beginner-pipeline-submission.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9da4e214",
   "metadata": {
    "papermill": {
     "duration": 0.012587,
     "end_time": "2023-01-22T16:53:52.804871",
     "exception": false,
     "start_time": "2023-01-22T16:53:52.792284",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# EDA + Preprocessing + Pipeline + Submission 🔥"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "db4fd4e5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:52.832387Z",
     "iopub.status.busy": "2023-01-22T16:53:52.831561Z",
     "iopub.status.idle": "2023-01-22T16:53:54.542928Z",
     "shell.execute_reply": "2023-01-22T16:53:54.541249Z"
    },
    "papermill": {
     "duration": 1.729188,
     "end_time": "2023-01-22T16:53:54.545918",
     "exception": false,
     "start_time": "2023-01-22T16:53:52.816730",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Import the necessary libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n",
    "from sklearn.compose import make_column_transformer\n",
    "from sklearn.pipeline import make_pipeline\n",
    "\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.ensemble import HistGradientBoostingClassifier\n",
    "%matplotlib inline\n",
    "pd.options.display.max_columns = 40\n",
    "\n",
    "import warnings\n",
    "warnings.simplefilter(\"ignore\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51d5c1bd",
   "metadata": {
    "papermill": {
     "duration": 0.011181,
     "end_time": "2023-01-22T16:53:54.568819",
     "exception": false,
     "start_time": "2023-01-22T16:53:54.557638",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "03ff9140",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:54.594164Z",
     "iopub.status.busy": "2023-01-22T16:53:54.593771Z",
     "iopub.status.idle": "2023-01-22T16:53:54.639902Z",
     "shell.execute_reply": "2023-01-22T16:53:54.638533Z"
    },
    "papermill": {
     "duration": 0.061683,
     "end_time": "2023-01-22T16:53:54.642311",
     "exception": false,
     "start_time": "2023-01-22T16:53:54.580628",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Reading the given input files\n",
    "train = pd.read_csv(\"/kaggle/input/playground-series-s3e3/train.csv\")\n",
    "test = pd.read_csv(\"/kaggle/input/playground-series-s3e3/test.csv\")\n",
    "sub = pd.read_csv(\"/kaggle/input/playground-series-s3e3/sample_submission.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5d90e005",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:54.668563Z",
     "iopub.status.busy": "2023-01-22T16:53:54.668223Z",
     "iopub.status.idle": "2023-01-22T16:53:54.700438Z",
     "shell.execute_reply": "2023-01-22T16:53:54.699037Z"
    },
    "papermill": {
     "duration": 0.048744,
     "end_time": "2023-01-22T16:53:54.703186",
     "exception": false,
     "start_time": "2023-01-22T16:53:54.654442",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>id</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>EnvironmentSatisfaction</th>\n",
       "      <th>Gender</th>\n",
       "      <th>HourlyRate</th>\n",
       "      <th>JobInvolvement</th>\n",
       "      <th>JobLevel</th>\n",
       "      <th>JobRole</th>\n",
       "      <th>JobSatisfaction</th>\n",
       "      <th>MaritalStatus</th>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <th>MonthlyRate</th>\n",
       "      <th>NumCompaniesWorked</th>\n",
       "      <th>Over18</th>\n",
       "      <th>OverTime</th>\n",
       "      <th>PercentSalaryHike</th>\n",
       "      <th>PerformanceRating</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",
       "      <th>Attrition</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>Travel_Frequently</td>\n",
       "      <td>599</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>Medical</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Male</td>\n",
       "      <td>42</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Laboratory Technician</td>\n",
       "      <td>4</td>\n",
       "      <td>Married</td>\n",
       "      <td>2596</td>\n",
       "      <td>5099</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>921</td>\n",
       "      <td>Sales</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>Other</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>46</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Sales Representative</td>\n",
       "      <td>1</td>\n",
       "      <td>Married</td>\n",
       "      <td>2899</td>\n",
       "      <td>10778</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>32</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>718</td>\n",
       "      <td>Sales</td>\n",
       "      <td>26</td>\n",
       "      <td>3</td>\n",
       "      <td>Marketing</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Male</td>\n",
       "      <td>80</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>Sales Executive</td>\n",
       "      <td>4</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>4627</td>\n",
       "      <td>16495</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id  Age     BusinessTravel  DailyRate              Department  \\\n",
       "0   0   36  Travel_Frequently        599  Research & Development   \n",
       "1   1   35      Travel_Rarely        921                   Sales   \n",
       "2   2   32      Travel_Rarely        718                   Sales   \n",
       "\n",
       "   DistanceFromHome  Education EducationField  EmployeeCount  \\\n",
       "0                24          3        Medical              1   \n",
       "1                 8          3          Other              1   \n",
       "2                26          3      Marketing              1   \n",
       "\n",
       "   EnvironmentSatisfaction Gender  HourlyRate  JobInvolvement  JobLevel  \\\n",
       "0                        4   Male          42               3         1   \n",
       "1                        1   Male          46               3         1   \n",
       "2                        3   Male          80               3         2   \n",
       "\n",
       "                 JobRole  JobSatisfaction MaritalStatus  MonthlyIncome  \\\n",
       "0  Laboratory Technician                4       Married           2596   \n",
       "1   Sales Representative                1       Married           2899   \n",
       "2        Sales Executive                4      Divorced           4627   \n",
       "\n",
       "   MonthlyRate  NumCompaniesWorked Over18 OverTime  PercentSalaryHike  \\\n",
       "0         5099                   1      Y      Yes                 13   \n",
       "1        10778                   1      Y       No                 17   \n",
       "2        16495                   0      Y       No                 17   \n",
       "\n",
       "   PerformanceRating  RelationshipSatisfaction  StandardHours  \\\n",
       "0                  3                         2             80   \n",
       "1                  3                         4             80   \n",
       "2                  3                         4             80   \n",
       "\n",
       "   StockOptionLevel  TotalWorkingYears  TrainingTimesLastYear  \\\n",
       "0                 1                 10                      2   \n",
       "1                 1                  4                      3   \n",
       "2                 2                  4                      3   \n",
       "\n",
       "   WorkLifeBalance  YearsAtCompany  YearsInCurrentRole  \\\n",
       "0                3              10                   0   \n",
       "1                3               4                   2   \n",
       "2                3               3                   2   \n",
       "\n",
       "   YearsSinceLastPromotion  YearsWithCurrManager  Attrition  \n",
       "0                        7                     8          0  \n",
       "1                        0                     3          0  \n",
       "2                        1                     2          0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8360f320",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:54.729710Z",
     "iopub.status.busy": "2023-01-22T16:53:54.729377Z",
     "iopub.status.idle": "2023-01-22T16:53:54.750637Z",
     "shell.execute_reply": "2023-01-22T16:53:54.749325Z"
    },
    "papermill": {
     "duration": 0.036601,
     "end_time": "2023-01-22T16:53:54.752520",
     "exception": false,
     "start_time": "2023-01-22T16:53:54.715919",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>id</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>EnvironmentSatisfaction</th>\n",
       "      <th>Gender</th>\n",
       "      <th>HourlyRate</th>\n",
       "      <th>JobInvolvement</th>\n",
       "      <th>JobLevel</th>\n",
       "      <th>JobRole</th>\n",
       "      <th>JobSatisfaction</th>\n",
       "      <th>MaritalStatus</th>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <th>MonthlyRate</th>\n",
       "      <th>NumCompaniesWorked</th>\n",
       "      <th>Over18</th>\n",
       "      <th>OverTime</th>\n",
       "      <th>PercentSalaryHike</th>\n",
       "      <th>PerformanceRating</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>1677</td>\n",
       "      <td>19</td>\n",
       "      <td>Non-Travel</td>\n",
       "      <td>992</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Medical</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Male</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Laboratory Technician</td>\n",
       "      <td>3</td>\n",
       "      <td>Single</td>\n",
       "      <td>2318</td>\n",
       "      <td>17778</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1678</td>\n",
       "      <td>45</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>1136</td>\n",
       "      <td>Sales</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>Marketing</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Male</td>\n",
       "      <td>67</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>Sales Executive</td>\n",
       "      <td>1</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>5486</td>\n",
       "      <td>12421</td>\n",
       "      <td>6</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>7</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>2</th>\n",
       "      <td>1679</td>\n",
       "      <td>37</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>155</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Male</td>\n",
       "      <td>41</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Research Scientist</td>\n",
       "      <td>4</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>2741</td>\n",
       "      <td>23577</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>80</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     id  Age BusinessTravel  DailyRate              Department  \\\n",
       "0  1677   19     Non-Travel        992  Research & Development   \n",
       "1  1678   45  Travel_Rarely       1136                   Sales   \n",
       "2  1679   37  Travel_Rarely        155  Research & Development   \n",
       "\n",
       "   DistanceFromHome  Education EducationField  EmployeeCount  \\\n",
       "0                 1          1        Medical              1   \n",
       "1                 4          4      Marketing              1   \n",
       "2                13          3  Life Sciences              1   \n",
       "\n",
       "   EnvironmentSatisfaction Gender  HourlyRate  JobInvolvement  JobLevel  \\\n",
       "0                        4   Male          43               3         1   \n",
       "1                        3   Male          67               3         2   \n",
       "2                        4   Male          41               3         1   \n",
       "\n",
       "                 JobRole  JobSatisfaction MaritalStatus  MonthlyIncome  \\\n",
       "0  Laboratory Technician                3        Single           2318   \n",
       "1        Sales Executive                1      Divorced           5486   \n",
       "2     Research Scientist                4      Divorced           2741   \n",
       "\n",
       "   MonthlyRate  NumCompaniesWorked Over18 OverTime  PercentSalaryHike  \\\n",
       "0        17778                   1      Y       No                 12   \n",
       "1        12421                   6      Y      Yes                 12   \n",
       "2        23577                   4      Y      Yes                 13   \n",
       "\n",
       "   PerformanceRating  RelationshipSatisfaction  StandardHours  \\\n",
       "0                  3                         4             80   \n",
       "1                  3                         3             80   \n",
       "2                  3                         2             80   \n",
       "\n",
       "   StockOptionLevel  TotalWorkingYears  TrainingTimesLastYear  \\\n",
       "0                 0                  1                      2   \n",
       "1                 1                  7                      3   \n",
       "2                 2                 13                      2   \n",
       "\n",
       "   WorkLifeBalance  YearsAtCompany  YearsInCurrentRole  \\\n",
       "0                2               1                   0   \n",
       "1                3               2                   2   \n",
       "2                2               7                   7   \n",
       "\n",
       "   YearsSinceLastPromotion  YearsWithCurrManager  \n",
       "0                        0                     0  \n",
       "1                        2                     2  \n",
       "2                        1                     7  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e0a03091",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:54.778024Z",
     "iopub.status.busy": "2023-01-22T16:53:54.777695Z",
     "iopub.status.idle": "2023-01-22T16:53:54.787813Z",
     "shell.execute_reply": "2023-01-22T16:53:54.786789Z"
    },
    "papermill": {
     "duration": 0.02524,
     "end_time": "2023-01-22T16:53:54.789670",
     "exception": false,
     "start_time": "2023-01-22T16:53:54.764430",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>id</th>\n",
       "      <th>Attrition</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1677</td>\n",
       "      <td>0.119261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1678</td>\n",
       "      <td>0.119261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1679</td>\n",
       "      <td>0.119261</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     id  Attrition\n",
       "0  1677   0.119261\n",
       "1  1678   0.119261\n",
       "2  1679   0.119261"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sub.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4644b603",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:54.818381Z",
     "iopub.status.busy": "2023-01-22T16:53:54.817764Z",
     "iopub.status.idle": "2023-01-22T16:53:54.828440Z",
     "shell.execute_reply": "2023-01-22T16:53:54.827053Z"
    },
    "papermill": {
     "duration": 0.027638,
     "end_time": "2023-01-22T16:53:54.830962",
     "exception": false,
     "start_time": "2023-01-22T16:53:54.803324",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#Id and Employee number in the original dataset are like cardinal value so we are removing them\n",
    "train_extra = train.drop(\"id\", axis = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4665e22a",
   "metadata": {
    "papermill": {
     "duration": 0.013027,
     "end_time": "2023-01-22T16:53:54.857676",
     "exception": false,
     "start_time": "2023-01-22T16:53:54.844649",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "We are going to add original dataset beacause it really improving our model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "69a77566",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:54.885117Z",
     "iopub.status.busy": "2023-01-22T16:53:54.884572Z",
     "iopub.status.idle": "2023-01-22T16:53:54.910140Z",
     "shell.execute_reply": "2023-01-22T16:53:54.908954Z"
    },
    "papermill": {
     "duration": 0.041874,
     "end_time": "2023-01-22T16:53:54.912339",
     "exception": false,
     "start_time": "2023-01-22T16:53:54.870465",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#Adding the original dataset and making the dataset like our competion dataset adding it\n",
    "original = pd.read_csv(\"/kaggle/input/ibm-hr-analytics-attrition-dataset/WA_Fn-UseC_-HR-Employee-Attrition.csv\")\n",
    "original = original.drop('EmployeeNumber', axis=1)\n",
    "original[\"Attrition\"] = original[\"Attrition\"].apply(lambda x : 1 if x == \"Yes\" else 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cdfa1da3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:54.938456Z",
     "iopub.status.busy": "2023-01-22T16:53:54.938121Z",
     "iopub.status.idle": "2023-01-22T16:53:54.950321Z",
     "shell.execute_reply": "2023-01-22T16:53:54.949071Z"
    },
    "papermill": {
     "duration": 0.027876,
     "end_time": "2023-01-22T16:53:54.952667",
     "exception": false,
