \n",
+            " 25  RelationshipSatisfaction  1470 non-null   int64 \n",
+            " 26  StandardHours             1470 non-null   int64 \n",
+            " 27  StockOptionLevel          1470 non-null   int64 \n",
+            " 28  TotalWorkingYears         1470 non-null   int64 \n",
+            " 29  TrainingTimesLastYear     1470 non-null   int64 \n",
+            " 30  WorkLifeBalance           1470 non-null   int64 \n",
+            " 31  YearsAtCompany            1470 non-null   int64 \n",
+            " 32  YearsInCurrentRole        1470 non-null   int64 \n",
+            " 33  YearsSinceLastPromotion   1470 non-null   int64 \n",
+            " 34  YearsWithCurrManager      1470 non-null   int64 \n",
+            "dtypes: int64(26), object(9)\n",
+            "memory usage: 402.1+ KB\n",
+            "None\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Get statistical summary of numeric columns\n",
+        "print(df.describe())\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Tboi56PUqlsQ",
+        "outputId": "46700d18-89ad-4652-d6fc-b59f162626ee"
+      },
+      "execution_count": 55,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "               Age    DailyRate  DistanceFromHome    Education  EmployeeCount  \\\n",
+            "count  1470.000000  1470.000000       1470.000000  1470.000000         1470.0   \n",
+            "mean     36.923810   802.485714          9.192517     2.912925            1.0   \n",
+            "std       9.135373   403.509100          8.106864     1.024165            0.0   \n",
+            "min      18.000000   102.000000          1.000000     1.000000            1.0   \n",
+            "25%      30.000000   465.000000          2.000000     2.000000            1.0   \n",
+            "50%      36.000000   802.000000          7.000000     3.000000            1.0   \n",
+            "75%      43.000000  1157.000000         14.000000     4.000000            1.0   \n",
+            "max      60.000000  1499.000000         29.000000     5.000000            1.0   \n",
+            "\n",
+            "       EmployeeNumber  EnvironmentSatisfaction   HourlyRate  JobInvolvement  \\\n",
+            "count     1470.000000              1470.000000  1470.000000     1470.000000   \n",
+            "mean      1024.865306                 2.721769    65.891156        2.729932   \n",
+            "std        602.024335                 1.093082    20.329428        0.711561   \n",
+            "min          1.000000                 1.000000    30.000000        1.000000   \n",
+            "25%        491.250000                 2.000000    48.000000        2.000000   \n",
+            "50%       1020.500000                 3.000000    66.000000        3.000000   \n",
+            "75%       1555.750000                 4.000000    83.750000        3.000000   \n",
+            "max       2068.000000                 4.000000   100.000000        4.000000   \n",
+            "\n",
+            "          JobLevel  ...  RelationshipSatisfaction  StandardHours  \\\n",
+            "count  1470.000000  ...               1470.000000         1470.0   \n",
+            "mean      2.063946  ...                  2.712245           80.0   \n",
+            "std       1.106940  ...                  1.081209            0.0   \n",
+            "min       1.000000  ...                  1.000000           80.0   \n",
+            "25%       1.000000  ...                  2.000000           80.0   \n",
+            "50%       2.000000  ...                  3.000000           80.0   \n",
+            "75%       3.000000  ...                  4.000000           80.0   \n",
+            "max       5.000000  ...                  4.000000           80.0   \n",
+            "\n",
+            "       StockOptionLevel  TotalWorkingYears  TrainingTimesLastYear  \\\n",
+            "count       1470.000000        1470.000000            1470.000000   \n",
+            "mean           0.793878          11.279592               2.799320   \n",
+            "std            0.852077           7.780782               1.289271   \n",
+            "min            0.000000           0.000000               0.000000   \n",
+            "25%            0.000000           6.000000               2.000000   \n",
+            "50%            1.000000          10.000000               3.000000   \n",
+            "75%            1.000000          15.000000               3.000000   \n",
+            "max            3.000000          40.000000               6.000000   \n",
+            "\n",
+            "       WorkLifeBalance  YearsAtCompany  YearsInCurrentRole  \\\n",
+            "count      1470.000000     1470.000000         1470.000000   \n",
+            "mean          2.761224        7.008163            4.229252   \n",
+            "std           0.706476        6.126525            3.623137   \n",
+            "min           1.000000        0.000000            0.000000   \n",
+            "25%           2.000000        3.000000            2.000000   \n",
+            "50%           3.000000        5.000000            3.000000   \n",
+            "75%           3.000000        9.000000            7.000000   \n",
+            "max           4.000000       40.000000           18.000000   \n",
+            "\n",
+            "       YearsSinceLastPromotion  YearsWithCurrManager  \n",
+            "count              1470.000000           1470.000000  \n",
+            "mean                  2.187755              4.123129  \n",
+            "std                   3.222430              3.568136  \n",
+            "min                   0.000000              0.000000  \n",
+            "25%                   0.000000              2.000000  \n",
+            "50%                   1.000000              3.000000  \n",