     "start_time": "2023-01-22T16:53:54.924791",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "new_train = pd.concat([original, train_extra], axis =0, ignore_index = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ad2fe7c6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:54.979940Z",
     "iopub.status.busy": "2023-01-22T16:53:54.979587Z",
     "iopub.status.idle": "2023-01-22T16:53:55.011804Z",
     "shell.execute_reply": "2023-01-22T16:53:55.010239Z"
    },
    "papermill": {
     "duration": 0.048999,
     "end_time": "2023-01-22T16:53:55.014500",
     "exception": false,
     "start_time": "2023-01-22T16:53:54.965501",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>EnvironmentSatisfaction</th>\n",
       "      <th>Gender</th>\n",
       "      <th>HourlyRate</th>\n",
       "      <th>JobInvolvement</th>\n",
       "      <th>JobLevel</th>\n",
       "      <th>JobRole</th>\n",
       "      <th>JobSatisfaction</th>\n",
       "      <th>MaritalStatus</th>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <th>MonthlyRate</th>\n",
       "      <th>NumCompaniesWorked</th>\n",
       "      <th>Over18</th>\n",
       "      <th>OverTime</th>\n",
       "      <th>PercentSalaryHike</th>\n",
       "      <th>PerformanceRating</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>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>2</td>\n",
       "      <td>Female</td>\n",
       "      <td>94</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>Sales Executive</td>\n",
       "      <td>4</td>\n",
       "      <td>Single</td>\n",
       "      <td>5993</td>\n",
       "      <td>19479</td>\n",
       "      <td>8</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "      <td>11</td>\n",
       "      <td>3</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>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>3</td>\n",
       "      <td>Male</td>\n",
       "      <td>61</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Research Scientist</td>\n",
       "      <td>2</td>\n",
       "      <td>Married</td>\n",
       "      <td>5130</td>\n",
       "      <td>24907</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>23</td>\n",
       "      <td>4</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>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>Male</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Laboratory Technician</td>\n",
       "      <td>3</td>\n",
       "      <td>Single</td>\n",
       "      <td>2090</td>\n",
       "      <td>2396</td>\n",
       "      <td>6</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "      <td>15</td>\n",
       "      <td>3</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>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>4</td>\n",
       "      <td>Female</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Research Scientist</td>\n",
       "      <td>3</td>\n",
       "      <td>Married</td>\n",
       "      <td>2909</td>\n",
       "      <td>23159</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "      <td>11</td>\n",
       "      <td>3</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>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>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Laboratory Technician</td>\n",
       "      <td>2</td>\n",
       "      <td>Married</td>\n",
       "      <td>3468</td>\n",
       "      <td>16632</td>\n",
       "      <td>9</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>12</td>\n",
       "      <td>3</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",
       "      <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>3142</th>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>945</td>\n",
       "      <td>Sales</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Female</td>\n",
       "      <td>73</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Sales Executive</td>\n",
       "      <td>3</td>\n",
       "      <td>Single</td>\n",
       "      <td>8722</td>\n",
       "      <td>14255</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>1303</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>48</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Research Scientist</td>\n",
       "      <td>2</td>\n",
       "      <td>Married</td>\n",
       "      <td>3544</td>\n",
       "      <td>15972</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>Travel_Frequently</td>\n",
       "      <td>1184</td>\n",
       "      <td>Human Resources</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>Human Resources</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Male</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Human Resources</td>\n",
       "      <td>1</td>\n",
       "      <td>Married</td>\n",
       "      <td>2804</td>\n",
       "      <td>15322</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>441</td>\n",
       "      <td>Sales</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>Marketing</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Male</td>\n",
       "      <td>48</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>Sales Executive</td>\n",
       "      <td>3</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>5406</td>\n",
       "      <td>4051</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>21</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>80</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>1141</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Female</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Laboratory Technician</td>\n",
       "      <td>3</td>\n",
       "      <td>Single</td>\n",
       "      <td>2593</td>\n",
       "      <td>17381</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3147 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Age  Attrition     BusinessTravel  DailyRate              Department  \\\n",
       "0      41          1      Travel_Rarely       1102                   Sales   \n",
       "1      49          0  Travel_Frequently        279  Research & Development   \n",
       "2      37          1      Travel_Rarely       1373  Research & Development   \n",
       "3      33          0  Travel_Frequently       1392  Research & Development   \n",
       "4      27          0      Travel_Rarely        591  Research & Development   \n",
       "...   ...        ...                ...        ...                     ...   \n",
       "3142   30          0      Travel_Rarely        945                   Sales   \n",
       "3143   32          0      Travel_Rarely       1303  Research & Development   \n",
       "3144   29          1  Travel_Frequently       1184         Human Resources   \n",
       "3145   36          0      Travel_Rarely        441                   Sales   \n",
       "3146   36          0      Travel_Rarely       1141  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",
       "3142                 1          3    Life Sciences              1   \n",
       "3143                 2          3    Life Sciences              1   \n",
       "3144                24          3  Human Resources              1   \n",
       "3145                 9          2        Marketing              1   \n",
       "3146                20          3    Life Sciences              1   \n",
       "\n",
       "      EnvironmentSatisfaction  Gender  HourlyRate  JobInvolvement  JobLevel  \\\n",
       "0                           2  Female          94               3         2   \n",
       "1                           3    Male          61               2         2   \n",
       "2                           4    Male          92               2         1   \n",
       "3                           4  Female          56               3         1   \n",
       "4                           1    Male          40               3         1   \n",
       "...                       ...     ...         ...             ...       ...   \n",
       "3142                        4  Female          73               3         3   \n",
       "3143                        1    Male          48               3         1   \n",
       "3144                        2    Male          36               2         1   \n",
       "3145                        2    Male          48               4         2   \n",
       "3146                        3  Female          35               3         1   \n",
       "\n",
       "                    JobRole  JobSatisfaction MaritalStatus  MonthlyIncome  \\\n",
       "0           Sales Executive                4        Single           5993   \n",
       "1        Research Scientist                2       Married           5130   \n",
       "2     Laboratory Technician                3        Single           2090   \n",
       "3        Research Scientist                3       Married           2909   \n",
       "4     Laboratory Technician                2       Married           3468   \n",
       "...                     ...              ...           ...            ...   \n",
       "3142        Sales Executive                3        Single           8722   \n",
       "3143     Research Scientist                2       Married           3544   \n",
       "3144        Human Resources                1       Married           2804   \n",
       "3145        Sales Executive                3      Divorced           5406   \n",
       "3146  Laboratory Technician                3        Single           2593   \n",
       "\n",
       "      MonthlyRate  NumCompaniesWorked Over18 OverTime  PercentSalaryHike  \\\n",
       "0           19479                   8      Y      Yes                 11   \n",
       "1           24907                   1      Y       No                 23   \n",
       "2            2396                   6      Y      Yes                 15   \n",
       "3           23159                   1      Y      Yes                 11   \n",
       "4           16632                   9      Y       No                 12   \n",
       "...           ...                 ...    ...      ...                ...   \n",
       "3142        14255                   1      Y       No                 19   \n",
       "3143        15972                   4      Y       No                 19   \n",
       "3144        15322                   1      Y      Yes                 11   \n",
       "3145         4051                   1      Y       No                 21   \n",
       "3146        17381                   0      Y       No                 19   \n",
       "\n",
       "      PerformanceRating  RelationshipSatisfaction  StandardHours  \\\n",
       "0                     3                         1             80   \n",
       "1                     4                         4             80   \n",
       "2                     3                         2             80   \n",
       "3                     3                         3             80   \n",
       "4                     3                         4             80   \n",
       "...                 ...                       ...            ...   \n",
       "3142                  3                         2             80   \n",
       "3143                  3                         4             80   \n",
       "3144                  3                         3             80   \n",
       "3145                  4                         3             80   \n",
       "3146                  3                         4             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",
       "3142                 0                 10                      2   \n",
       "3143                 1                 10                      3   \n",
       "3144                 0                  1                      2   \n",
       "3145                 2                 10                      3   \n",
       "3146                 0                 10                      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",
       "3142                4              10                   0   \n",
       "3143                4               4                   2   \n",
       "3144                3               1                   0   \n",
       "3145                2              10                   3   \n",
       "3146                2               8                   2   \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",
       "3142                        0                     8  \n",
       "3143                        1                     3  \n",
       "3144                        0                     0  \n",
       "3145                        0                     8  \n",
       "3146                        7                     3  \n",
       "\n",
       "[3147 rows x 34 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_train"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc7bc9a5",
   "metadata": {
    "papermill": {
     "duration": 0.012693,
     "end_time": "2023-01-22T16:53:55.040451",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.027758",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "addc2c99",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:55.071566Z",
     "iopub.status.busy": "2023-01-22T16:53:55.071233Z",
     "iopub.status.idle": "2023-01-22T16:53:55.082686Z",
     "shell.execute_reply": "2023-01-22T16:53:55.081545Z"
    },
    "papermill": {
     "duration": 0.031079,
     "end_time": "2023-01-22T16:53:55.085772",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.054693",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "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",
       "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"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Finding Missing values\n",
    "new_train.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "914e8602",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:55.114191Z",
     "iopub.status.busy": "2023-01-22T16:53:55.113858Z",
     "iopub.status.idle": "2023-01-22T16:53:55.122865Z",
     "shell.execute_reply": "2023-01-22T16:53:55.121430Z"
    },
    "papermill": {
     "duration": 0.026088,
     "end_time": "2023-01-22T16:53:55.125549",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.099461",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                          0\n",
       "Age                         0\n",
       "BusinessTravel              0\n",
       "DailyRate                   0\n",
       "Department                  0\n",
       "DistanceFromHome            0\n",
       "Education                   0\n",
       "EducationField              0\n",
       "EmployeeCount               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"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Finding Missing values\n",
    "test.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1ef0817c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:55.154290Z",
     "iopub.status.busy": "2023-01-22T16:53:55.153942Z",
     "iopub.status.idle": "2023-01-22T16:53:55.178558Z",
     "shell.execute_reply": "2023-01-22T16:53:55.176593Z"
    },
    "papermill": {
     "duration": 0.042321,
     "end_time": "2023-01-22T16:53:55.181266",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.138945",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 3147 entries, 0 to 3146\n",
      "Data columns (total 34 columns):\n",
      " #   Column                    Non-Null Count  Dtype \n",
      "---  ------                    --------------  ----- \n",
      " 0   Age                       3147 non-null   int64 \n",
      " 1   Attrition                 3147 non-null   int64 \n",
      " 2   BusinessTravel            3147 non-null   object\n",
      " 3   DailyRate                 3147 non-null   int64 \n",
      " 4   Department                3147 non-null   object\n",
      " 5   DistanceFromHome          3147 non-null   int64 \n",
      " 6   Education                 3147 non-null   int64 \n",
      " 7   EducationField            3147 non-null   object\n",
      " 8   EmployeeCount             3147 non-null   int64 \n",
      " 9   EnvironmentSatisfaction   3147 non-null   int64 \n",
      " 10  Gender                    3147 non-null   object\n",
      " 11  HourlyRate                3147 non-null   int64 \n",
      " 12  JobInvolvement            3147 non-null   int64 \n",
      " 13  JobLevel                  3147 non-null   int64 \n",
      " 14  JobRole                   3147 non-null   object\n",
      " 15  JobSatisfaction           3147 non-null   int64 \n",
      " 16  MaritalStatus             3147 non-null   object\n",
      " 17  MonthlyIncome             3147 non-null   int64 \n",
      " 18  MonthlyRate               3147 non-null   int64 \n",
      " 19  NumCompaniesWorked        3147 non-null   int64 \n",
      " 20  Over18                    3147 non-null   object\n",
      " 21  OverTime                  3147 non-null   object\n",
      " 22  PercentSalaryHike         3147 non-null   int64 \n",
      " 23  PerformanceRating         3147 non-null   int64 \n",
      " 24  RelationshipSatisfaction  3147 non-null   int64 \n",
      " 25  StandardHours             3147 non-null   int64 \n",
      " 26  StockOptionLevel          3147 non-null   int64 \n",
      " 27  TotalWorkingYears         3147 non-null   int64 \n",
      " 28  TrainingTimesLastYear     3147 non-null   int64 \n",
      " 29  WorkLifeBalance           3147 non-null   int64 \n",
      " 30  YearsAtCompany            3147 non-null   int64 \n",
      " 31  YearsInCurrentRole        3147 non-null   int64 \n",
      " 32  YearsSinceLastPromotion   3147 non-null   int64 \n",
      " 33  YearsWithCurrManager      3147 non-null   int64 \n",
      "dtypes: int64(26), object(8)\n",
      "memory usage: 836.0+ KB\n"
     ]
    }
   ],
   "source": [
    "new_train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "90ce4291",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:55.209387Z",
     "iopub.status.busy": "2023-01-22T16:53:55.209073Z",
     "iopub.status.idle": "2023-01-22T16:53:55.285256Z",
     "shell.execute_reply": "2023-01-22T16:53:55.283205Z"
    },
    "papermill": {
     "duration": 0.093551,
     "end_time": "2023-01-22T16:53:55.288225",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.194674",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>DailyRate</th>\n",
       "      <th>DistanceFromHome</th>\n",
       "      <th>Education</th>\n",
       "      <th>EmployeeCount</th>\n",
       "      <th>EnvironmentSatisfaction</th>\n",
       "      <th>HourlyRate</th>\n",
       "      <th>JobInvolvement</th>\n",
       "      <th>JobLevel</th>\n",
       "      <th>JobSatisfaction</th>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <th>MonthlyRate</th>\n",
       "      <th>NumCompaniesWorked</th>\n",
       "      <th>PercentSalaryHike</th>\n",
       "      <th>PerformanceRating</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>count</th>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.0</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.0</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "      <td>3147.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>36.451223</td>\n",
       "      <td>0.138862</td>\n",
       "      <td>850.586273</td>\n",
       "      <td>8.921513</td>\n",
       "      <td>2.926279</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.741023</td>\n",
       "      <td>66.907531</td>\n",
       "      <td>2.757865</td>\n",
       "      <td>2.029234</td>\n",
       "      <td>2.762313</td>\n",
       "      <td>6339.397521</td>\n",
       "      <td>14556.604067</td>\n",
       "      <td>2.630124</td>\n",
       "      <td>15.046393</td>\n",
       "      <td>3.139816</td>\n",
       "      <td>2.733079</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.755323</td>\n",
       "      <td>10.975850</td>\n",
       "      <td>2.763902</td>\n",
       "      <td>2.765809</td>\n",
       "      <td>6.900858</td>\n",
       "      <td>4.183985</td>\n",
       "      <td>2.076263</td>\n",
       "      <td>4.156975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8.815861</td>\n",
       "      <td>0.345858</td>\n",
       "      <td>390.859919</td>\n",
       "      <td>7.961278</td>\n",
       "      <td>1.032051</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.089733</td>\n",
       "      <td>19.877918</td>\n",
       "      <td>0.680183</td>\n",
       "      <td>1.094590</td>\n",
       "      <td>1.100224</td>\n",
       "      <td>4610.584686</td>\n",
       "      <td>7117.334257</td>\n",
       "      <td>2.488848</td>\n",
       "      <td>3.537252</td>\n",
       "      <td>0.346851</td>\n",
       "      <td>1.079454</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.810688</td>\n",
       "      <td>7.509438</td>\n",
       "      <td>1.214918</td>\n",
       "      <td>0.675707</td>\n",
       "      <td>5.998015</td>\n",
       "      <td>3.601691</td>\n",
       "      <td>3.130744</td>\n",
       "      <td>3.572003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>18.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>102.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1009.000000</td>\n",
       "      <td>636.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>30.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>543.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2888.000000</td>\n",
       "      <td>8306.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>35.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>852.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4877.000000</td>\n",
       "      <td>14908.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>42.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1198.500000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>84.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>7725.000000</td>\n",
       "      <td>20744.500000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>60.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3921.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>19999.000000</td>\n",
       "      <td>26999.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>17.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Age    Attrition    DailyRate  DistanceFromHome    Education  \\\n",
       "count  3147.000000  3147.000000  3147.000000       3147.000000  3147.000000   \n",
       "mean     36.451223     0.138862   850.586273          8.921513     2.926279   \n",
       "std       8.815861     0.345858   390.859919          7.961278     1.032051   \n",
       "min      18.000000     0.000000   102.000000          1.000000     1.000000   \n",
       "25%      30.000000     0.000000   543.000000          2.000000     2.000000   \n",
       "50%      35.000000     0.000000   852.000000          7.000000     3.000000   \n",
       "75%      42.000000     0.000000  1198.500000         13.000000     4.000000   \n",
       "max      60.000000     1.000000  3921.000000         29.000000    15.000000   \n",
       "\n",
       "       EmployeeCount  EnvironmentSatisfaction   HourlyRate  JobInvolvement  \\\n",
       "count         3147.0              3147.000000  3147.000000     3147.000000   \n",
       "mean             1.0                 2.741023    66.907531        2.757865   \n",
       "std              0.0                 1.089733    19.877918        0.680183   \n",
       "min              1.0                 1.000000    30.000000        1.000000   \n",
       "25%              1.0                 2.000000    50.000000        2.000000   \n",
       "50%              1.0                 3.000000    67.000000        3.000000   \n",
       "75%              1.0                 4.000000    84.000000        3.000000   \n",
       "max              1.0                 4.000000   100.000000        4.000000   \n",
       "\n",
       "          JobLevel  JobSatisfaction  MonthlyIncome   MonthlyRate  \\\n",
       "count  3147.000000      3147.000000    3147.000000   3147.000000   \n",
       "mean      2.029234         2.762313    6339.397521  14556.604067   \n",
       "std       1.094590         1.100224    4610.584686   7117.334257   \n",
       "min       1.000000         1.000000    1009.000000    636.000000   \n",
       "25%       1.000000         2.000000    2888.000000   8306.000000   \n",
       "50%       2.000000         3.000000    4877.000000  14908.000000   \n",
       "75%       3.000000         4.000000    7725.000000  20744.500000   \n",
       "max       7.000000         4.000000   19999.000000  26999.000000   \n",
       "\n",
       "       NumCompaniesWorked  PercentSalaryHike  PerformanceRating  \\\n",
       "count         3147.000000        3147.000000        3147.000000   \n",
       "mean             2.630124          15.046393           3.139816   \n",
       "std              2.488848           3.537252           0.346851   \n",
       "min              0.000000          11.000000           3.000000   \n",
       "25%              1.000000          12.000000           3.000000   \n",
       "50%              1.000000          14.000000           3.000000   \n",
       "75%              4.000000          17.000000           3.000000   \n",
       "max              9.000000          25.000000           4.000000   \n",
       "\n",
       "       RelationshipSatisfaction  StandardHours  StockOptionLevel  \\\n",
       "count               3147.000000         3147.0       3147.000000   \n",
       "mean                   2.733079           80.0          0.755323   \n",
       "std                    1.079454            0.0          0.810688   \n",
       "min                    1.000000           80.0          0.000000   \n",
       "25%                    2.000000           80.0          0.000000   \n",
       "50%                    3.000000           80.0          1.000000   \n",
       "75%                    4.000000           80.0          1.000000   \n",
       "max                    4.000000           80.0          3.000000   \n",
       "\n",
       "       TotalWorkingYears  TrainingTimesLastYear  WorkLifeBalance  \\\n",
       "count        3147.000000            3147.000000      3147.000000   \n",
       "mean           10.975850               2.763902         2.765809   \n",
       "std             7.509438               1.214918         0.675707   \n",
       "min             0.000000               0.000000         1.000000   \n",
       "25%             6.000000               2.000000         2.000000   \n",
       "50%             9.000000               3.000000         3.000000   \n",
       "75%            15.000000               3.000000         3.000000   \n",
       "max            41.000000               6.000000         4.000000   \n",
       "\n",
       "       YearsAtCompany  YearsInCurrentRole  YearsSinceLastPromotion  \\\n",
       "count     3147.000000         3147.000000              3147.000000   \n",
       "mean         6.900858            4.183985                 2.076263   \n",
       "std          5.998015            3.601691                 3.130744   \n",
       "min          0.000000            0.000000                 0.000000   \n",
       "25%          3.000000            2.000000                 0.000000   \n",
       "50%          5.000000            3.000000                 1.000000   \n",
       "75%          9.000000            7.000000                 2.000000   \n",
       "max         41.000000           18.000000                15.000000   \n",
       "\n",
       "       YearsWithCurrManager  \n",
       "count           3147.000000  \n",
       "mean               4.156975  \n",
       "std                3.572003  \n",
       "min                0.000000  \n",
       "25%                2.000000  \n",
       "50%                3.000000  \n",
       "75%                7.000000  \n",
       "max               17.000000  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ef78f0b9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:55.319690Z",
     "iopub.status.busy": "2023-01-22T16:53:55.319153Z",
     "iopub.status.idle": "2023-01-22T16:53:55.450651Z",
     "shell.execute_reply": "2023-01-22T16:53:55.449257Z"
    },
    "papermill": {
     "duration": 0.149754,
     "end_time": "2023-01-22T16:53:55.452827",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.303073",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_e9b4d_row0_col0, #T_e9b4d_row1_col1, #T_e9b4d_row2_col2, #T_e9b4d_row3_col3, #T_e9b4d_row4_col4, #T_e9b4d_row6_col6, #T_e9b4d_row7_col7, #T_e9b4d_row8_col8, #T_e9b4d_row9_col9, #T_e9b4d_row10_col10, #T_e9b4d_row11_col11, #T_e9b4d_row12_col12, #T_e9b4d_row13_col13, #T_e9b4d_row14_col14, #T_e9b4d_row15_col15, #T_e9b4d_row16_col16, #T_e9b4d_row18_col18, #T_e9b4d_row19_col19, #T_e9b4d_row20_col20, #T_e9b4d_row21_col21, #T_e9b4d_row22_col22, #T_e9b4d_row23_col23, #T_e9b4d_row24_col24, #T_e9b4d_row25_col25 {\n",
       "  background-color: #00441b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row0_col1, #T_e9b4d_row9_col1, #T_e9b4d_row9_col15, #T_e9b4d_row13_col3, #T_e9b4d_row13_col20, #T_e9b4d_row13_col22, #T_e9b4d_row14_col24, #T_e9b4d_row19_col1, #T_e9b4d_row22_col7, #T_e9b4d_row22_col20, #T_e9b4d_row25_col13, #T_e9b4d_row25_col20 {\n",
       "  background-color: #f6fcf4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col2, #T_e9b4d_row6_col24, #T_e9b4d_row7_col14, #T_e9b4d_row9_col2, #T_e9b4d_row9_col10, #T_e9b4d_row10_col6, #T_e9b4d_row10_col16, #T_e9b4d_row12_col16, #T_e9b4d_row14_col11, #T_e9b4d_row18_col15, #T_e9b4d_row23_col10, #T_e9b4d_row24_col13 {\n",
       "  background-color: #eef8ea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col3, #T_e9b4d_row1_col24, #T_e9b4d_row2_col12, #T_e9b4d_row2_col15, #T_e9b4d_row9_col3, #T_e9b4d_row22_col14, #T_e9b4d_row23_col1, #T_e9b4d_row23_col13 {\n",
       "  background-color: #f5fbf3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col4 {\n",
       "  background-color: #c4e8bd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col5, #T_e9b4d_row0_col17, #T_e9b4d_row1_col5, #T_e9b4d_row1_col17, #T_e9b4d_row2_col5, #T_e9b4d_row2_col17, #T_e9b4d_row3_col5, #T_e9b4d_row3_col17, #T_e9b4d_row4_col5, #T_e9b4d_row4_col17, #T_e9b4d_row5_col0, #T_e9b4d_row5_col1, #T_e9b4d_row5_col2, #T_e9b4d_row5_col3, #T_e9b4d_row5_col4, #T_e9b4d_row5_col5, #T_e9b4d_row5_col6, #T_e9b4d_row5_col7, #T_e9b4d_row5_col8, #T_e9b4d_row5_col9, #T_e9b4d_row5_col10, #T_e9b4d_row5_col11, #T_e9b4d_row5_col12, #T_e9b4d_row5_col13, #T_e9b4d_row5_col14, #T_e9b4d_row5_col15, #T_e9b4d_row5_col16, #T_e9b4d_row5_col17, #T_e9b4d_row5_col18, #T_e9b4d_row5_col19, #T_e9b4d_row5_col20, #T_e9b4d_row5_col21, #T_e9b4d_row5_col22, #T_e9b4d_row5_col23, #T_e9b4d_row5_col24, #T_e9b4d_row5_col25, #T_e9b4d_row6_col5, #T_e9b4d_row6_col17, #T_e9b4d_row7_col5, #T_e9b4d_row7_col17, #T_e9b4d_row8_col5, #T_e9b4d_row8_col17, #T_e9b4d_row9_col5, #T_e9b4d_row9_col17, #T_e9b4d_row10_col5, #T_e9b4d_row10_col17, #T_e9b4d_row11_col5, #T_e9b4d_row11_col17, #T_e9b4d_row12_col5, #T_e9b4d_row12_col17, #T_e9b4d_row13_col5, #T_e9b4d_row13_col17, #T_e9b4d_row14_col5, #T_e9b4d_row14_col17, #T_e9b4d_row15_col5, #T_e9b4d_row15_col17, #T_e9b4d_row16_col5, #T_e9b4d_row16_col17, #T_e9b4d_row17_col0, #T_e9b4d_row17_col1, #T_e9b4d_row17_col2, #T_e9b4d_row17_col3, #T_e9b4d_row17_col4, #T_e9b4d_row17_col5, #T_e9b4d_row17_col6, #T_e9b4d_row17_col7, #T_e9b4d_row17_col8, #T_e9b4d_row17_col9, #T_e9b4d_row17_col10, #T_e9b4d_row17_col11, #T_e9b4d_row17_col12, #T_e9b4d_row17_col13, #T_e9b4d_row17_col14, #T_e9b4d_row17_col15, #T_e9b4d_row17_col16, #T_e9b4d_row17_col17, #T_e9b4d_row17_col18, #T_e9b4d_row17_col19, #T_e9b4d_row17_col20, #T_e9b4d_row17_col21, #T_e9b4d_row17_col22, #T_e9b4d_row17_col23, #T_e9b4d_row17_col24, #T_e9b4d_row17_col25, #T_e9b4d_row18_col5, #T_e9b4d_row18_col17, #T_e9b4d_row19_col5, #T_e9b4d_row19_col17, #T_e9b4d_row20_col5, #T_e9b4d_row20_col17, #T_e9b4d_row21_col5, #T_e9b4d_row21_col17, #T_e9b4d_row22_col5, #T_e9b4d_row22_col17, #T_e9b4d_row23_col5, #T_e9b4d_row23_col17, #T_e9b4d_row24_col5, #T_e9b4d_row24_col17, #T_e9b4d_row25_col5, #T_e9b4d_row25_col17 {\n",
       "  background-color: #000000;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row0_col6, #T_e9b4d_row3_col22, #T_e9b4d_row7_col11, #T_e9b4d_row10_col11, #T_e9b4d_row10_col19, #T_e9b4d_row10_col22, #T_e9b4d_row12_col18, #T_e9b4d_row20_col1, #T_e9b4d_row21_col22, #T_e9b4d_row22_col8 {\n",
       "  background-color: #e8f6e3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col7, #T_e9b4d_row0_col10, #T_e9b4d_row2_col16, #T_e9b4d_row8_col7, #T_e9b4d_row9_col12, #T_e9b4d_row10_col1, #T_e9b4d_row11_col12, #T_e9b4d_row11_col21, #T_e9b4d_row14_col22, #T_e9b4d_row15_col3, #T_e9b4d_row18_col2, #T_e9b4d_row20_col6, #T_e9b4d_row21_col10, #T_e9b4d_row21_col16, #T_e9b4d_row22_col10, #T_e9b4d_row24_col10 {\n",
       "  background-color: #edf8ea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col8, #T_e9b4d_row2_col25, #T_e9b4d_row3_col23, #T_e9b4d_row6_col11, #T_e9b4d_row6_col25, #T_e9b4d_row8_col19, #T_e9b4d_row23_col4, #T_e9b4d_row24_col18 {\n",
       "  background-color: #e4f5df;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col9, #T_e9b4d_row23_col24 {\n",
       "  background-color: #5bb86a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row0_col11, #T_e9b4d_row25_col19 {\n",
       "  background-color: #60ba6c;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row0_col12, #T_e9b4d_row1_col15, #T_e9b4d_row3_col2, #T_e9b4d_row3_col24, #T_e9b4d_row6_col10, #T_e9b4d_row6_col16, #T_e9b4d_row7_col16, #T_e9b4d_row8_col21, #T_e9b4d_row10_col3, #T_e9b4d_row10_col15, #T_e9b4d_row12_col4, #T_e9b4d_row13_col21, #T_e9b4d_row14_col21, #T_e9b4d_row15_col4, #T_e9b4d_row16_col4, #T_e9b4d_row21_col20, #T_e9b4d_row23_col12, #T_e9b4d_row24_col21, #T_e9b4d_row25_col3 {\n",
       "  background-color: #f0f9ed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col13 {\n",
       "  background-color: #a0d99b;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col14, #T_e9b4d_row1_col14, #T_e9b4d_row2_col3, #T_e9b4d_row2_col4, #T_e9b4d_row2_col21, #T_e9b4d_row2_col24, #T_e9b4d_row4_col3, #T_e9b4d_row4_col14, #T_e9b4d_row6_col12, #T_e9b4d_row7_col15, #T_e9b4d_row8_col3, #T_e9b4d_row8_col24, #T_e9b4d_row10_col2, #T_e9b4d_row10_col20, #T_e9b4d_row10_col21, #T_e9b4d_row13_col14, #T_e9b4d_row14_col2, #T_e9b4d_row14_col7, #T_e9b4d_row15_col12, #T_e9b4d_row15_col16, #T_e9b4d_row20_col12, #T_e9b4d_row21_col12, #T_e9b4d_row21_col24, #T_e9b4d_row22_col12, #T_e9b4d_row22_col21, #T_e9b4d_row23_col3, #T_e9b4d_row23_col14, #T_e9b4d_row24_col2, #T_e9b4d_row24_col3, #T_e9b4d_row24_col12, #T_e9b4d_row24_col15, #T_e9b4d_row25_col21 {\n",