+            "75%                   3.000000              7.000000  \n",
+            "max                  15.000000             17.000000  \n",
+            "\n",
+            "[8 rows x 26 columns]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Check for missing values\n",
+        "print(df.isnull().sum())\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Y_5UzgeCqo94",
+        "outputId": "771d9205-4a5d-499c-d0d0-6fd7c41d9518"
+      },
+      "execution_count": 56,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Age                         0\n",
+            "Attrition                   0\n",
+            "BusinessTravel              0\n",
+            "DailyRate                   0\n",
+            "Department                  0\n",
+            "DistanceFromHome            0\n",
+            "Education                   0\n",
+            "EducationField              0\n",
+            "EmployeeCount               0\n",
+            "EmployeeNumber              0\n",
+            "EnvironmentSatisfaction     0\n",
+            "Gender                      0\n",
+            "HourlyRate                  0\n",
+            "JobInvolvement              0\n",
+            "JobLevel                    0\n",
+            "JobRole                     0\n",
+            "JobSatisfaction             0\n",
+            "MaritalStatus               0\n",
+            "MonthlyIncome               0\n",
+            "MonthlyRate                 0\n",
+            "NumCompaniesWorked          0\n",
+            "Over18                      0\n",
+            "OverTime                    0\n",
+            "PercentSalaryHike           0\n",
+            "PerformanceRating           0\n",
+            "RelationshipSatisfaction    0\n",
+            "StandardHours               0\n",
+            "StockOptionLevel            0\n",
+            "TotalWorkingYears           0\n",
+            "TrainingTimesLastYear       0\n",
+            "WorkLifeBalance             0\n",
+            "YearsAtCompany              0\n",
+            "YearsInCurrentRole          0\n",
+            "YearsSinceLastPromotion     0\n",
+            "YearsWithCurrManager        0\n",
+            "dtype: int64\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Check for duplicate rows\n",
+        "print(df.duplicated().sum())\n",
+        "\n",
+        "\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "RkIeqiEzqv_4",
+        "outputId": "39de62c9-4b31-4cff-eb91-4b93629a0309"
+      },
+      "execution_count": 57,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "0\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Get the list of categorical columns\n",
+        "categorical_columns = df.select_dtypes(include=['object']).columns\n",
+        "print(categorical_columns)\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "oIQIYAVBq9LC",
+        "outputId": "2759fa27-ddd1-45e6-c7a8-abbbba710598"
+      },
+      "execution_count": 58,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Index(['Attrition', 'BusinessTravel', 'Department', 'EducationField', 'Gender',\n",
+            "       'JobRole', 'MaritalStatus', 'Over18', 'OverTime'],\n",
+            "      dtype='object')\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# One-Hot Encoding for categorical variables\n",
+        "df_encoded = pd.get_dummies(df, columns=categorical_columns)\n",
+        "\n",
+        "le = LabelEncoder()\n",
+        "for column in categorical_columns:\n",
+        "    df[column] = le.fit_transform(df[column])\n"
+      ],
+      "metadata": {
+        "id": "QWmv7na9rE5H"
+      },
+      "execution_count": 59,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 443
+        },
+        "id": "ZqTVp1sBrgFn",
+        "outputId": "1bd132c5-5ef1-4fd6-94ea-676c8dcd529e"
+      },
+      "execution_count": 60,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "      Age  Attrition  BusinessTravel  DailyRate  Department  DistanceFromHome  \\\n",
+              "0      41          1               2       1102           2                 1   \n",
+              "1      49          0               1        279           1                 8   \n",
+              "2      37          1               2       1373           1                 2   \n",
+              "3      33          0               1       1392           1                 3   \n",
+              "4      27          0               2        591           1                 2   \n",
+              "...   ...        ...             ...        ...         ...               ...   \n",
+              "1465   36          0               1        884           1                23   \n",
+              "1466   39          0               2        613           1                 6   \n",
+              "1467   27          0               2        155           1                 4   \n",
+              "1468   49          0               1       1023           2                 2   \n",
+              "1469   34          0               2        628           1                 8   \n",
+              "\n",
+              "      Education  EducationField  EmployeeCount  EmployeeNumber  ...  \\\n",
+              "0             2               1              1               1  ...   \n",
+              "1             1               1              1               2  ...   \n",
+              "2             2               4              1               4  ...   \n",
+              "3             4               1              1               5  ...   \n",
+              "4             1               3              1               7  ...   \n",
+              "...         ...             ...            ...             ...  ...   \n",