       "  background-color: #f1faee;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col15, #T_e9b4d_row3_col21, #T_e9b4d_row4_col2, #T_e9b4d_row4_col15, #T_e9b4d_row6_col3, #T_e9b4d_row8_col15, #T_e9b4d_row14_col20, #T_e9b4d_row16_col3, #T_e9b4d_row16_col12, #T_e9b4d_row16_col20, #T_e9b4d_row19_col15, #T_e9b4d_row20_col2, #T_e9b4d_row25_col14 {\n",
       "  background-color: #f2faf0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col16, #T_e9b4d_row3_col0, #T_e9b4d_row8_col11, #T_e9b4d_row9_col8, #T_e9b4d_row10_col23, #T_e9b4d_row21_col25, #T_e9b4d_row24_col8 {\n",
       "  background-color: #e7f6e2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col18, #T_e9b4d_row3_col1, #T_e9b4d_row7_col18 {\n",
       "  background-color: #d7efd1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col19, #T_e9b4d_row19_col0 {\n",
       "  background-color: #2d954d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row0_col20, #T_e9b4d_row1_col12, #T_e9b4d_row6_col4, #T_e9b4d_row7_col10, #T_e9b4d_row10_col4, #T_e9b4d_row10_col24, #T_e9b4d_row13_col23, #T_e9b4d_row14_col4, #T_e9b4d_row15_col21, #T_e9b4d_row18_col20, #T_e9b4d_row18_col24, #T_e9b4d_row20_col4, #T_e9b4d_row21_col2, #T_e9b4d_row22_col15 {\n",
       "  background-color: #f2faef;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col21, #T_e9b4d_row3_col12, #T_e9b4d_row4_col10, #T_e9b4d_row4_col16, #T_e9b4d_row6_col2, #T_e9b4d_row7_col21, #T_e9b4d_row11_col2, #T_e9b4d_row12_col24, #T_e9b4d_row14_col12, #T_e9b4d_row20_col16, #T_e9b4d_row21_col4, #T_e9b4d_row22_col2 {\n",
       "  background-color: #eff9ec;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col22 {\n",
       "  background-color: #9cd797;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col23, #T_e9b4d_row19_col13 {\n",
       "  background-color: #b4e1ad;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col24 {\n",
       "  background-color: #c8e9c1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row0_col25 {\n",
       "  background-color: #b8e3b2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row1_col0, #T_e9b4d_row1_col2, #T_e9b4d_row1_col4, #T_e9b4d_row1_col6, #T_e9b4d_row1_col8, #T_e9b4d_row1_col9, #T_e9b4d_row1_col10, #T_e9b4d_row1_col11, #T_e9b4d_row1_col16, #T_e9b4d_row1_col18, #T_e9b4d_row1_col19, #T_e9b4d_row1_col20, #T_e9b4d_row1_col21, #T_e9b4d_row1_col22, #T_e9b4d_row1_col23, #T_e9b4d_row1_col25, #T_e9b4d_row6_col15, #T_e9b4d_row7_col24, #T_e9b4d_row9_col14, #T_e9b4d_row10_col7, #T_e9b4d_row11_col3, #T_e9b4d_row11_col14, #T_e9b4d_row11_col15, #T_e9b4d_row13_col24, #T_e9b4d_row18_col1, #T_e9b4d_row18_col12, #T_e9b4d_row19_col20, #T_e9b4d_row22_col13, #T_e9b4d_row23_col7, #T_e9b4d_row23_col20, #T_e9b4d_row24_col7, #T_e9b4d_row25_col7 {\n",
       "  background-color: #f7fcf5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row1_col3, #T_e9b4d_row3_col6, #T_e9b4d_row3_col10, #T_e9b4d_row4_col1, #T_e9b4d_row6_col21, #T_e9b4d_row7_col23, #T_e9b4d_row8_col10, #T_e9b4d_row8_col16, #T_e9b4d_row9_col16, #T_e9b4d_row10_col13, #T_e9b4d_row11_col16, #T_e9b4d_row12_col14, #T_e9b4d_row13_col7, #T_e9b4d_row14_col10, #T_e9b4d_row14_col13, #T_e9b4d_row15_col10, #T_e9b4d_row15_col11, #T_e9b4d_row18_col4, #T_e9b4d_row18_col10, #T_e9b4d_row19_col16, #T_e9b4d_row20_col22, #T_e9b4d_row22_col16 {\n",
       "  background-color: #ebf7e7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row1_col7, #T_e9b4d_row3_col20, #T_e9b4d_row4_col20, #T_e9b4d_row8_col1, #T_e9b4d_row8_col12, #T_e9b4d_row8_col20, #T_e9b4d_row9_col7, #T_e9b4d_row13_col25, #T_e9b4d_row14_col16, #T_e9b4d_row16_col14, #T_e9b4d_row18_col16, #T_e9b4d_row20_col3, #T_e9b4d_row24_col20, #T_e9b4d_row25_col12 {\n",
       "  background-color: #f4fbf2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row1_col13, #T_e9b4d_row6_col9, #T_e9b4d_row6_col19, #T_e9b4d_row6_col23, #T_e9b4d_row7_col13, #T_e9b4d_row9_col4, #T_e9b4d_row12_col1, #T_e9b4d_row12_col23, #T_e9b4d_row16_col8, #T_e9b4d_row18_col8, #T_e9b4d_row22_col4, #T_e9b4d_row25_col4 {\n",
       "  background-color: #e1f3dc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row2_col0, #T_e9b4d_row6_col0, #T_e9b4d_row11_col18, #T_e9b4d_row12_col0, #T_e9b4d_row12_col19, #T_e9b4d_row16_col9, #T_e9b4d_row22_col18 {\n",
       "  background-color: #dff3da;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row2_col1, #T_e9b4d_row3_col14, #T_e9b4d_row4_col24, #T_e9b4d_row8_col4, #T_e9b4d_row9_col6, #T_e9b4d_row10_col25, #T_e9b4d_row11_col6, #T_e9b4d_row12_col6, #T_e9b4d_row15_col9, #T_e9b4d_row15_col13, #T_e9b4d_row16_col18, #T_e9b4d_row18_col7, #T_e9b4d_row18_col14, #T_e9b4d_row19_col6, #T_e9b4d_row20_col19, #T_e9b4d_row20_col23, #T_e9b4d_row20_col25, #T_e9b4d_row22_col6, #T_e9b4d_row24_col16, #T_e9b4d_row25_col6 {\n",
       "  background-color: #e9f7e5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row2_col6, #T_e9b4d_row8_col22, #T_e9b4d_row12_col13, #T_e9b4d_row20_col8, #T_e9b4d_row20_col11, #T_e9b4d_row21_col13, #T_e9b4d_row23_col6, #T_e9b4d_row24_col4 {\n",
       "  background-color: #e8f6e4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row2_col7, #T_e9b4d_row2_col14, #T_e9b4d_row3_col4, #T_e9b4d_row3_col7, #T_e9b4d_row3_col16, #T_e9b4d_row4_col7, #T_e9b4d_row7_col2, #T_e9b4d_row8_col2, #T_e9b4d_row11_col10, #T_e9b4d_row12_col3, #T_e9b4d_row12_col21, #T_e9b4d_row16_col21, #T_e9b4d_row18_col21, #T_e9b4d_row20_col7, #T_e9b4d_row20_col14, #T_e9b4d_row20_col21, #T_e9b4d_row21_col14, #T_e9b4d_row23_col16 {\n",
       "  background-color: #eff9eb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row2_col8, #T_e9b4d_row2_col11, #T_e9b4d_row3_col25, #T_e9b4d_row8_col23, #T_e9b4d_row14_col8, #T_e9b4d_row15_col25, #T_e9b4d_row16_col22, #T_e9b4d_row18_col11, #T_e9b4d_row20_col0, #T_e9b4d_row21_col19, #T_e9b4d_row25_col8 {\n",
       "  background-color: #e3f4de;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row2_col9, #T_e9b4d_row8_col0, #T_e9b4d_row10_col18, #T_e9b4d_row15_col1, #T_e9b4d_row16_col11, #T_e9b4d_row18_col9, #T_e9b4d_row18_col19, #T_e9b4d_row21_col18, #T_e9b4d_row21_col23 {\n",
       "  background-color: #e0f3db;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row2_col10, #T_e9b4d_row3_col13, #T_e9b4d_row7_col22, #T_e9b4d_row7_col25, #T_e9b4d_row8_col14, #T_e9b4d_row9_col21, #T_e9b4d_row10_col14, #T_e9b4d_row13_col6, #T_e9b4d_row13_col16, #T_e9b4d_row14_col3, #T_e9b4d_row16_col1, #T_e9b4d_row16_col6, #T_e9b4d_row16_col10, #T_e9b4d_row16_col24, #T_e9b4d_row18_col3, #T_e9b4d_row19_col2, #T_e9b4d_row20_col10, #T_e9b4d_row20_col13, #T_e9b4d_row23_col2, #T_e9b4d_row25_col16 {\n",
       "  background-color: #ecf8e8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row2_col13, #T_e9b4d_row3_col9, #T_e9b4d_row7_col9, #T_e9b4d_row8_col13, #T_e9b4d_row11_col8, #T_e9b4d_row12_col8, #T_e9b4d_row12_col25, #T_e9b4d_row14_col0, #T_e9b4d_row14_col23, #T_e9b4d_row15_col8, #T_e9b4d_row15_col22, #T_e9b4d_row20_col9, #T_e9b4d_row24_col1, #T_e9b4d_row24_col6 {\n",
       "  background-color: #e7f6e3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row2_col18, #T_e9b4d_row4_col8, #T_e9b4d_row12_col9, #T_e9b4d_row15_col18 {\n",
       "  background-color: #dcf2d7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row2_col19, #T_e9b4d_row7_col0, #T_e9b4d_row8_col18, #T_e9b4d_row12_col11, #T_e9b4d_row13_col4 {\n",
       "  background-color: #ddf2d8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row2_col20, #T_e9b4d_row4_col12, #T_e9b4d_row12_col2, #T_e9b4d_row13_col15, #T_e9b4d_row19_col3, #T_e9b4d_row20_col24, #T_e9b4d_row21_col15, #T_e9b4d_row22_col1, #T_e9b4d_row24_col14 {\n",
       "  background-color: #f4fbf1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row2_col22, #T_e9b4d_row3_col8, #T_e9b4d_row8_col9, #T_e9b4d_row10_col0, #T_e9b4d_row10_col8, #T_e9b4d_row15_col0, #T_e9b4d_row15_col19, #T_e9b4d_row16_col23, #T_e9b4d_row18_col22, #T_e9b4d_row23_col8 {\n",
       "  background-color: #e5f5e0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row2_col23, #T_e9b4d_row9_col18, #T_e9b4d_row16_col19, #T_e9b4d_row19_col18, #T_e9b4d_row21_col9, #T_e9b4d_row25_col18 {\n",
       "  background-color: #def2d9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row3_col11, #T_e9b4d_row6_col13, #T_e9b4d_row8_col6, #T_e9b4d_row14_col19, #T_e9b4d_row14_col25, #T_e9b4d_row18_col6, #T_e9b4d_row21_col1 {\n",
       "  background-color: #eaf7e6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row3_col15, #T_e9b4d_row4_col6, #T_e9b4d_row7_col4, #T_e9b4d_row7_col6, #T_e9b4d_row12_col10, #T_e9b4d_row14_col9, #T_e9b4d_row23_col21 {\n",
       "  background-color: #edf8e9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row3_col18, #T_e9b4d_row23_col18 {\n",
       "  background-color: #d9f0d3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row3_col19, #T_e9b4d_row6_col22, #T_e9b4d_row7_col1, #T_e9b4d_row7_col19, #T_e9b4d_row10_col9, #T_e9b4d_row19_col8, #T_e9b4d_row21_col8 {\n",
       "  background-color: #e6f5e1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row4_col0, #T_e9b4d_row23_col0 {\n",
       "  background-color: #b1e0ab;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row4_col9 {\n",
       "  background-color: #d0edca;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row4_col11, #T_e9b4d_row4_col25 {\n",
       "  background-color: #d3eecd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row4_col13 {\n",
       "  background-color: #d2edcc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row4_col18, #T_e9b4d_row18_col23 {\n",
       "  background-color: #dbf1d6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row4_col19 {\n",
       "  background-color: #c3e7bc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row4_col21, #T_e9b4d_row6_col1, #T_e9b4d_row7_col3, #T_e9b4d_row7_col20, #T_e9b4d_row12_col15, #T_e9b4d_row12_col20, #T_e9b4d_row13_col2, #T_e9b4d_row13_col10, #T_e9b4d_row14_col6, #T_e9b4d_row15_col6, #T_e9b4d_row15_col7, #T_e9b4d_row15_col24, #T_e9b4d_row16_col2, #T_e9b4d_row19_col10, #T_e9b4d_row19_col12, #T_e9b4d_row19_col21, #T_e9b4d_row21_col7, #T_e9b4d_row23_col15, #T_e9b4d_row25_col2, #T_e9b4d_row25_col10, #T_e9b4d_row25_col15 {\n",
       "  background-color: #f0f9ec;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row4_col22, #T_e9b4d_row4_col23, #T_e9b4d_row19_col4 {\n",
       "  background-color: #d4eece;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row6_col7, #T_e9b4d_row6_col14, #T_e9b4d_row10_col12, #T_e9b4d_row11_col7, #T_e9b4d_row12_col7, #T_e9b4d_row13_col12, #T_e9b4d_row15_col20, #T_e9b4d_row16_col7, #T_e9b4d_row19_col7, #T_e9b4d_row20_col15, #T_e9b4d_row22_col3 {\n",
       "  background-color: #f3faf0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row6_col8, #T_e9b4d_row12_col22, #T_e9b4d_row13_col8, #T_e9b4d_row14_col1, #T_e9b4d_row16_col13, #T_e9b4d_row21_col6 {\n",
       "  background-color: #e5f5e1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row6_col18, #T_e9b4d_row7_col8, #T_e9b4d_row8_col25, #T_e9b4d_row11_col4, #T_e9b4d_row15_col23, #T_e9b4d_row16_col25, #T_e9b4d_row18_col13, #T_e9b4d_row18_col25, #T_e9b4d_row20_col18, #T_e9b4d_row21_col0, #T_e9b4d_row21_col11 {\n",
       "  background-color: #e2f4dd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row6_col20, #T_e9b4d_row7_col12, #T_e9b4d_row9_col20, #T_e9b4d_row11_col1, #T_e9b4d_row11_col20, #T_e9b4d_row15_col2, #T_e9b4d_row16_col15, #T_e9b4d_row19_col14, #T_e9b4d_row21_col3, #T_e9b4d_row25_col1 {\n",
       "  background-color: #f5fbf2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row9_col0 {\n",
       "  background-color: #5ab769;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row9_col11, #T_e9b4d_row11_col9 {\n",
       "  background-color: #005723;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row9_col13, #T_e9b4d_row11_col13 {\n",
       "  background-color: #ceecc8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row9_col19, #T_e9b4d_row19_col9 {\n",
       "  background-color: #147e3a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row9_col22, #T_e9b4d_row22_col11 {\n",
       "  background-color: #52b365;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row9_col23, #T_e9b4d_row23_col9 {\n",
       "  background-color: #7dc87e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row9_col24, #T_e9b4d_row13_col0 {\n",
       "  background-color: #99d595;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row9_col25 {\n",
       "  background-color: #81ca81;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row11_col0 {\n",
       "  background-color: #5eb96b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row11_col19 {\n",
       "  background-color: #17813d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row11_col22, #T_e9b4d_row24_col25 {\n",
       "  background-color: #53b466;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row11_col23 {\n",
       "  background-color: #83cb82;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row11_col24 {\n",
       "  background-color: #9bd696;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row11_col25, #T_e9b4d_row24_col11, #T_e9b4d_row25_col11 {\n",
       "  background-color: #88ce87;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row13_col1, #T_e9b4d_row14_col18 {\n",
       "  background-color: #daf0d4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row13_col9 {\n",
       "  background-color: #c9eac2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row13_col11 {\n",
       "  background-color: #cbeac4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row13_col18 {\n",
       "  background-color: #dbf1d5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row13_col19 {\n",
       "  background-color: #aedea7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row14_col15 {\n",
       "  background-color: #1d8640;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row15_col14 {\n",
       "  background-color: #1a843f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row16_col0, #T_e9b4d_row18_col0 {\n",
       "  background-color: #d8f0d2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row19_col11 {\n",
       "  background-color: #18823d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row19_col22 {\n",
       "  background-color: #339c52;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row19_col23 {\n",
       "  background-color: #65bd6f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row19_col24 {\n",
       "  background-color: #8ace88;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row19_col25, #T_e9b4d_row23_col19 {\n",
       "  background-color: #63bc6e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row22_col0 {\n",
       "  background-color: #97d492;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row22_col9 {\n",
       "  background-color: #4eb264;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row22_col19 {\n",
       "  background-color: #329b51;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row22_col23 {\n",
       "  background-color: #157f3b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row22_col24 {\n",
       "  background-color: #3fa85b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row22_col25, #T_e9b4d_row25_col22 {\n",
       "  background-color: #137d39;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row23_col11 {\n",
       "  background-color: #84cc83;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row23_col22 {\n",
       "  background-color: #16803c;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row23_col25, #T_e9b4d_row25_col23 {\n",
       "  background-color: #1e8741;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row24_col0 {\n",
       "  background-color: #b2e0ac;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row24_col9 {\n",
       "  background-color: #86cc85;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row24_col19 {\n",
       "  background-color: #78c679;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row24_col22 {\n",
       "  background-color: #38a156;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row24_col23 {\n",
       "  background-color: #4bb062;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e9b4d_row25_col0 {\n",
       "  background-color: #b5e1ae;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row25_col9 {\n",
       "  background-color: #80ca80;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e9b4d_row25_col24 {\n",
       "  background-color: #62bb6d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_e9b4d_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Age</th>\n",
       "      <th class=\"col_heading level0 col1\" >Attrition</th>\n",
       "      <th class=\"col_heading level0 col2\" >DailyRate</th>\n",
       "      <th class=\"col_heading level0 col3\" >DistanceFromHome</th>\n",
       "      <th class=\"col_heading level0 col4\" >Education</th>\n",
       "      <th class=\"col_heading level0 col5\" >EmployeeCount</th>\n",
       "      <th class=\"col_heading level0 col6\" >EnvironmentSatisfaction</th>\n",
       "      <th class=\"col_heading level0 col7\" >HourlyRate</th>\n",
       "      <th class=\"col_heading level0 col8\" >JobInvolvement</th>\n",
       "      <th class=\"col_heading level0 col9\" >JobLevel</th>\n",
       "      <th class=\"col_heading level0 col10\" >JobSatisfaction</th>\n",
       "      <th class=\"col_heading level0 col11\" >MonthlyIncome</th>\n",
       "      <th class=\"col_heading level0 col12\" >MonthlyRate</th>\n",
       "      <th class=\"col_heading level0 col13\" >NumCompaniesWorked</th>\n",
       "      <th class=\"col_heading level0 col14\" >PercentSalaryHike</th>\n",
       "      <th class=\"col_heading level0 col15\" >PerformanceRating</th>\n",
       "      <th class=\"col_heading level0 col16\" >RelationshipSatisfaction</th>\n",
       "      <th class=\"col_heading level0 col17\" >StandardHours</th>\n",
       "      <th class=\"col_heading level0 col18\" >StockOptionLevel</th>\n",
       "      <th class=\"col_heading level0 col19\" >TotalWorkingYears</th>\n",
       "      <th class=\"col_heading level0 col20\" >TrainingTimesLastYear</th>\n",
       "      <th class=\"col_heading level0 col21\" >WorkLifeBalance</th>\n",
       "      <th class=\"col_heading level0 col22\" >YearsAtCompany</th>\n",
       "      <th class=\"col_heading level0 col23\" >YearsInCurrentRole</th>\n",
       "      <th class=\"col_heading level0 col24\" >YearsSinceLastPromotion</th>\n",
       "      <th class=\"col_heading level0 col25\" >YearsWithCurrManager</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row0\" class=\"row_heading level0 row0\" >Age</th>\n",
       "      <td id=\"T_e9b4d_row0_col0\" class=\"data row0 col0\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row0_col1\" class=\"data row0 col1\" >-0.156500</td>\n",
       "      <td id=\"T_e9b4d_row0_col2\" class=\"data row0 col2\" >0.019089</td>\n",
       "      <td id=\"T_e9b4d_row0_col3\" class=\"data row0 col3\" >-0.024006</td>\n",
       "      <td id=\"T_e9b4d_row0_col4\" class=\"data row0 col4\" >0.214986</td>\n",
       "      <td id=\"T_e9b4d_row0_col5\" class=\"data row0 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row0_col6\" class=\"data row0 col6\" >0.019248</td>\n",
       "      <td id=\"T_e9b4d_row0_col7\" class=\"data row0 col7\" >0.025010</td>\n",
       "      <td id=\"T_e9b4d_row0_col8\" class=\"data row0 col8\" >0.014198</td>\n",
       "      <td id=\"T_e9b4d_row0_col9\" class=\"data row0 col9\" >0.494513</td>\n",
       "      <td id=\"T_e9b4d_row0_col10\" class=\"data row0 col10\" >-0.008569</td>\n",
       "      <td id=\"T_e9b4d_row0_col11\" class=\"data row0 col11\" >0.484906</td>\n",
       "      <td id=\"T_e9b4d_row0_col12\" class=\"data row0 col12\" >0.017596</td>\n",
       "      <td id=\"T_e9b4d_row0_col13\" class=\"data row0 col13\" >0.300420</td>\n",
       "      <td id=\"T_e9b4d_row0_col14\" class=\"data row0 col14\" >-0.025849</td>\n",
       "      <td id=\"T_e9b4d_row0_col15\" class=\"data row0 col15\" >-0.007644</td>\n",
       "      <td id=\"T_e9b4d_row0_col16\" class=\"data row0 col16\" >0.053845</td>\n",
       "      <td id=\"T_e9b4d_row0_col17\" class=\"data row0 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row0_col18\" class=\"data row0 col18\" >0.053035</td>\n",
       "      <td id=\"T_e9b4d_row0_col19\" class=\"data row0 col19\" >0.664877</td>\n",
       "      <td id=\"T_e9b4d_row0_col20\" class=\"data row0 col20\" >-0.001773</td>\n",
       "      <td id=\"T_e9b4d_row0_col21\" class=\"data row0 col21\" >0.005632</td>\n",
       "      <td id=\"T_e9b4d_row0_col22\" class=\"data row0 col22\" >0.309317</td>\n",
       "      <td id=\"T_e9b4d_row0_col23\" class=\"data row0 col23\" >0.216682</td>\n",
       "      <td id=\"T_e9b4d_row0_col24\" class=\"data row0 col24\" >0.211709</td>\n",
       "      <td id=\"T_e9b4d_row0_col25\" class=\"data row0 col25\" >0.200993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row1\" class=\"row_heading level0 row1\" >Attrition</th>\n",
       "      <td id=\"T_e9b4d_row1_col0\" class=\"data row1 col0\" >-0.156500</td>\n",
       "      <td id=\"T_e9b4d_row1_col1\" class=\"data row1 col1\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row1_col2\" class=\"data row1 col2\" >-0.046732</td>\n",
       "      <td id=\"T_e9b4d_row1_col3\" class=\"data row1 col3\" >0.053484</td>\n",
       "      <td id=\"T_e9b4d_row1_col4\" class=\"data row1 col4\" >-0.058582</td>\n",
       "      <td id=\"T_e9b4d_row1_col5\" class=\"data row1 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row1_col6\" class=\"data row1 col6\" >-0.098530</td>\n",
       "      <td id=\"T_e9b4d_row1_col7\" class=\"data row1 col7\" >-0.024578</td>\n",
       "      <td id=\"T_e9b4d_row1_col8\" class=\"data row1 col8\" >-0.136723</td>\n",
       "      <td id=\"T_e9b4d_row1_col9\" class=\"data row1 col9\" >-0.150946</td>\n",
       "      <td id=\"T_e9b4d_row1_col10\" class=\"data row1 col10\" >-0.083643</td>\n",
       "      <td id=\"T_e9b4d_row1_col11\" class=\"data row1 col11\" >-0.141174</td>\n",
       "      <td id=\"T_e9b4d_row1_col12\" class=\"data row1 col12\" >0.002858</td>\n",
       "      <td id=\"T_e9b4d_row1_col13\" class=\"data row1 col13\" >0.041593</td>\n",
       "      <td id=\"T_e9b4d_row1_col14\" class=\"data row1 col14\" >-0.019558</td>\n",
       "      <td id=\"T_e9b4d_row1_col15\" class=\"data row1 col15\" >0.010335</td>\n",
       "      <td id=\"T_e9b4d_row1_col16\" class=\"data row1 col16\" >-0.067564</td>\n",
       "      <td id=\"T_e9b4d_row1_col17\" class=\"data row1 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row1_col18\" class=\"data row1 col18\" >-0.161068</td>\n",
       "      <td id=\"T_e9b4d_row1_col19\" class=\"data row1 col19\" >-0.152672</td>\n",
       "      <td id=\"T_e9b4d_row1_col20\" class=\"data row1 col20\" >-0.038448</td>\n",
       "      <td id=\"T_e9b4d_row1_col21\" class=\"data row1 col21\" >-0.055301</td>\n",
       "      <td id=\"T_e9b4d_row1_col22\" class=\"data row1 col22\" >-0.129427</td>\n",
       "      <td id=\"T_e9b4d_row1_col23\" class=\"data row1 col23\" >-0.145807</td>\n",
       "      <td id=\"T_e9b4d_row1_col24\" class=\"data row1 col24\" >-0.033562</td>\n",
       "      <td id=\"T_e9b4d_row1_col25\" class=\"data row1 col25\" >-0.140380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row2\" class=\"row_heading level0 row2\" >DailyRate</th>\n",
       "      <td id=\"T_e9b4d_row2_col0\" class=\"data row2 col0\" >0.019089</td>\n",
       "      <td id=\"T_e9b4d_row2_col1\" class=\"data row2 col1\" >-0.046732</td>\n",
       "      <td id=\"T_e9b4d_row2_col2\" class=\"data row2 col2\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row2_col3\" class=\"data row2 col3\" >0.006007</td>\n",
       "      <td id=\"T_e9b4d_row2_col4\" class=\"data row2 col4\" >-0.010259</td>\n",
       "      <td id=\"T_e9b4d_row2_col5\" class=\"data row2 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row2_col6\" class=\"data row2 col6\" >0.014082</td>\n",
       "      <td id=\"T_e9b4d_row2_col7\" class=\"data row2 col7\" >0.016439</td>\n",
       "      <td id=\"T_e9b4d_row2_col8\" class=\"data row2 col8\" >0.014647</td>\n",
       "      <td id=\"T_e9b4d_row2_col9\" class=\"data row2 col9\" >0.018918</td>\n",
       "      <td id=\"T_e9b4d_row2_col10\" class=\"data row2 col10\" >-0.000990</td>\n",
       "      <td id=\"T_e9b4d_row2_col11\" class=\"data row2 col11\" >0.013665</td>\n",
       "      <td id=\"T_e9b4d_row2_col12\" class=\"data row2 col12\" >-0.018623</td>\n",
       "      <td id=\"T_e9b4d_row2_col13\" class=\"data row2 col13\" >0.006906</td>\n",
       "      <td id=\"T_e9b4d_row2_col14\" class=\"data row2 col14\" >-0.003529</td>\n",
       "      <td id=\"T_e9b4d_row2_col15\" class=\"data row2 col15\" >-0.026302</td>\n",
       "      <td id=\"T_e9b4d_row2_col16\" class=\"data row2 col16\" >0.006541</td>\n",
       "      <td id=\"T_e9b4d_row2_col17\" class=\"data row2 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row2_col18\" class=\"data row2 col18\" >0.026551</td>\n",
       "      <td id=\"T_e9b4d_row2_col19\" class=\"data row2 col19\" >0.031510</td>\n",
       "      <td id=\"T_e9b4d_row2_col20\" class=\"data row2 col20\" >-0.013026</td>\n",
       "      <td id=\"T_e9b4d_row2_col21\" class=\"data row2 col21\" >-0.006037</td>\n",
       "      <td id=\"T_e9b4d_row2_col22\" class=\"data row2 col22\" >0.014375</td>\n",
       "      <td id=\"T_e9b4d_row2_col23\" class=\"data row2 col23\" >0.032413</td>\n",
       "      <td id=\"T_e9b4d_row2_col24\" class=\"data row2 col24\" >-0.001939</td>\n",
       "      <td id=\"T_e9b4d_row2_col25\" class=\"data row2 col25\" >0.009264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row3\" class=\"row_heading level0 row3\" >DistanceFromHome</th>\n",
       "      <td id=\"T_e9b4d_row3_col0\" class=\"data row3 col0\" >-0.024006</td>\n",
       "      <td id=\"T_e9b4d_row3_col1\" class=\"data row3 col1\" >0.053484</td>\n",
       "      <td id=\"T_e9b4d_row3_col2\" class=\"data row3 col2\" >0.006007</td>\n",
       "      <td id=\"T_e9b4d_row3_col3\" class=\"data row3 col3\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row3_col4\" class=\"data row3 col4\" >0.003512</td>\n",
       "      <td id=\"T_e9b4d_row3_col5\" class=\"data row3 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row3_col6\" class=\"data row3 col6\" >-0.005604</td>\n",
       "      <td id=\"T_e9b4d_row3_col7\" class=\"data row3 col7\" >0.016782</td>\n",
       "      <td id=\"T_e9b4d_row3_col8\" class=\"data row3 col8\" >0.008171</td>\n",
       "      <td id=\"T_e9b4d_row3_col9\" class=\"data row3 col9\" >-0.022935</td>\n",
       "      <td id=\"T_e9b4d_row3_col10\" class=\"data row3 col10\" >0.011079</td>\n",
       "      <td id=\"T_e9b4d_row3_col11\" class=\"data row3 col11\" >-0.038530</td>\n",
       "      <td id=\"T_e9b4d_row3_col12\" class=\"data row3 col12\" >0.022792</td>\n",
       "      <td id=\"T_e9b4d_row3_col13\" class=\"data row3 col13\" >-0.029539</td>\n",
       "      <td id=\"T_e9b4d_row3_col14\" class=\"data row3 col14\" >0.039895</td>\n",
       "      <td id=\"T_e9b4d_row3_col15\" class=\"data row3 col15\" >0.034365</td>\n",
       "      <td id=\"T_e9b4d_row3_col16\" class=\"data row3 col16\" >-0.003659</td>\n",
       "      <td id=\"T_e9b4d_row3_col17\" class=\"data row3 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row3_col18\" class=\"data row3 col18\" >0.043318</td>\n",
       "      <td id=\"T_e9b4d_row3_col19\" class=\"data row3 col19\" >-0.013499</td>\n",
       "      <td id=\"T_e9b4d_row3_col20\" class=\"data row3 col20\" >-0.017888</td>\n",
       "      <td id=\"T_e9b4d_row3_col21\" class=\"data row3 col21\" >-0.022031</td>\n",
       "      <td id=\"T_e9b4d_row3_col22\" class=\"data row3 col22\" >-0.006953</td>\n",
       "      <td id=\"T_e9b4d_row3_col23\" class=\"data row3 col23\" >0.005913</td>\n",
       "      <td id=\"T_e9b4d_row3_col24\" class=\"data row3 col24\" >0.003824</td>\n",
       "      <td id=\"T_e9b4d_row3_col25\" class=\"data row3 col25\" >0.013768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row4\" class=\"row_heading level0 row4\" >Education</th>\n",
       "      <td id=\"T_e9b4d_row4_col0\" class=\"data row4 col0\" >0.214986</td>\n",
       "      <td id=\"T_e9b4d_row4_col1\" class=\"data row4 col1\" >-0.058582</td>\n",
       "      <td id=\"T_e9b4d_row4_col2\" class=\"data row4 col2\" >-0.010259</td>\n",
       "      <td id=\"T_e9b4d_row4_col3\" class=\"data row4 col3\" >0.003512</td>\n",
       "      <td id=\"T_e9b4d_row4_col4\" class=\"data row4 col4\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row4_col5\" class=\"data row4 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row4_col6\" class=\"data row4 col6\" >-0.018394</td>\n",
       "      <td id=\"T_e9b4d_row4_col7\" class=\"data row4 col7\" >0.016324</td>\n",
       "      <td id=\"T_e9b4d_row4_col8\" class=\"data row4 col8\" >0.047918</td>\n",
       "      <td id=\"T_e9b4d_row4_col9\" class=\"data row4 col9\" >0.092793</td>\n",
       "      <td id=\"T_e9b4d_row4_col10\" class=\"data row4 col10\" >-0.021315</td>\n",
       "      <td id=\"T_e9b4d_row4_col11\" class=\"data row4 col11\" >0.087150</td>\n",
       "      <td id=\"T_e9b4d_row4_col12\" class=\"data row4 col12\" >-0.007876</td>\n",
       "      <td id=\"T_e9b4d_row4_col13\" class=\"data row4 col13\" >0.108056</td>\n",
       "      <td id=\"T_e9b4d_row4_col14\" class=\"data row4 col14\" >-0.019263</td>\n",
       "      <td id=\"T_e9b4d_row4_col15\" class=\"data row4 col15\" >-0.006715</td>\n",
       "      <td id=\"T_e9b4d_row4_col16\" class=\"data row4 col16\" >-0.006827</td>\n",
       "      <td id=\"T_e9b4d_row4_col17\" class=\"data row4 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row4_col18\" class=\"data row4 col18\" >0.029723</td>\n",
       "      <td id=\"T_e9b4d_row4_col19\" class=\"data row4 col19\" >0.150169</td>\n",
       "      <td id=\"T_e9b4d_row4_col20\" class=\"data row4 col20\" >-0.018703</td>\n",
       "      <td id=\"T_e9b4d_row4_col21\" class=\"data row4 col21\" >-0.000152</td>\n",
       "      <td id=\"T_e9b4d_row4_col22\" class=\"data row4 col22\" >0.093917</td>\n",
       "      <td id=\"T_e9b4d_row4_col23\" class=\"data row4 col23\" >0.078132</td>\n",
       "      <td id=\"T_e9b4d_row4_col24\" class=\"data row4 col24\" >0.051814</td>\n",
       "      <td id=\"T_e9b4d_row4_col25\" class=\"data row4 col25\" >0.090916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row5\" class=\"row_heading level0 row5\" >EmployeeCount</th>\n",
       "      <td id=\"T_e9b4d_row5_col0\" class=\"data row5 col0\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col1\" class=\"data row5 col1\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col2\" class=\"data row5 col2\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col4\" class=\"data row5 col4\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col5\" class=\"data row5 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col6\" class=\"data row5 col6\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col7\" class=\"data row5 col7\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col8\" class=\"data row5 col8\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col9\" class=\"data row5 col9\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col10\" class=\"data row5 col10\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col11\" class=\"data row5 col11\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col12\" class=\"data row5 col12\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col13\" class=\"data row5 col13\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col14\" class=\"data row5 col14\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col15\" class=\"data row5 col15\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col16\" class=\"data row5 col16\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col17\" class=\"data row5 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col18\" class=\"data row5 col18\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col19\" class=\"data row5 col19\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col20\" class=\"data row5 col20\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col21\" class=\"data row5 col21\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col22\" class=\"data row5 col22\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col23\" class=\"data row5 col23\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col24\" class=\"data row5 col24\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row5_col25\" class=\"data row5 col25\" >nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row6\" class=\"row_heading level0 row6\" >EnvironmentSatisfaction</th>\n",
       "      <td id=\"T_e9b4d_row6_col0\" class=\"data row6 col0\" >0.019248</td>\n",
       "      <td id=\"T_e9b4d_row6_col1\" class=\"data row6 col1\" >-0.098530</td>\n",
       "      <td id=\"T_e9b4d_row6_col2\" class=\"data row6 col2\" >0.014082</td>\n",
       "      <td id=\"T_e9b4d_row6_col3\" class=\"data row6 col3\" >-0.005604</td>\n",
       "      <td id=\"T_e9b4d_row6_col4\" class=\"data row6 col4\" >-0.018394</td>\n",
       "      <td id=\"T_e9b4d_row6_col5\" class=\"data row6 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row6_col6\" class=\"data row6 col6\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row6_col7\" class=\"data row6 col7\" >-0.017790</td>\n",
       "      <td id=\"T_e9b4d_row6_col8\" class=\"data row6 col8\" >0.004142</td>\n",
       "      <td id=\"T_e9b4d_row6_col9\" class=\"data row6 col9\" >0.011412</td>\n",
       "      <td id=\"T_e9b4d_row6_col10\" class=\"data row6 col10\" >-0.028822</td>\n",
       "      <td id=\"T_e9b4d_row6_col11\" class=\"data row6 col11\" >0.007635</td>\n",
       "      <td id=\"T_e9b4d_row6_col12\" class=\"data row6 col12\" >0.011030</td>\n",
       "      <td id=\"T_e9b4d_row6_col13\" class=\"data row6 col13\" >-0.016695</td>\n",
       "      <td id=\"T_e9b4d_row6_col14\" class=\"data row6 col14\" >-0.038525</td>\n",
       "      <td id=\"T_e9b4d_row6_col15\" class=\"data row6 col15\" >-0.041250</td>\n",