+              "1465          2               3              1            2061  ...   \n",
+              "1466          1               3              1            2062  ...   \n",
+              "1467          3               1              1            2064  ...   \n",
+              "1468          3               3              1            2065  ...   \n",
+              "1469          3               3              1            2068  ...   \n",
+              "\n",
+              "      RelationshipSatisfaction  StandardHours  StockOptionLevel  \\\n",
+              "0                            1             80                 0   \n",
+              "1                            4             80                 1   \n",
+              "2                            2             80                 0   \n",
+              "3                            3             80                 0   \n",
+              "4                            4             80                 1   \n",
+              "...                        ...            ...               ...   \n",
+              "1465                         3             80                 1   \n",
+              "1466                         1             80                 1   \n",
+              "1467                         2             80                 1   \n",
+              "1468                         4             80                 0   \n",
+              "1469                         1             80                 0   \n",
+              "\n",
+              "      TotalWorkingYears  TrainingTimesLastYear  WorkLifeBalance  \\\n",
+              "0                     8                      0                1   \n",
+              "1                    10                      3                3   \n",
+              "2                     7                      3                3   \n",
+              "3                     8                      3                3   \n",
+              "4                     6                      3                3   \n",
+              "...                 ...                    ...              ...   \n",
+              "1465                 17                      3                3   \n",
+              "1466                  9                      5                3   \n",
+              "1467                  6                      0                3   \n",
+              "1468                 17                      3                2   \n",
+              "1469                  6                      3                4   \n",
+              "\n",
+              "      YearsAtCompany  YearsInCurrentRole  YearsSinceLastPromotion  \\\n",
+              "0                  6                   4                        0   \n",
+              "1                 10                   7                        1   \n",
+              "2                  0                   0                        0   \n",
+              "3                  8                   7                        3   \n",
+              "4                  2                   2                        2   \n",
+              "...              ...                 ...                      ...   \n",
+              "1465               5                   2                        0   \n",
+              "1466               7                   7                        1   \n",
+              "1467               6                   2                        0   \n",
+              "1468               9                   6                        0   \n",
+              "1469               4                   3                        1   \n",
+              "\n",
+              "      YearsWithCurrManager  \n",
+              "0                        5  \n",
+              "1                        7  \n",
+              "2                        0  \n",
+              "3                        0  \n",
+              "4                        2  \n",
+              "...                    ...  \n",
+              "1465                     3  \n",
+              "1466                     7  \n",
+              "1467                     3  \n",
+              "1468                     8  \n",
+              "1469                     2  \n",
+              "\n",
+              "[1470 rows x 35 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-9ae1b6f5-b947-4723-9e04-efc02ab4d32e\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Age</th>\n",
+              "      <th>Attrition</th>\n",
+              "      <th>BusinessTravel</th>\n",
+              "      <th>DailyRate</th>\n",
+              "      <th>Department</th>\n",
+              "      <th>DistanceFromHome</th>\n",
+              "      <th>Education</th>\n",
+              "      <th>EducationField</th>\n",
+              "      <th>EmployeeCount</th>\n",
+              "      <th>EmployeeNumber</th>\n",
+              "      <th>...</th>\n",
+              "      <th>RelationshipSatisfaction</th>\n",
+              "      <th>StandardHours</th>\n",
+              "      <th>StockOptionLevel</th>\n",
+              "      <th>TotalWorkingYears</th>\n",
+              "      <th>TrainingTimesLastYear</th>\n",
+              "      <th>WorkLifeBalance</th>\n",
+              "      <th>YearsAtCompany</th>\n",
+              "      <th>YearsInCurrentRole</th>\n",
+              "      <th>YearsSinceLastPromotion</th>\n",
+              "      <th>YearsWithCurrManager</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>41</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>1102</td>\n",
+              "      <td>2</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>...</td>\n",
+              "      <td>1</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0</td>\n",