       "      <td id=\"T_e9b4d_row6_col16\" class=\"data row6 col16\" >-0.015008</td>\n",
       "      <td id=\"T_e9b4d_row6_col17\" class=\"data row6 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row6_col18\" class=\"data row6 col18\" >0.002011</td>\n",
       "      <td id=\"T_e9b4d_row6_col19\" class=\"data row6 col19\" >0.009490</td>\n",
       "      <td id=\"T_e9b4d_row6_col20\" class=\"data row6 col20\" >-0.024590</td>\n",
       "      <td id=\"T_e9b4d_row6_col21\" class=\"data row6 col21\" >0.036751</td>\n",
       "      <td id=\"T_e9b4d_row6_col22\" class=\"data row6 col22\" >0.005262</td>\n",
       "      <td id=\"T_e9b4d_row6_col23\" class=\"data row6 col23\" >0.017246</td>\n",
       "      <td id=\"T_e9b4d_row6_col24\" class=\"data row6 col24\" >0.022096</td>\n",
       "      <td id=\"T_e9b4d_row6_col25\" class=\"data row6 col25\" >0.009957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row7\" class=\"row_heading level0 row7\" >HourlyRate</th>\n",
       "      <td id=\"T_e9b4d_row7_col0\" class=\"data row7 col0\" >0.025010</td>\n",
       "      <td id=\"T_e9b4d_row7_col1\" class=\"data row7 col1\" >-0.024578</td>\n",
       "      <td id=\"T_e9b4d_row7_col2\" class=\"data row7 col2\" >0.016439</td>\n",
       "      <td id=\"T_e9b4d_row7_col3\" class=\"data row7 col3\" >0.016782</td>\n",
       "      <td id=\"T_e9b4d_row7_col4\" class=\"data row7 col4\" >0.016324</td>\n",
       "      <td id=\"T_e9b4d_row7_col5\" class=\"data row7 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row7_col6\" class=\"data row7 col6\" >-0.017790</td>\n",
       "      <td id=\"T_e9b4d_row7_col7\" class=\"data row7 col7\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row7_col8\" class=\"data row7 col8\" >0.022323</td>\n",
       "      <td id=\"T_e9b4d_row7_col9\" class=\"data row7 col9\" >-0.024696</td>\n",
       "      <td id=\"T_e9b4d_row7_col10\" class=\"data row7 col10\" >-0.045422</td>\n",
       "      <td id=\"T_e9b4d_row7_col11\" class=\"data row7 col11\" >-0.017244</td>\n",
       "      <td id=\"T_e9b4d_row7_col12\" class=\"data row7 col12\" >-0.015377</td>\n",
       "      <td id=\"T_e9b4d_row7_col13\" class=\"data row7 col13\" >0.040775</td>\n",
       "      <td id=\"T_e9b4d_row7_col14\" class=\"data row7 col14\" >0.000875</td>\n",
       "      <td id=\"T_e9b4d_row7_col15\" class=\"data row7 col15\" >0.006624</td>\n",
       "      <td id=\"T_e9b4d_row7_col16\" class=\"data row7 col16\" >-0.016927</td>\n",
       "      <td id=\"T_e9b4d_row7_col17\" class=\"data row7 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row7_col18\" class=\"data row7 col18\" >0.052208</td>\n",
       "      <td id=\"T_e9b4d_row7_col19\" class=\"data row7 col19\" >-0.015526</td>\n",
       "      <td id=\"T_e9b4d_row7_col20\" class=\"data row7 col20\" >0.013942</td>\n",
       "      <td id=\"T_e9b4d_row7_col21\" class=\"data row7 col21\" >0.006339</td>\n",
       "      <td id=\"T_e9b4d_row7_col22\" class=\"data row7 col22\" >-0.042453</td>\n",
       "      <td id=\"T_e9b4d_row7_col23\" class=\"data row7 col23\" >-0.045275</td>\n",
       "      <td id=\"T_e9b4d_row7_col24\" class=\"data row7 col24\" >-0.046918</td>\n",
       "      <td id=\"T_e9b4d_row7_col25\" class=\"data row7 col25\" >-0.048041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row8\" class=\"row_heading level0 row8\" >JobInvolvement</th>\n",
       "      <td id=\"T_e9b4d_row8_col0\" class=\"data row8 col0\" >0.014198</td>\n",
       "      <td id=\"T_e9b4d_row8_col1\" class=\"data row8 col1\" >-0.136723</td>\n",
       "      <td id=\"T_e9b4d_row8_col2\" class=\"data row8 col2\" >0.014647</td>\n",
       "      <td id=\"T_e9b4d_row8_col3\" class=\"data row8 col3\" >0.008171</td>\n",
       "      <td id=\"T_e9b4d_row8_col4\" class=\"data row8 col4\" >0.047918</td>\n",
       "      <td id=\"T_e9b4d_row8_col5\" class=\"data row8 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row8_col6\" class=\"data row8 col6\" >0.004142</td>\n",
       "      <td id=\"T_e9b4d_row8_col7\" class=\"data row8 col7\" >0.022323</td>\n",
       "      <td id=\"T_e9b4d_row8_col8\" class=\"data row8 col8\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row8_col9\" class=\"data row8 col9\" >-0.005432</td>\n",
       "      <td id=\"T_e9b4d_row8_col10\" class=\"data row8 col10\" >0.008445</td>\n",
       "      <td id=\"T_e9b4d_row8_col11\" class=\"data row8 col11\" >-0.008157</td>\n",
       "      <td id=\"T_e9b4d_row8_col12\" class=\"data row8 col12\" >-0.011353</td>\n",
       "      <td id=\"T_e9b4d_row8_col13\" class=\"data row8 col13\" >0.003409</td>\n",
       "      <td id=\"T_e9b4d_row8_col14\" class=\"data row8 col14\" >0.017618</td>\n",
       "      <td id=\"T_e9b4d_row8_col15\" class=\"data row8 col15\" >-0.008704</td>\n",
       "      <td id=\"T_e9b4d_row8_col16\" class=\"data row8 col16\" >0.024939</td>\n",
       "      <td id=\"T_e9b4d_row8_col17\" class=\"data row8 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row8_col18\" class=\"data row8 col18\" >0.023378</td>\n",
       "      <td id=\"T_e9b4d_row8_col19\" class=\"data row8 col19\" >-0.003323</td>\n",
       "      <td id=\"T_e9b4d_row8_col20\" class=\"data row8 col20\" >-0.018043</td>\n",
       "      <td id=\"T_e9b4d_row8_col21\" class=\"data row8 col21\" >-0.003080</td>\n",
       "      <td id=\"T_e9b4d_row8_col22\" class=\"data row8 col22\" >-0.012976</td>\n",
       "      <td id=\"T_e9b4d_row8_col23\" class=\"data row8 col23\" >0.007421</td>\n",
       "      <td id=\"T_e9b4d_row8_col24\" class=\"data row8 col24\" >-0.005655</td>\n",
       "      <td id=\"T_e9b4d_row8_col25\" class=\"data row8 col25\" >0.017873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row9\" class=\"row_heading level0 row9\" >JobLevel</th>\n",
       "      <td id=\"T_e9b4d_row9_col0\" class=\"data row9 col0\" >0.494513</td>\n",
       "      <td id=\"T_e9b4d_row9_col1\" class=\"data row9 col1\" >-0.150946</td>\n",
       "      <td id=\"T_e9b4d_row9_col2\" class=\"data row9 col2\" >0.018918</td>\n",
       "      <td id=\"T_e9b4d_row9_col3\" class=\"data row9 col3\" >-0.022935</td>\n",
       "      <td id=\"T_e9b4d_row9_col4\" class=\"data row9 col4\" >0.092793</td>\n",
       "      <td id=\"T_e9b4d_row9_col5\" class=\"data row9 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row9_col6\" class=\"data row9 col6\" >0.011412</td>\n",
       "      <td id=\"T_e9b4d_row9_col7\" class=\"data row9 col7\" >-0.024696</td>\n",
       "      <td id=\"T_e9b4d_row9_col8\" class=\"data row9 col8\" >-0.005432</td>\n",
       "      <td id=\"T_e9b4d_row9_col9\" class=\"data row9 col9\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row9_col10\" class=\"data row9 col10\" >-0.013496</td>\n",
       "      <td id=\"T_e9b4d_row9_col11\" class=\"data row9 col11\" >0.929454</td>\n",
       "      <td id=\"T_e9b4d_row9_col12\" class=\"data row9 col12\" >0.037100</td>\n",
       "      <td id=\"T_e9b4d_row9_col13\" class=\"data row9 col13\" >0.129283</td>\n",
       "      <td id=\"T_e9b4d_row9_col14\" class=\"data row9 col14\" >-0.068162</td>\n",
       "      <td id=\"T_e9b4d_row9_col15\" class=\"data row9 col15\" >-0.036724</td>\n",
       "      <td id=\"T_e9b4d_row9_col16\" class=\"data row9 col16\" >0.020326</td>\n",
       "      <td id=\"T_e9b4d_row9_col17\" class=\"data row9 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row9_col18\" class=\"data row9 col18\" >0.018093</td>\n",
       "      <td id=\"T_e9b4d_row9_col19\" class=\"data row9 col19\" >0.771992</td>\n",
       "      <td id=\"T_e9b4d_row9_col20\" class=\"data row9 col20\" >-0.023013</td>\n",
       "      <td id=\"T_e9b4d_row9_col21\" class=\"data row9 col21\" >0.025591</td>\n",
       "      <td id=\"T_e9b4d_row9_col22\" class=\"data row9 col22\" >0.531508</td>\n",
       "      <td id=\"T_e9b4d_row9_col23\" class=\"data row9 col23\" >0.395806</td>\n",
       "      <td id=\"T_e9b4d_row9_col24\" class=\"data row9 col24\" >0.369260</td>\n",
       "      <td id=\"T_e9b4d_row9_col25\" class=\"data row9 col25\" >0.388242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row10\" class=\"row_heading level0 row10\" >JobSatisfaction</th>\n",
       "      <td id=\"T_e9b4d_row10_col0\" class=\"data row10 col0\" >-0.008569</td>\n",
       "      <td id=\"T_e9b4d_row10_col1\" class=\"data row10 col1\" >-0.083643</td>\n",
       "      <td id=\"T_e9b4d_row10_col2\" class=\"data row10 col2\" >-0.000990</td>\n",
       "      <td id=\"T_e9b4d_row10_col3\" class=\"data row10 col3\" >0.011079</td>\n",
       "      <td id=\"T_e9b4d_row10_col4\" class=\"data row10 col4\" >-0.021315</td>\n",
       "      <td id=\"T_e9b4d_row10_col5\" class=\"data row10 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row10_col6\" class=\"data row10 col6\" >-0.028822</td>\n",
       "      <td id=\"T_e9b4d_row10_col7\" class=\"data row10 col7\" >-0.045422</td>\n",
       "      <td id=\"T_e9b4d_row10_col8\" class=\"data row10 col8\" >0.008445</td>\n",
       "      <td id=\"T_e9b4d_row10_col9\" class=\"data row10 col9\" >-0.013496</td>\n",
       "      <td id=\"T_e9b4d_row10_col10\" class=\"data row10 col10\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row10_col11\" class=\"data row10 col11\" >-0.017253</td>\n",
       "      <td id=\"T_e9b4d_row10_col12\" class=\"data row10 col12\" >-0.004802</td>\n",
       "      <td id=\"T_e9b4d_row10_col13\" class=\"data row10 col13\" >-0.025731</td>\n",
       "      <td id=\"T_e9b4d_row10_col14\" class=\"data row10 col14\" >0.011737</td>\n",
       "      <td id=\"T_e9b4d_row10_col15\" class=\"data row10 col15\" >0.010480</td>\n",
       "      <td id=\"T_e9b4d_row10_col16\" class=\"data row10 col16\" >0.003304</td>\n",
       "      <td id=\"T_e9b4d_row10_col17\" class=\"data row10 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row10_col18\" class=\"data row10 col18\" >0.009259</td>\n",
       "      <td id=\"T_e9b4d_row10_col19\" class=\"data row10 col19\" >-0.028049</td>\n",
       "      <td id=\"T_e9b4d_row10_col20\" class=\"data row10 col20\" >0.004851</td>\n",
       "      <td id=\"T_e9b4d_row10_col21\" class=\"data row10 col21\" >-0.009909</td>\n",
       "      <td id=\"T_e9b4d_row10_col22\" class=\"data row10 col22\" >-0.007907</td>\n",
       "      <td id=\"T_e9b4d_row10_col23\" class=\"data row10 col23\" >-0.013827</td>\n",
       "      <td id=\"T_e9b4d_row10_col24\" class=\"data row10 col24\" >-0.009501</td>\n",
       "      <td id=\"T_e9b4d_row10_col25\" class=\"data row10 col25\" >-0.026253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row11\" class=\"row_heading level0 row11\" >MonthlyIncome</th>\n",
       "      <td id=\"T_e9b4d_row11_col0\" class=\"data row11 col0\" >0.484906</td>\n",
       "      <td id=\"T_e9b4d_row11_col1\" class=\"data row11 col1\" >-0.141174</td>\n",
       "      <td id=\"T_e9b4d_row11_col2\" class=\"data row11 col2\" >0.013665</td>\n",
       "      <td id=\"T_e9b4d_row11_col3\" class=\"data row11 col3\" >-0.038530</td>\n",
       "      <td id=\"T_e9b4d_row11_col4\" class=\"data row11 col4\" >0.087150</td>\n",
       "      <td id=\"T_e9b4d_row11_col5\" class=\"data row11 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row11_col6\" class=\"data row11 col6\" >0.007635</td>\n",
       "      <td id=\"T_e9b4d_row11_col7\" class=\"data row11 col7\" >-0.017244</td>\n",
       "      <td id=\"T_e9b4d_row11_col8\" class=\"data row11 col8\" >-0.008157</td>\n",
       "      <td id=\"T_e9b4d_row11_col9\" class=\"data row11 col9\" >0.929454</td>\n",
       "      <td id=\"T_e9b4d_row11_col10\" class=\"data row11 col10\" >-0.017253</td>\n",
       "      <td id=\"T_e9b4d_row11_col11\" class=\"data row11 col11\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row11_col12\" class=\"data row11 col12\" >0.037241</td>\n",
       "      <td id=\"T_e9b4d_row11_col13\" class=\"data row11 col13\" >0.128523</td>\n",
       "      <td id=\"T_e9b4d_row11_col14\" class=\"data row11 col14\" >-0.067470</td>\n",
       "      <td id=\"T_e9b4d_row11_col15\" class=\"data row11 col15\" >-0.040596</td>\n",
       "      <td id=\"T_e9b4d_row11_col16\" class=\"data row11 col16\" >0.024664</td>\n",
       "      <td id=\"T_e9b4d_row11_col17\" class=\"data row11 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row11_col18\" class=\"data row11 col18\" >0.012337</td>\n",
       "      <td id=\"T_e9b4d_row11_col19\" class=\"data row11 col19\" >0.756952</td>\n",
       "      <td id=\"T_e9b4d_row11_col20\" class=\"data row11 col20\" >-0.025083</td>\n",
       "      <td id=\"T_e9b4d_row11_col21\" class=\"data row11 col21\" >0.017551</td>\n",
       "      <td id=\"T_e9b4d_row11_col22\" class=\"data row11 col22\" >0.524984</td>\n",
       "      <td id=\"T_e9b4d_row11_col23\" class=\"data row11 col23\" >0.377940</td>\n",
       "      <td id=\"T_e9b4d_row11_col24\" class=\"data row11 col24\" >0.363867</td>\n",
       "      <td id=\"T_e9b4d_row11_col25\" class=\"data row11 col25\" >0.366756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row12\" class=\"row_heading level0 row12\" >MonthlyRate</th>\n",
       "      <td id=\"T_e9b4d_row12_col0\" class=\"data row12 col0\" >0.017596</td>\n",
       "      <td id=\"T_e9b4d_row12_col1\" class=\"data row12 col1\" >0.002858</td>\n",
       "      <td id=\"T_e9b4d_row12_col2\" class=\"data row12 col2\" >-0.018623</td>\n",
       "      <td id=\"T_e9b4d_row12_col3\" class=\"data row12 col3\" >0.022792</td>\n",
       "      <td id=\"T_e9b4d_row12_col4\" class=\"data row12 col4\" >-0.007876</td>\n",
       "      <td id=\"T_e9b4d_row12_col5\" class=\"data row12 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row12_col6\" class=\"data row12 col6\" >0.011030</td>\n",
       "      <td id=\"T_e9b4d_row12_col7\" class=\"data row12 col7\" >-0.015377</td>\n",
       "      <td id=\"T_e9b4d_row12_col8\" class=\"data row12 col8\" >-0.011353</td>\n",
       "      <td id=\"T_e9b4d_row12_col9\" class=\"data row12 col9\" >0.037100</td>\n",
       "      <td id=\"T_e9b4d_row12_col10\" class=\"data row12 col10\" >-0.004802</td>\n",
       "      <td id=\"T_e9b4d_row12_col11\" class=\"data row12 col11\" >0.037241</td>\n",
       "      <td id=\"T_e9b4d_row12_col12\" class=\"data row12 col12\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row12_col13\" class=\"data row12 col13\" >-0.005371</td>\n",
       "      <td id=\"T_e9b4d_row12_col14\" class=\"data row12 col14\" >0.023881</td>\n",
       "      <td id=\"T_e9b4d_row12_col15\" class=\"data row12 col15\" >0.013977</td>\n",
       "      <td id=\"T_e9b4d_row12_col16\" class=\"data row12 col16\" >0.001389</td>\n",
       "      <td id=\"T_e9b4d_row12_col17\" class=\"data row12 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row12_col18\" class=\"data row12 col18\" >-0.034096</td>\n",
       "      <td id=\"T_e9b4d_row12_col19\" class=\"data row12 col19\" >0.018727</td>\n",
       "      <td id=\"T_e9b4d_row12_col20\" class=\"data row12 col20\" >0.013553</td>\n",
       "      <td id=\"T_e9b4d_row12_col21\" class=\"data row12 col21\" >0.007169</td>\n",
       "      <td id=\"T_e9b4d_row12_col22\" class=\"data row12 col22\" >0.010649</td>\n",
       "      <td id=\"T_e9b4d_row12_col23\" class=\"data row12 col23\" >0.017234</td>\n",
       "      <td id=\"T_e9b4d_row12_col24\" class=\"data row12 col24\" >0.011218</td>\n",
       "      <td id=\"T_e9b4d_row12_col25\" class=\"data row12 col25\" >-0.012137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row13\" class=\"row_heading level0 row13\" >NumCompaniesWorked</th>\n",
       "      <td id=\"T_e9b4d_row13_col0\" class=\"data row13 col0\" >0.300420</td>\n",
       "      <td id=\"T_e9b4d_row13_col1\" class=\"data row13 col1\" >0.041593</td>\n",
       "      <td id=\"T_e9b4d_row13_col2\" class=\"data row13 col2\" >0.006906</td>\n",
       "      <td id=\"T_e9b4d_row13_col3\" class=\"data row13 col3\" >-0.029539</td>\n",
       "      <td id=\"T_e9b4d_row13_col4\" class=\"data row13 col4\" >0.108056</td>\n",
       "      <td id=\"T_e9b4d_row13_col5\" class=\"data row13 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row13_col6\" class=\"data row13 col6\" >-0.016695</td>\n",
       "      <td id=\"T_e9b4d_row13_col7\" class=\"data row13 col7\" >0.040775</td>\n",
       "      <td id=\"T_e9b4d_row13_col8\" class=\"data row13 col8\" >0.003409</td>\n",
       "      <td id=\"T_e9b4d_row13_col9\" class=\"data row13 col9\" >0.129283</td>\n",
       "      <td id=\"T_e9b4d_row13_col10\" class=\"data row13 col10\" >-0.025731</td>\n",
       "      <td id=\"T_e9b4d_row13_col11\" class=\"data row13 col11\" >0.128523</td>\n",
       "      <td id=\"T_e9b4d_row13_col12\" class=\"data row13 col12\" >-0.005371</td>\n",
       "      <td id=\"T_e9b4d_row13_col13\" class=\"data row13 col13\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row13_col14\" class=\"data row13 col14\" >-0.019966</td>\n",
       "      <td id=\"T_e9b4d_row13_col15\" class=\"data row13 col15\" >-0.012981</td>\n",
       "      <td id=\"T_e9b4d_row13_col16\" class=\"data row13 col16\" >0.017428</td>\n",
       "      <td id=\"T_e9b4d_row13_col17\" class=\"data row13 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row13_col18\" class=\"data row13 col18\" >0.035792</td>\n",