+              "      <td>8</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>0</td>\n",
+              "      <td>5</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>49</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>279</td>\n",
+              "      <td>1</td>\n",
+              "      <td>8</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>...</td>\n",
+              "      <td>4</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1</td>\n",
+              "      <td>10</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>10</td>\n",
+              "      <td>7</td>\n",
+              "      <td>1</td>\n",
+              "      <td>7</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>37</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>1373</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>2</td>\n",
+              "      <td>4</td>\n",
+              "      <td>1</td>\n",
+              "      <td>4</td>\n",
+              "      <td>...</td>\n",
+              "      <td>2</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0</td>\n",
+              "      <td>7</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>33</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1392</td>\n",
+              "      <td>1</td>\n",
+              "      <td>3</td>\n",
+              "      <td>4</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>5</td>\n",
+              "      <td>...</td>\n",
+              "      <td>3</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0</td>\n",
+              "      <td>8</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>8</td>\n",
+              "      <td>7</td>\n",
+              "      <td>3</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>27</td>\n",
+              "      <td>0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>591</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>1</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>7</td>\n",
+              "      <td>...</td>\n",
+              "      <td>4</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>2</td>\n",
+              "      <td>2</td>\n",
+              "      <td>2</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1465</th>\n",
+              "      <td>36</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>884</td>\n",
+              "      <td>1</td>\n",
+              "      <td>23</td>\n",
+              "      <td>2</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2061</td>\n",
+              "      <td>...</td>\n",
+              "      <td>3</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1</td>\n",
+              "      <td>17</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>5</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1466</th>\n",
+              "      <td>39</td>\n",
+              "      <td>0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>613</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>1</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2062</td>\n",
+              "      <td>...</td>\n",
+              "      <td>1</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1</td>\n",
+              "      <td>9</td>\n",
+              "      <td>5</td>\n",
+              "      <td>3</td>\n",
+              "      <td>7</td>\n",
+              "      <td>7</td>\n",
+              "      <td>1</td>\n",
+              "      <td>7</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1467</th>\n",
+              "      <td>27</td>\n",
+              "      <td>0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>155</td>\n",
+              "      <td>1</td>\n",
+              "      <td>4</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2064</td>\n",
+              "      <td>...</td>\n",
+              "      <td>2</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>0</td>\n",
+              "      <td>3</td>\n",
+              "      <td>6</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1468</th>\n",
+              "      <td>49</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1023</td>\n",
+              "      <td>2</td>\n",
+              "      <td>2</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2065</td>\n",
+              "      <td>...</td>\n",
+              "      <td>4</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0</td>\n",
+              "      <td>17</td>\n",
+              "      <td>3</td>\n",
+              "      <td>2</td>\n",
+              "      <td>9</td>\n",
+              "      <td>6</td>\n",
+              "      <td>0</td>\n",
+              "      <td>8</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1469</th>\n",
+              "      <td>34</td>\n",
+              "      <td>0</td>\n",
+              "      <td>2</td>\n",
+              "      <td>628</td>\n",
+              "      <td>1</td>\n",
+              "      <td>8</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2068</td>\n",
+              "      <td>...</td>\n",
+              "      <td>1</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0</td>\n",
+              "      <td>6</td>\n",
+              "      <td>3</td>\n",
+              "      <td>4</td>\n",
+              "      <td>4</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>1470 rows × 35 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9ae1b6f5-b947-4723-9e04-efc02ab4d32e')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-9ae1b6f5-b947-4723-9e04-efc02ab4d32e button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-9ae1b6f5-b947-4723-9e04-efc02ab4d32e');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-63e7681b-9ab5-4a17-a05f-c6b98b2c5300\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-63e7681b-9ab5-4a17-a05f-c6b98b2c5300')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\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",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-63e7681b-9ab5-4a17-a05f-c6b98b2c5300 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "  <div id=\"id_ebccc3a3-396f-4856-a09e-2fa5959b7468\">\n",