       "      <td id=\"T_e9b4d_row13_col19\" class=\"data row13 col19\" >0.231910</td>\n",
       "      <td id=\"T_e9b4d_row13_col20\" class=\"data row13 col20\" >-0.031623</td>\n",
       "      <td id=\"T_e9b4d_row13_col21\" class=\"data row13 col21\" >-0.005216</td>\n",
       "      <td id=\"T_e9b4d_row13_col22\" class=\"data row13 col22\" >-0.119696</td>\n",
       "      <td id=\"T_e9b4d_row13_col23\" class=\"data row13 col23\" >-0.105239</td>\n",
       "      <td id=\"T_e9b4d_row13_col24\" class=\"data row13 col24\" >-0.046392</td>\n",
       "      <td id=\"T_e9b4d_row13_col25\" class=\"data row13 col25\" >-0.114711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row14\" class=\"row_heading level0 row14\" >PercentSalaryHike</th>\n",
       "      <td id=\"T_e9b4d_row14_col0\" class=\"data row14 col0\" >-0.025849</td>\n",
       "      <td id=\"T_e9b4d_row14_col1\" class=\"data row14 col1\" >-0.019558</td>\n",
       "      <td id=\"T_e9b4d_row14_col2\" class=\"data row14 col2\" >-0.003529</td>\n",
       "      <td id=\"T_e9b4d_row14_col3\" class=\"data row14 col3\" >0.039895</td>\n",
       "      <td id=\"T_e9b4d_row14_col4\" class=\"data row14 col4\" >-0.019263</td>\n",
       "      <td id=\"T_e9b4d_row14_col5\" class=\"data row14 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row14_col6\" class=\"data row14 col6\" >-0.038525</td>\n",
       "      <td id=\"T_e9b4d_row14_col7\" class=\"data row14 col7\" >0.000875</td>\n",
       "      <td id=\"T_e9b4d_row14_col8\" class=\"data row14 col8\" >0.017618</td>\n",
       "      <td id=\"T_e9b4d_row14_col9\" class=\"data row14 col9\" >-0.068162</td>\n",
       "      <td id=\"T_e9b4d_row14_col10\" class=\"data row14 col10\" >0.011737</td>\n",
       "      <td id=\"T_e9b4d_row14_col11\" class=\"data row14 col11\" >-0.067470</td>\n",
       "      <td id=\"T_e9b4d_row14_col12\" class=\"data row14 col12\" >0.023881</td>\n",
       "      <td id=\"T_e9b4d_row14_col13\" class=\"data row14 col13\" >-0.019966</td>\n",
       "      <td id=\"T_e9b4d_row14_col14\" class=\"data row14 col14\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row14_col15\" class=\"data row14 col15\" >0.763140</td>\n",
       "      <td id=\"T_e9b4d_row14_col16\" class=\"data row14 col16\" >-0.043624</td>\n",
       "      <td id=\"T_e9b4d_row14_col17\" class=\"data row14 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row14_col18\" class=\"data row14 col18\" >0.039209</td>\n",
       "      <td id=\"T_e9b4d_row14_col19\" class=\"data row14 col19\" >-0.047740</td>\n",
       "      <td id=\"T_e9b4d_row14_col20\" class=\"data row14 col20\" >-0.005217</td>\n",
       "      <td id=\"T_e9b4d_row14_col21\" class=\"data row14 col21\" >-0.004230</td>\n",
       "      <td id=\"T_e9b4d_row14_col22\" class=\"data row14 col22\" >-0.053119</td>\n",
       "      <td id=\"T_e9b4d_row14_col23\" class=\"data row14 col23\" >-0.020231</td>\n",
       "      <td id=\"T_e9b4d_row14_col24\" class=\"data row14 col24\" >-0.042054</td>\n",
       "      <td id=\"T_e9b4d_row14_col25\" class=\"data row14 col25\" >-0.033533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row15\" class=\"row_heading level0 row15\" >PerformanceRating</th>\n",
       "      <td id=\"T_e9b4d_row15_col0\" class=\"data row15 col0\" >-0.007644</td>\n",
       "      <td id=\"T_e9b4d_row15_col1\" class=\"data row15 col1\" >0.010335</td>\n",
       "      <td id=\"T_e9b4d_row15_col2\" class=\"data row15 col2\" >-0.026302</td>\n",
       "      <td id=\"T_e9b4d_row15_col3\" class=\"data row15 col3\" >0.034365</td>\n",
       "      <td id=\"T_e9b4d_row15_col4\" class=\"data row15 col4\" >-0.006715</td>\n",
       "      <td id=\"T_e9b4d_row15_col5\" class=\"data row15 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row15_col6\" class=\"data row15 col6\" >-0.041250</td>\n",
       "      <td id=\"T_e9b4d_row15_col7\" class=\"data row15 col7\" >0.006624</td>\n",
       "      <td id=\"T_e9b4d_row15_col8\" class=\"data row15 col8\" >-0.008704</td>\n",
       "      <td id=\"T_e9b4d_row15_col9\" class=\"data row15 col9\" >-0.036724</td>\n",
       "      <td id=\"T_e9b4d_row15_col10\" class=\"data row15 col10\" >0.010480</td>\n",
       "      <td id=\"T_e9b4d_row15_col11\" class=\"data row15 col11\" >-0.040596</td>\n",
       "      <td id=\"T_e9b4d_row15_col12\" class=\"data row15 col12\" >0.013977</td>\n",
       "      <td id=\"T_e9b4d_row15_col13\" class=\"data row15 col13\" >-0.012981</td>\n",
       "      <td id=\"T_e9b4d_row15_col14\" class=\"data row15 col14\" >0.763140</td>\n",
       "      <td id=\"T_e9b4d_row15_col15\" class=\"data row15 col15\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row15_col16\" class=\"data row15 col16\" >-0.024242</td>\n",
       "      <td id=\"T_e9b4d_row15_col17\" class=\"data row15 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row15_col18\" class=\"data row15 col18\" >0.026744</td>\n",
       "      <td id=\"T_e9b4d_row15_col19\" class=\"data row15 col19\" >-0.005537</td>\n",
       "      <td id=\"T_e9b4d_row15_col20\" class=\"data row15 col20\" >-0.009894</td>\n",
       "      <td id=\"T_e9b4d_row15_col21\" class=\"data row15 col21\" >-0.014859</td>\n",
       "      <td id=\"T_e9b4d_row15_col22\" class=\"data row15 col22\" >-0.003266</td>\n",
       "      <td id=\"T_e9b4d_row15_col23\" class=\"data row15 col23\" >0.014770</td>\n",
       "      <td id=\"T_e9b4d_row15_col24\" class=\"data row15 col24\" >0.006277</td>\n",
       "      <td id=\"T_e9b4d_row15_col25\" class=\"data row15 col25\" >0.011784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row16\" class=\"row_heading level0 row16\" >RelationshipSatisfaction</th>\n",
       "      <td id=\"T_e9b4d_row16_col0\" class=\"data row16 col0\" >0.053845</td>\n",
       "      <td id=\"T_e9b4d_row16_col1\" class=\"data row16 col1\" >-0.067564</td>\n",
       "      <td id=\"T_e9b4d_row16_col2\" class=\"data row16 col2\" >0.006541</td>\n",
       "      <td id=\"T_e9b4d_row16_col3\" class=\"data row16 col3\" >-0.003659</td>\n",
       "      <td id=\"T_e9b4d_row16_col4\" class=\"data row16 col4\" >-0.006827</td>\n",
       "      <td id=\"T_e9b4d_row16_col5\" class=\"data row16 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row16_col6\" class=\"data row16 col6\" >-0.015008</td>\n",
       "      <td id=\"T_e9b4d_row16_col7\" class=\"data row16 col7\" >-0.016927</td>\n",
       "      <td id=\"T_e9b4d_row16_col8\" class=\"data row16 col8\" >0.024939</td>\n",
       "      <td id=\"T_e9b4d_row16_col9\" class=\"data row16 col9\" >0.020326</td>\n",
       "      <td id=\"T_e9b4d_row16_col10\" class=\"data row16 col10\" >0.003304</td>\n",
       "      <td id=\"T_e9b4d_row16_col11\" class=\"data row16 col11\" >0.024664</td>\n",
       "      <td id=\"T_e9b4d_row16_col12\" class=\"data row16 col12\" >0.001389</td>\n",
       "      <td id=\"T_e9b4d_row16_col13\" class=\"data row16 col13\" >0.017428</td>\n",
       "      <td id=\"T_e9b4d_row16_col14\" class=\"data row16 col14\" >-0.043624</td>\n",
       "      <td id=\"T_e9b4d_row16_col15\" class=\"data row16 col15\" >-0.024242</td>\n",
       "      <td id=\"T_e9b4d_row16_col16\" class=\"data row16 col16\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row16_col17\" class=\"data row16 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row16_col18\" class=\"data row16 col18\" >-0.045233</td>\n",
       "      <td id=\"T_e9b4d_row16_col19\" class=\"data row16 col19\" >0.027359</td>\n",
       "      <td id=\"T_e9b4d_row16_col20\" class=\"data row16 col20\" >-0.008804</td>\n",
       "      <td id=\"T_e9b4d_row16_col21\" class=\"data row16 col21\" >0.006659</td>\n",
       "      <td id=\"T_e9b4d_row16_col22\" class=\"data row16 col22\" >0.023699</td>\n",
       "      <td id=\"T_e9b4d_row16_col23\" class=\"data row16 col23\" >-0.002490</td>\n",
       "      <td id=\"T_e9b4d_row16_col24\" class=\"data row16 col24\" >0.032832</td>\n",
       "      <td id=\"T_e9b4d_row16_col25\" class=\"data row16 col25\" >0.018537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row17\" class=\"row_heading level0 row17\" >StandardHours</th>\n",
       "      <td id=\"T_e9b4d_row17_col0\" class=\"data row17 col0\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col1\" class=\"data row17 col1\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col2\" class=\"data row17 col2\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col3\" class=\"data row17 col3\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col4\" class=\"data row17 col4\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col5\" class=\"data row17 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col6\" class=\"data row17 col6\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col7\" class=\"data row17 col7\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col8\" class=\"data row17 col8\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col9\" class=\"data row17 col9\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col10\" class=\"data row17 col10\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col11\" class=\"data row17 col11\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col12\" class=\"data row17 col12\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col13\" class=\"data row17 col13\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col14\" class=\"data row17 col14\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col15\" class=\"data row17 col15\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col16\" class=\"data row17 col16\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col17\" class=\"data row17 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col18\" class=\"data row17 col18\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col19\" class=\"data row17 col19\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col20\" class=\"data row17 col20\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col21\" class=\"data row17 col21\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col22\" class=\"data row17 col22\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col23\" class=\"data row17 col23\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col24\" class=\"data row17 col24\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row17_col25\" class=\"data row17 col25\" >nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row18\" class=\"row_heading level0 row18\" >StockOptionLevel</th>\n",
       "      <td id=\"T_e9b4d_row18_col0\" class=\"data row18 col0\" >0.053035</td>\n",
       "      <td id=\"T_e9b4d_row18_col1\" class=\"data row18 col1\" >-0.161068</td>\n",
       "      <td id=\"T_e9b4d_row18_col2\" class=\"data row18 col2\" >0.026551</td>\n",
       "      <td id=\"T_e9b4d_row18_col3\" class=\"data row18 col3\" >0.043318</td>\n",
       "      <td id=\"T_e9b4d_row18_col4\" class=\"data row18 col4\" >0.029723</td>\n",
       "      <td id=\"T_e9b4d_row18_col5\" class=\"data row18 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row18_col6\" class=\"data row18 col6\" >0.002011</td>\n",
       "      <td id=\"T_e9b4d_row18_col7\" class=\"data row18 col7\" >0.052208</td>\n",
       "      <td id=\"T_e9b4d_row18_col8\" class=\"data row18 col8\" >0.023378</td>\n",
       "      <td id=\"T_e9b4d_row18_col9\" class=\"data row18 col9\" >0.018093</td>\n",
       "      <td id=\"T_e9b4d_row18_col10\" class=\"data row18 col10\" >0.009259</td>\n",
       "      <td id=\"T_e9b4d_row18_col11\" class=\"data row18 col11\" >0.012337</td>\n",
       "      <td id=\"T_e9b4d_row18_col12\" class=\"data row18 col12\" >-0.034096</td>\n",
       "      <td id=\"T_e9b4d_row18_col13\" class=\"data row18 col13\" >0.035792</td>\n",
       "      <td id=\"T_e9b4d_row18_col14\" class=\"data row18 col14\" >0.039209</td>\n",
       "      <td id=\"T_e9b4d_row18_col15\" class=\"data row18 col15\" >0.026744</td>\n",
       "      <td id=\"T_e9b4d_row18_col16\" class=\"data row18 col16\" >-0.045233</td>\n",
       "      <td id=\"T_e9b4d_row18_col17\" class=\"data row18 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row18_col18\" class=\"data row18 col18\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row18_col19\" class=\"data row18 col19\" >0.017878</td>\n",
       "      <td id=\"T_e9b4d_row18_col20\" class=\"data row18 col20\" >-0.001548</td>\n",
       "      <td id=\"T_e9b4d_row18_col21\" class=\"data row18 col21\" >0.009094</td>\n",
       "      <td id=\"T_e9b4d_row18_col22\" class=\"data row18 col22\" >0.012529</td>\n",
       "      <td id=\"T_e9b4d_row18_col23\" class=\"data row18 col23\" >0.045033</td>\n",
       "      <td id=\"T_e9b4d_row18_col24\" class=\"data row18 col24\" >-0.008301</td>\n",
       "      <td id=\"T_e9b4d_row18_col25\" class=\"data row18 col25\" >0.016561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row19\" class=\"row_heading level0 row19\" >TotalWorkingYears</th>\n",
       "      <td id=\"T_e9b4d_row19_col0\" class=\"data row19 col0\" >0.664877</td>\n",
       "      <td id=\"T_e9b4d_row19_col1\" class=\"data row19 col1\" >-0.152672</td>\n",
       "      <td id=\"T_e9b4d_row19_col2\" class=\"data row19 col2\" >0.031510</td>\n",
       "      <td id=\"T_e9b4d_row19_col3\" class=\"data row19 col3\" >-0.013499</td>\n",
       "      <td id=\"T_e9b4d_row19_col4\" class=\"data row19 col4\" >0.150169</td>\n",
       "      <td id=\"T_e9b4d_row19_col5\" class=\"data row19 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row19_col6\" class=\"data row19 col6\" >0.009490</td>\n",
       "      <td id=\"T_e9b4d_row19_col7\" class=\"data row19 col7\" >-0.015526</td>\n",
       "      <td id=\"T_e9b4d_row19_col8\" class=\"data row19 col8\" >-0.003323</td>\n",
       "      <td id=\"T_e9b4d_row19_col9\" class=\"data row19 col9\" >0.771992</td>\n",
       "      <td id=\"T_e9b4d_row19_col10\" class=\"data row19 col10\" >-0.028049</td>\n",
       "      <td id=\"T_e9b4d_row19_col11\" class=\"data row19 col11\" >0.756952</td>\n",
       "      <td id=\"T_e9b4d_row19_col12\" class=\"data row19 col12\" >0.018727</td>\n",
       "      <td id=\"T_e9b4d_row19_col13\" class=\"data row19 col13\" >0.231910</td>\n",
       "      <td id=\"T_e9b4d_row19_col14\" class=\"data row19 col14\" >-0.047740</td>\n",
       "      <td id=\"T_e9b4d_row19_col15\" class=\"data row19 col15\" >-0.005537</td>\n",
       "      <td id=\"T_e9b4d_row19_col16\" class=\"data row19 col16\" >0.027359</td>\n",
       "      <td id=\"T_e9b4d_row19_col17\" class=\"data row19 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row19_col18\" class=\"data row19 col18\" >0.017878</td>\n",
       "      <td id=\"T_e9b4d_row19_col19\" class=\"data row19 col19\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row19_col20\" class=\"data row19 col20\" >-0.041458</td>\n",
       "      <td id=\"T_e9b4d_row19_col21\" class=\"data row19 col21\" >0.000827</td>\n",
       "      <td id=\"T_e9b4d_row19_col22\" class=\"data row19 col22\" >0.639172</td>\n",
       "      <td id=\"T_e9b4d_row19_col23\" class=\"data row19 col23\" >0.469486</td>\n",
       "      <td id=\"T_e9b4d_row19_col24\" class=\"data row19 col24\" >0.413989</td>\n",
       "      <td id=\"T_e9b4d_row19_col25\" class=\"data row19 col25\" >0.478625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row20\" class=\"row_heading level0 row20\" >TrainingTimesLastYear</th>\n",
       "      <td id=\"T_e9b4d_row20_col0\" class=\"data row20 col0\" >-0.001773</td>\n",
       "      <td id=\"T_e9b4d_row20_col1\" class=\"data row20 col1\" >-0.038448</td>\n",
       "      <td id=\"T_e9b4d_row20_col2\" class=\"data row20 col2\" >-0.013026</td>\n",
       "      <td id=\"T_e9b4d_row20_col3\" class=\"data row20 col3\" >-0.017888</td>\n",
       "      <td id=\"T_e9b4d_row20_col4\" class=\"data row20 col4\" >-0.018703</td>\n",
       "      <td id=\"T_e9b4d_row20_col5\" class=\"data row20 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row20_col6\" class=\"data row20 col6\" >-0.024590</td>\n",
       "      <td id=\"T_e9b4d_row20_col7\" class=\"data row20 col7\" >0.013942</td>\n",
       "      <td id=\"T_e9b4d_row20_col8\" class=\"data row20 col8\" >-0.018043</td>\n",
       "      <td id=\"T_e9b4d_row20_col9\" class=\"data row20 col9\" >-0.023013</td>\n",
       "      <td id=\"T_e9b4d_row20_col10\" class=\"data row20 col10\" >0.004851</td>\n",
       "      <td id=\"T_e9b4d_row20_col11\" class=\"data row20 col11\" >-0.025083</td>\n",
       "      <td id=\"T_e9b4d_row20_col12\" class=\"data row20 col12\" >0.013553</td>\n",
       "      <td id=\"T_e9b4d_row20_col13\" class=\"data row20 col13\" >-0.031623</td>\n",
       "      <td id=\"T_e9b4d_row20_col14\" class=\"data row20 col14\" >-0.005217</td>\n",
       "      <td id=\"T_e9b4d_row20_col15\" class=\"data row20 col15\" >-0.009894</td>\n",
       "      <td id=\"T_e9b4d_row20_col16\" class=\"data row20 col16\" >-0.008804</td>\n",
       "      <td id=\"T_e9b4d_row20_col17\" class=\"data row20 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row20_col18\" class=\"data row20 col18\" >-0.001548</td>\n",
       "      <td id=\"T_e9b4d_row20_col19\" class=\"data row20 col19\" >-0.041458</td>\n",
       "      <td id=\"T_e9b4d_row20_col20\" class=\"data row20 col20\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row20_col21\" class=\"data row20 col21\" >0.010453</td>\n",