+              "    <style>\n",
+              "      .colab-df-generate {\n",
+              "        background-color: #E8F0FE;\n",
+              "        border: none;\n",
+              "        border-radius: 50%;\n",
+              "        cursor: pointer;\n",
+              "        display: none;\n",
+              "        fill: #1967D2;\n",
+              "        height: 32px;\n",
+              "        padding: 0 0 0 0;\n",
+              "        width: 32px;\n",
+              "      }\n",
+              "\n",
+              "      .colab-df-generate:hover {\n",
+              "        background-color: #E2EBFA;\n",
+              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "        fill: #174EA6;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate {\n",
+              "        background-color: #3B4455;\n",
+              "        fill: #D2E3FC;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate:hover {\n",
+              "        background-color: #434B5C;\n",
+              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "        fill: #FFFFFF;\n",
+              "      }\n",
+              "    </style>\n",
+              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('df')\"\n",
+              "            title=\"Generate code using this dataframe.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "    <script>\n",
+              "      (() => {\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#id_ebccc3a3-396f-4856-a09e-2fa5959b7468 button.colab-df-generate');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      buttonEl.onclick = () => {\n",
+              "        google.colab.notebook.generateWithVariable('df');\n",
+              "      }\n",
+              "      })();\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "df"
+            }
+          },
+          "metadata": {},
+          "execution_count": 60
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Separate features (X) and target variable (y)\n",
+        "X = df.drop(columns=[target])\n",
+        "y = df[target]\n"
+      ],
+      "metadata": {
+        "id": "dLSaqkZ0rvJy"
+      },
+      "execution_count": 61,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "X"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 443
+        },
+        "id": "o6T5dvKAsbzp",
+        "outputId": "54523b5a-2605-497a-b182-795eceaadb00"
+      },
+      "execution_count": 62,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "      Age  BusinessTravel  DailyRate  Department  DistanceFromHome  Education  \\\n",
+              "0      41               2       1102           2                 1          2   \n",
+              "1      49               1        279           1                 8          1   \n",
+              "2      37               2       1373           1                 2          2   \n",
+              "3      33               1       1392           1                 3          4   \n",
+              "4      27               2        591           1                 2          1   \n",
+              "...   ...             ...        ...         ...               ...        ...   \n",
+              "1465   36               1        884           1                23          2   \n",
+              "1466   39               2        613           1                 6          1   \n",
+              "1467   27               2        155           1                 4          3   \n",
+              "1468   49               1       1023           2                 2          3   \n",
+              "1469   34               2        628           1                 8          3   \n",
+              "\n",
+              "      EducationField  EmployeeCount  EmployeeNumber  EnvironmentSatisfaction  \\\n",
+              "0                  1              1               1                        2   \n",
+              "1                  1              1               2                        3   \n",
+              "2                  4              1               4                        4   \n",
+              "3                  1              1               5                        4   \n",
+              "4                  3              1               7                        1   \n",
+              "...              ...            ...             ...                      ...   \n",
+              "1465               3              1            2061                        3   \n",
+              "1466               3              1            2062                        4   \n",
+              "1467               1              1            2064                        2   \n",
+              "1468               3              1            2065                        4   \n",
+              "1469               3              1            2068                        2   \n",
+              "\n",
+              "      ...  RelationshipSatisfaction  StandardHours  StockOptionLevel  \\\n",
+              "0     ...                         1             80                 0   \n",
+              "1     ...                         4             80                 1   \n",
+              "2     ...                         2             80                 0   \n",
+              "3     ...                         3             80                 0   \n",
+              "4     ...                         4             80                 1   \n",
+              "...   ...                       ...            ...               ...   \n",
+              "1465  ...                         3             80                 1   \n",
+              "1466  ...                         1             80                 1   \n",
+              "1467  ...                         2             80                 1   \n",
+              "1468  ...                         4             80                 0   \n",
+              "1469  ...                         1             80                 0   \n",
+              "\n",
+              "      TotalWorkingYears  TrainingTimesLastYear  WorkLifeBalance  \\\n",
+              "0                     8                      0                1   \n",
+              "1                    10                      3                3   \n",
+              "2                     7                      3                3   \n",
+              "3                     8                      3                3   \n",
+              "4                     6                      3                3   \n",
+              "...                 ...                    ...              ...   \n",
+              "1465                 17                      3                3   \n",
+              "1466                  9                      5                3   \n",
+              "1467                  6                      0                3   \n",
+              "1468                 17                      3                2   \n",
+              "1469                  6                      3                4   \n",
+              "\n",
+              "      YearsAtCompany  YearsInCurrentRole  YearsSinceLastPromotion  \\\n",
+              "0                  6                   4                        0   \n",
+              "1                 10                   7                        1   \n",
+              "2                  0                   0                        0   \n",
+              "3                  8                   7                        3   \n",
+              "4                  2                   2                        2   \n",
+              "...              ...                 ...                      ...   \n",
+              "1465               5                   2                        0   \n",
+              "1466               7                   7                        1   \n",
+              "1467               6                   2                        0   \n",
+              "1468               9                   6                        0   \n",
+              "1469               4                   3                        1   \n",
+              "\n",
+              "      YearsWithCurrManager  \n",
+              "0                        5  \n",
+              "1                        7  \n",
+              "2                        0  \n",
+              "3                        0  \n",
+              "4                        2  \n",
+              "...                    ...  \n",
+              "1465                     3  \n",
+              "1466                     7  \n",
+              "1467                     3  \n",
+              "1468                     8  \n",
+              "1469                     2  \n",
+              "\n",
+              "[1470 rows x 34 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-354d916d-c2ac-4d9b-8662-99df80480587\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Age</th>\n",
+              "      <th>BusinessTravel</th>\n",
+              "      <th>DailyRate</th>\n",
+              "      <th>Department</th>\n",
+              "      <th>DistanceFromHome</th>\n",
+              "      <th>Education</th>\n",
+              "      <th>EducationField</th>\n",
+              "      <th>EmployeeCount</th>\n",
+              "      <th>EmployeeNumber</th>\n",
+              "      <th>EnvironmentSatisfaction</th>\n",
+              "      <th>...</th>\n",
+              "      <th>RelationshipSatisfaction</th>\n",
+              "      <th>StandardHours</th>\n",
+              "      <th>StockOptionLevel</th>\n",
+              "      <th>TotalWorkingYears</th>\n",
+              "      <th>TrainingTimesLastYear</th>\n",
+              "      <th>WorkLifeBalance</th>\n",
+              "      <th>YearsAtCompany</th>\n",
+              "      <th>YearsInCurrentRole</th>\n",
+              "      <th>YearsSinceLastPromotion</th>\n",
+              "      <th>YearsWithCurrManager</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>41</td>\n",
+              "      <td>2</td>\n",
+              "      <td>1102</td>\n",
+              "      <td>2</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>...</td>\n",
+              "      <td>1</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0</td>\n",
+              "      <td>8</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>0</td>\n",
+              "      <td>5</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>49</td>\n",
+              "      <td>1</td>\n",
+              "      <td>279</td>\n",
+              "      <td>1</td>\n",
+              "      <td>8</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>3</td>\n",
+              "      <td>...</td>\n",
+              "      <td>4</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1</td>\n",
+              "      <td>10</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>10</td>\n",
+              "      <td>7</td>\n",
+              "      <td>1</td>\n",
+              "      <td>7</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>37</td>\n",
+              "      <td>2</td>\n",
+              "      <td>1373</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>2</td>\n",
+              "      <td>4</td>\n",
+              "      <td>1</td>\n",
+              "      <td>4</td>\n",
+              "      <td>4</td>\n",
+              "      <td>...</td>\n",
+              "      <td>2</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0</td>\n",
+              "      <td>7</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>33</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1392</td>\n",
+              "      <td>1</td>\n",
+              "      <td>3</td>\n",
+              "      <td>4</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>5</td>\n",
+              "      <td>4</td>\n",
+              "      <td>...</td>\n",
+              "      <td>3</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0</td>\n",
+              "      <td>8</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>8</td>\n",
+              "      <td>7</td>\n",
+              "      <td>3</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>27</td>\n",
+              "      <td>2</td>\n",
+              "      <td>591</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>1</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>7</td>\n",
+              "      <td>1</td>\n",
+              "      <td>...</td>\n",
+              "      <td>4</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>2</td>\n",
+              "      <td>2</td>\n",
+              "      <td>2</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1465</th>\n",
+              "      <td>36</td>\n",
+              "      <td>1</td>\n",
+              "      <td>884</td>\n",
+              "      <td>1</td>\n",
+              "      <td>23</td>\n",
+              "      <td>2</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2061</td>\n",
+              "      <td>3</td>\n",
+              "      <td>...</td>\n",
+              "      <td>3</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1</td>\n",
+              "      <td>17</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>5</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1466</th>\n",
+              "      <td>39</td>\n",
+              "      <td>2</td>\n",
+              "      <td>613</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>1</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2062</td>\n",
+              "      <td>4</td>\n",
+              "      <td>...</td>\n",
+              "      <td>1</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1</td>\n",
+              "      <td>9</td>\n",
+              "      <td>5</td>\n",
+              "      <td>3</td>\n",
+              "      <td>7</td>\n",
+              "      <td>7</td>\n",
+              "      <td>1</td>\n",
+              "      <td>7</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1467</th>\n",
+              "      <td>27</td>\n",
+              "      <td>2</td>\n",
+              "      <td>155</td>\n",
+              "      <td>1</td>\n",
+              "      <td>4</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2064</td>\n",
+              "      <td>2</td>\n",
+              "      <td>...</td>\n",
+              "      <td>2</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>0</td>\n",
+              "      <td>3</td>\n",
+              "      <td>6</td>\n",
+              "      <td>2</td>\n",
+              "      <td>0</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1468</th>\n",
+              "      <td>49</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1023</td>\n",
+              "      <td>2</td>\n",
+              "      <td>2</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2065</td>\n",
+              "      <td>4</td>\n",
+              "      <td>...</td>\n",
+              "      <td>4</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0</td>\n",
+              "      <td>17</td>\n",
+              "      <td>3</td>\n",
+              "      <td>2</td>\n",
+              "      <td>9</td>\n",
+              "      <td>6</td>\n",
+              "      <td>0</td>\n",
+              "      <td>8</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1469</th>\n",
+              "      <td>34</td>\n",
+              "      <td>2</td>\n",
+              "      <td>628</td>\n",
+              "      <td>1</td>\n",
+              "      <td>8</td>\n",
+              "      <td>3</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2068</td>\n",
+              "      <td>2</td>\n",
+              "      <td>...</td>\n",
+              "      <td>1</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0</td>\n",
+              "      <td>6</td>\n",
+              "      <td>3</td>\n",
+              "      <td>4</td>\n",
+              "      <td>4</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>1470 rows × 34 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-354d916d-c2ac-4d9b-8662-99df80480587')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
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+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
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+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-354d916d-c2ac-4d9b-8662-99df80480587 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-354d916d-c2ac-4d9b-8662-99df80480587');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-ebbd770e-a400-44a5-95d7-c208c5906200\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-ebbd770e-a400-44a5-95d7-c208c5906200')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\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",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-ebbd770e-a400-44a5-95d7-c208c5906200 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "  <div id=\"id_3ca82555-cf0a-49f4-ac32-0cc8b34ce0bd\">\n",
+              "    <style>\n",
+              "      .colab-df-generate {\n",
+              "        background-color: #E8F0FE;\n",
+              "        border: none;\n",
+              "        border-radius: 50%;\n",
+              "        cursor: pointer;\n",
+              "        display: none;\n",
+              "        fill: #1967D2;\n",
+              "        height: 32px;\n",
+              "        padding: 0 0 0 0;\n",
+              "        width: 32px;\n",
+              "      }\n",
+              "\n",
+              "      .colab-df-generate:hover {\n",
+              "        background-color: #E2EBFA;\n",
+              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "        fill: #174EA6;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate {\n",
+              "        background-color: #3B4455;\n",
+              "        fill: #D2E3FC;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate:hover {\n",
+              "        background-color: #434B5C;\n",
+              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "        fill: #FFFFFF;\n",
+              "      }\n",
+              "    </style>\n",
+              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('X')\"\n",
+              "            title=\"Generate code using this dataframe.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "    <script>\n",
+              "      (() => {\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#id_3ca82555-cf0a-49f4-ac32-0cc8b34ce0bd button.colab-df-generate');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      buttonEl.onclick = () => {\n",
+              "        google.colab.notebook.generateWithVariable('X');\n",
+              "      }\n",
+              "      })();\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "X"
+            }
+          },
+          "metadata": {},
+          "execution_count": 62
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Split the data into training and test sets\n",
+        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
+      ],
+      "metadata": {
+        "id": "uX2VwSc5tHFQ"
+      },
+      "execution_count": 63,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.linear_model import LogisticRegression\n",
+        "from sklearn.ensemble import RandomForestClassifier\n",
+        "from sklearn.metrics import confusion_matrix, accuracy_score, classification_report\n",
+        "\n",
+        "# Logistic Regression\n",
+        "log_reg = LogisticRegression(max_iter=1000)\n",
+        "log_reg.fit(X_train, y_train)\n",
+        "y_pred_log_reg = log_reg.predict(X_test)\n",
+        "print(\"Logistic Regression Confusion Matrix:\")\n",
+        "print(confusion_matrix(y_test, y_pred_log_reg))\n",
+        "print(\"Logistic Regression Accuracy:\")\n",
+        "print(accuracy_score(y_test, y_pred_log_reg))\n",
+        "print(\"Logistic Regression Classification Report:\")\n",
+        "print(classification_report(y_test, y_pred_log_reg))\n",
+        "\n",
+        "# Random Forest Classifier\n",
+        "rf_clf = RandomForestClassifier()\n",
+        "rf_clf.fit(X_train, y_train)\n",
+        "y_pred_rf_clf = rf_clf.predict(X_test)\n",
+        "print(\"Random Forest Confusion Matrix:\")\n",
+        "print(confusion_matrix(y_test, y_pred_rf_clf))\n",
+        "print(\"Random Forest Accuracy:\")\n",
+        "print(accuracy_score(y_test, y_pred_rf_clf))\n",
+        "print(\"Random Forest Classification Report:\")\n",
+        "print(classification_report(y_test, y_pred_rf_clf))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "atK0_s3Otbv3",
+        "outputId": "a855434b-357e-477c-c1b4-0c2696522135"
+      },
+      "execution_count": 64,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
+            "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
+            "\n",
+            "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
+            "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
+            "Please also refer to the documentation for alternative solver options:\n",
+            "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
+            "  n_iter_i = _check_optimize_result(\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Logistic Regression Confusion Matrix:\n",
+            "[[249   6]\n",
+            " [ 36   3]]\n",
+            "Logistic Regression Accuracy:\n",
+            "0.8571428571428571\n",
+            "Logistic Regression Classification Report:\n",
+            "              precision    recall  f1-score   support\n",
+            "\n",
+            "           0       0.87      0.98      0.92       255\n",
+            "           1       0.33      0.08      0.12        39\n",
+            "\n",
+            "    accuracy                           0.86       294\n",
+            "   macro avg       0.60      0.53      0.52       294\n",
+            "weighted avg       0.80      0.86      0.82       294\n",
+            "\n",
+            "Random Forest Confusion Matrix:\n",
+            "[[253   2]\n",
+            " [ 35   4]]\n",
+            "Random Forest Accuracy:\n",
+            "0.8741496598639455\n",
+            "Random Forest Classification Report:\n",
+            "              precision    recall  f1-score   support\n",
+            "\n",
+            "           0       0.88      0.99      0.93       255\n",
+            "           1       0.67      0.10      0.18        39\n",
+            "\n",
+            "    accuracy                           0.87       294\n",
+            "   macro avg       0.77      0.55      0.55       294\n",
+            "weighted avg       0.85      0.87      0.83       294\n",
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "fiRgIW3Kt4sC"
+      },
+      "execution_count": 64,
+      "outputs": []
+    }
+  ]
+}
\ No newline at end of file