       "      <td id=\"T_e9b4d_row20_col22\" class=\"data row20 col22\" >-0.030650</td>\n",
       "      <td id=\"T_e9b4d_row20_col23\" class=\"data row20 col23\" >-0.037505</td>\n",
       "      <td id=\"T_e9b4d_row20_col24\" class=\"data row20 col24\" >-0.020920</td>\n",
       "      <td id=\"T_e9b4d_row20_col25\" class=\"data row20 col25\" >-0.031816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row21\" class=\"row_heading level0 row21\" >WorkLifeBalance</th>\n",
       "      <td id=\"T_e9b4d_row21_col0\" class=\"data row21 col0\" >0.005632</td>\n",
       "      <td id=\"T_e9b4d_row21_col1\" class=\"data row21 col1\" >-0.055301</td>\n",
       "      <td id=\"T_e9b4d_row21_col2\" class=\"data row21 col2\" >-0.006037</td>\n",
       "      <td id=\"T_e9b4d_row21_col3\" class=\"data row21 col3\" >-0.022031</td>\n",
       "      <td id=\"T_e9b4d_row21_col4\" class=\"data row21 col4\" >-0.000152</td>\n",
       "      <td id=\"T_e9b4d_row21_col5\" class=\"data row21 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row21_col6\" class=\"data row21 col6\" >0.036751</td>\n",
       "      <td id=\"T_e9b4d_row21_col7\" class=\"data row21 col7\" >0.006339</td>\n",
       "      <td id=\"T_e9b4d_row21_col8\" class=\"data row21 col8\" >-0.003080</td>\n",
       "      <td id=\"T_e9b4d_row21_col9\" class=\"data row21 col9\" >0.025591</td>\n",
       "      <td id=\"T_e9b4d_row21_col10\" class=\"data row21 col10\" >-0.009909</td>\n",
       "      <td id=\"T_e9b4d_row21_col11\" class=\"data row21 col11\" >0.017551</td>\n",
       "      <td id=\"T_e9b4d_row21_col12\" class=\"data row21 col12\" >0.007169</td>\n",
       "      <td id=\"T_e9b4d_row21_col13\" class=\"data row21 col13\" >-0.005216</td>\n",
       "      <td id=\"T_e9b4d_row21_col14\" class=\"data row21 col14\" >-0.004230</td>\n",
       "      <td id=\"T_e9b4d_row21_col15\" class=\"data row21 col15\" >-0.014859</td>\n",
       "      <td id=\"T_e9b4d_row21_col16\" class=\"data row21 col16\" >0.006659</td>\n",
       "      <td id=\"T_e9b4d_row21_col17\" class=\"data row21 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row21_col18\" class=\"data row21 col18\" >0.009094</td>\n",
       "      <td id=\"T_e9b4d_row21_col19\" class=\"data row21 col19\" >0.000827</td>\n",
       "      <td id=\"T_e9b4d_row21_col20\" class=\"data row21 col20\" >0.010453</td>\n",
       "      <td id=\"T_e9b4d_row21_col21\" class=\"data row21 col21\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row21_col22\" class=\"data row21 col22\" >-0.009338</td>\n",
       "      <td id=\"T_e9b4d_row21_col23\" class=\"data row21 col23\" >0.019931</td>\n",
       "      <td id=\"T_e9b4d_row21_col24\" class=\"data row21 col24\" >-0.002974</td>\n",
       "      <td id=\"T_e9b4d_row21_col25\" class=\"data row21 col25\" >-0.010050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row22\" class=\"row_heading level0 row22\" >YearsAtCompany</th>\n",
       "      <td id=\"T_e9b4d_row22_col0\" class=\"data row22 col0\" >0.309317</td>\n",
       "      <td id=\"T_e9b4d_row22_col1\" class=\"data row22 col1\" >-0.129427</td>\n",
       "      <td id=\"T_e9b4d_row22_col2\" class=\"data row22 col2\" >0.014375</td>\n",
       "      <td id=\"T_e9b4d_row22_col3\" class=\"data row22 col3\" >-0.006953</td>\n",
       "      <td id=\"T_e9b4d_row22_col4\" class=\"data row22 col4\" >0.093917</td>\n",
       "      <td id=\"T_e9b4d_row22_col5\" class=\"data row22 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row22_col6\" class=\"data row22 col6\" >0.005262</td>\n",
       "      <td id=\"T_e9b4d_row22_col7\" class=\"data row22 col7\" >-0.042453</td>\n",
       "      <td id=\"T_e9b4d_row22_col8\" class=\"data row22 col8\" >-0.012976</td>\n",
       "      <td id=\"T_e9b4d_row22_col9\" class=\"data row22 col9\" >0.531508</td>\n",
       "      <td id=\"T_e9b4d_row22_col10\" class=\"data row22 col10\" >-0.007907</td>\n",
       "      <td id=\"T_e9b4d_row22_col11\" class=\"data row22 col11\" >0.524984</td>\n",
       "      <td id=\"T_e9b4d_row22_col12\" class=\"data row22 col12\" >0.010649</td>\n",
       "      <td id=\"T_e9b4d_row22_col13\" class=\"data row22 col13\" >-0.119696</td>\n",
       "      <td id=\"T_e9b4d_row22_col14\" class=\"data row22 col14\" >-0.053119</td>\n",
       "      <td id=\"T_e9b4d_row22_col15\" class=\"data row22 col15\" >-0.003266</td>\n",
       "      <td id=\"T_e9b4d_row22_col16\" class=\"data row22 col16\" >0.023699</td>\n",
       "      <td id=\"T_e9b4d_row22_col17\" class=\"data row22 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row22_col18\" class=\"data row22 col18\" >0.012529</td>\n",
       "      <td id=\"T_e9b4d_row22_col19\" class=\"data row22 col19\" >0.639172</td>\n",
       "      <td id=\"T_e9b4d_row22_col20\" class=\"data row22 col20\" >-0.030650</td>\n",
       "      <td id=\"T_e9b4d_row22_col21\" class=\"data row22 col21\" >-0.009338</td>\n",
       "      <td id=\"T_e9b4d_row22_col22\" class=\"data row22 col22\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row22_col23\" class=\"data row22 col23\" >0.770042</td>\n",
       "      <td id=\"T_e9b4d_row22_col24\" class=\"data row22 col24\" >0.616504</td>\n",
       "      <td id=\"T_e9b4d_row22_col25\" class=\"data row22 col25\" >0.780575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row23\" class=\"row_heading level0 row23\" >YearsInCurrentRole</th>\n",
       "      <td id=\"T_e9b4d_row23_col0\" class=\"data row23 col0\" >0.216682</td>\n",
       "      <td id=\"T_e9b4d_row23_col1\" class=\"data row23 col1\" >-0.145807</td>\n",
       "      <td id=\"T_e9b4d_row23_col2\" class=\"data row23 col2\" >0.032413</td>\n",
       "      <td id=\"T_e9b4d_row23_col3\" class=\"data row23 col3\" >0.005913</td>\n",
       "      <td id=\"T_e9b4d_row23_col4\" class=\"data row23 col4\" >0.078132</td>\n",
       "      <td id=\"T_e9b4d_row23_col5\" class=\"data row23 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row23_col6\" class=\"data row23 col6\" >0.017246</td>\n",
       "      <td id=\"T_e9b4d_row23_col7\" class=\"data row23 col7\" >-0.045275</td>\n",
       "      <td id=\"T_e9b4d_row23_col8\" class=\"data row23 col8\" >0.007421</td>\n",
       "      <td id=\"T_e9b4d_row23_col9\" class=\"data row23 col9\" >0.395806</td>\n",
       "      <td id=\"T_e9b4d_row23_col10\" class=\"data row23 col10\" >-0.013827</td>\n",
       "      <td id=\"T_e9b4d_row23_col11\" class=\"data row23 col11\" >0.377940</td>\n",
       "      <td id=\"T_e9b4d_row23_col12\" class=\"data row23 col12\" >0.017234</td>\n",
       "      <td id=\"T_e9b4d_row23_col13\" class=\"data row23 col13\" >-0.105239</td>\n",
       "      <td id=\"T_e9b4d_row23_col14\" class=\"data row23 col14\" >-0.020231</td>\n",
       "      <td id=\"T_e9b4d_row23_col15\" class=\"data row23 col15\" >0.014770</td>\n",
       "      <td id=\"T_e9b4d_row23_col16\" class=\"data row23 col16\" >-0.002490</td>\n",
       "      <td id=\"T_e9b4d_row23_col17\" class=\"data row23 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row23_col18\" class=\"data row23 col18\" >0.045033</td>\n",
       "      <td id=\"T_e9b4d_row23_col19\" class=\"data row23 col19\" >0.469486</td>\n",
       "      <td id=\"T_e9b4d_row23_col20\" class=\"data row23 col20\" >-0.037505</td>\n",
       "      <td id=\"T_e9b4d_row23_col21\" class=\"data row23 col21\" >0.019931</td>\n",
       "      <td id=\"T_e9b4d_row23_col22\" class=\"data row23 col22\" >0.770042</td>\n",
       "      <td id=\"T_e9b4d_row23_col23\" class=\"data row23 col23\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row23_col24\" class=\"data row23 col24\" >0.540445</td>\n",
       "      <td id=\"T_e9b4d_row23_col25\" class=\"data row23 col25\" >0.733855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row24\" class=\"row_heading level0 row24\" >YearsSinceLastPromotion</th>\n",
       "      <td id=\"T_e9b4d_row24_col0\" class=\"data row24 col0\" >0.211709</td>\n",
       "      <td id=\"T_e9b4d_row24_col1\" class=\"data row24 col1\" >-0.033562</td>\n",
       "      <td id=\"T_e9b4d_row24_col2\" class=\"data row24 col2\" >-0.001939</td>\n",
       "      <td id=\"T_e9b4d_row24_col3\" class=\"data row24 col3\" >0.003824</td>\n",
       "      <td id=\"T_e9b4d_row24_col4\" class=\"data row24 col4\" >0.051814</td>\n",
       "      <td id=\"T_e9b4d_row24_col5\" class=\"data row24 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row24_col6\" class=\"data row24 col6\" >0.022096</td>\n",
       "      <td id=\"T_e9b4d_row24_col7\" class=\"data row24 col7\" >-0.046918</td>\n",
       "      <td id=\"T_e9b4d_row24_col8\" class=\"data row24 col8\" >-0.005655</td>\n",
       "      <td id=\"T_e9b4d_row24_col9\" class=\"data row24 col9\" >0.369260</td>\n",
       "      <td id=\"T_e9b4d_row24_col10\" class=\"data row24 col10\" >-0.009501</td>\n",
       "      <td id=\"T_e9b4d_row24_col11\" class=\"data row24 col11\" >0.363867</td>\n",
       "      <td id=\"T_e9b4d_row24_col12\" class=\"data row24 col12\" >0.011218</td>\n",
       "      <td id=\"T_e9b4d_row24_col13\" class=\"data row24 col13\" >-0.046392</td>\n",
       "      <td id=\"T_e9b4d_row24_col14\" class=\"data row24 col14\" >-0.042054</td>\n",
       "      <td id=\"T_e9b4d_row24_col15\" class=\"data row24 col15\" >0.006277</td>\n",
       "      <td id=\"T_e9b4d_row24_col16\" class=\"data row24 col16\" >0.032832</td>\n",
       "      <td id=\"T_e9b4d_row24_col17\" class=\"data row24 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row24_col18\" class=\"data row24 col18\" >-0.008301</td>\n",
       "      <td id=\"T_e9b4d_row24_col19\" class=\"data row24 col19\" >0.413989</td>\n",
       "      <td id=\"T_e9b4d_row24_col20\" class=\"data row24 col20\" >-0.020920</td>\n",
       "      <td id=\"T_e9b4d_row24_col21\" class=\"data row24 col21\" >-0.002974</td>\n",
       "      <td id=\"T_e9b4d_row24_col22\" class=\"data row24 col22\" >0.616504</td>\n",
       "      <td id=\"T_e9b4d_row24_col23\" class=\"data row24 col23\" >0.540445</td>\n",
       "      <td id=\"T_e9b4d_row24_col24\" class=\"data row24 col24\" >1.000000</td>\n",
       "      <td id=\"T_e9b4d_row24_col25\" class=\"data row24 col25\" >0.522296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9b4d_level0_row25\" class=\"row_heading level0 row25\" >YearsWithCurrManager</th>\n",
       "      <td id=\"T_e9b4d_row25_col0\" class=\"data row25 col0\" >0.200993</td>\n",
       "      <td id=\"T_e9b4d_row25_col1\" class=\"data row25 col1\" >-0.140380</td>\n",
       "      <td id=\"T_e9b4d_row25_col2\" class=\"data row25 col2\" >0.009264</td>\n",
       "      <td id=\"T_e9b4d_row25_col3\" class=\"data row25 col3\" >0.013768</td>\n",
       "      <td id=\"T_e9b4d_row25_col4\" class=\"data row25 col4\" >0.090916</td>\n",
       "      <td id=\"T_e9b4d_row25_col5\" class=\"data row25 col5\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row25_col6\" class=\"data row25 col6\" >0.009957</td>\n",
       "      <td id=\"T_e9b4d_row25_col7\" class=\"data row25 col7\" >-0.048041</td>\n",
       "      <td id=\"T_e9b4d_row25_col8\" class=\"data row25 col8\" >0.017873</td>\n",
       "      <td id=\"T_e9b4d_row25_col9\" class=\"data row25 col9\" >0.388242</td>\n",
       "      <td id=\"T_e9b4d_row25_col10\" class=\"data row25 col10\" >-0.026253</td>\n",
       "      <td id=\"T_e9b4d_row25_col11\" class=\"data row25 col11\" >0.366756</td>\n",
       "      <td id=\"T_e9b4d_row25_col12\" class=\"data row25 col12\" >-0.012137</td>\n",
       "      <td id=\"T_e9b4d_row25_col13\" class=\"data row25 col13\" >-0.114711</td>\n",
       "      <td id=\"T_e9b4d_row25_col14\" class=\"data row25 col14\" >-0.033533</td>\n",
       "      <td id=\"T_e9b4d_row25_col15\" class=\"data row25 col15\" >0.011784</td>\n",
       "      <td id=\"T_e9b4d_row25_col16\" class=\"data row25 col16\" >0.018537</td>\n",
       "      <td id=\"T_e9b4d_row25_col17\" class=\"data row25 col17\" >nan</td>\n",
       "      <td id=\"T_e9b4d_row25_col18\" class=\"data row25 col18\" >0.016561</td>\n",
       "      <td id=\"T_e9b4d_row25_col19\" class=\"data row25 col19\" >0.478625</td>\n",
       "      <td id=\"T_e9b4d_row25_col20\" class=\"data row25 col20\" >-0.031816</td>\n",
       "      <td id=\"T_e9b4d_row25_col21\" class=\"data row25 col21\" >-0.010050</td>\n",
       "      <td id=\"T_e9b4d_row25_col22\" class=\"data row25 col22\" >0.780575</td>\n",
       "      <td id=\"T_e9b4d_row25_col23\" class=\"data row25 col23\" >0.733855</td>\n",
       "      <td id=\"T_e9b4d_row25_col24\" class=\"data row25 col24\" >0.522296</td>\n",
       "      <td id=\"T_e9b4d_row25_col25\" class=\"data row25 col25\" >1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fbeee180e50>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Understanding the co-relation\n",
    "corr = new_train.corr()\n",
    "corr.style.background_gradient(cmap='Greens')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "06ec3793",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:55.486596Z",
     "iopub.status.busy": "2023-01-22T16:53:55.486259Z",
     "iopub.status.idle": "2023-01-22T16:53:55.494882Z",
     "shell.execute_reply": "2023-01-22T16:53:55.493417Z"
    },
    "papermill": {
     "duration": 0.028695,
     "end_time": "2023-01-22T16:53:55.497305",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.468610",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    3147\n",
       "Name: EmployeeCount, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_train[\"EmployeeCount\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "0e0350cc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:55.531003Z",
     "iopub.status.busy": "2023-01-22T16:53:55.530644Z",
     "iopub.status.idle": "2023-01-22T16:53:55.539330Z",
     "shell.execute_reply": "2023-01-22T16:53:55.537587Z"
    },
    "papermill": {
     "duration": 0.029126,
     "end_time": "2023-01-22T16:53:55.542307",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.513181",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Age', 'Attrition', 'BusinessTravel', 'DailyRate', 'Department',\n",
       "       'DistanceFromHome', 'Education', 'EducationField', 'EmployeeCount',\n",
       "       'EnvironmentSatisfaction', 'Gender', 'HourlyRate', 'JobInvolvement',\n",
       "       'JobLevel', 'JobRole', 'JobSatisfaction', 'MaritalStatus',\n",
       "       'MonthlyIncome', 'MonthlyRate', 'NumCompaniesWorked', 'Over18',\n",
       "       'OverTime', 'PercentSalaryHike', 'PerformanceRating',\n",
       "       'RelationshipSatisfaction', 'StandardHours', 'StockOptionLevel',\n",
       "       'TotalWorkingYears', 'TrainingTimesLastYear', 'WorkLifeBalance',\n",
       "       'YearsAtCompany', 'YearsInCurrentRole', 'YearsSinceLastPromotion',\n",
       "       'YearsWithCurrManager'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_train.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a45e825d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:55.576536Z",
     "iopub.status.busy": "2023-01-22T16:53:55.576197Z",
     "iopub.status.idle": "2023-01-22T16:53:55.585964Z",
     "shell.execute_reply": "2023-01-22T16:53:55.584734Z"
    },
    "papermill": {
     "duration": 0.030058,
     "end_time": "2023-01-22T16:53:55.588827",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.558769",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    2710\n",
       "1     437\n",
       "Name: Attrition, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_train.Attrition.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "72e37073",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:55.623637Z",
     "iopub.status.busy": "2023-01-22T16:53:55.623267Z",
     "iopub.status.idle": "2023-01-22T16:53:55.630215Z",
     "shell.execute_reply": "2023-01-22T16:53:55.628723Z"
    },
    "papermill": {
     "duration": 0.027384,
     "end_time": "2023-01-22T16:53:55.632695",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.605311",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "cat_col = [col for col in new_train.columns if new_train[col].dtypes == 'O']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "695705b1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:55.668119Z",
     "iopub.status.busy": "2023-01-22T16:53:55.667774Z",
     "iopub.status.idle": "2023-01-22T16:53:55.672295Z",
     "shell.execute_reply": "2023-01-22T16:53:55.671275Z"
    },
    "papermill": {
     "duration": 0.02443,
     "end_time": "2023-01-22T16:53:55.674264",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.649834",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "cont_col = [col for col in new_train.columns if new_train[col].dtypes != 'O']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "186d8aa0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:55.708809Z",
     "iopub.status.busy": "2023-01-22T16:53:55.708478Z",
     "iopub.status.idle": "2023-01-22T16:53:55.714202Z",
     "shell.execute_reply": "2023-01-22T16:53:55.713190Z"
    },
    "papermill": {
     "duration": 0.025317,
     "end_time": "2023-01-22T16:53:55.716461",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.691144",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['BusinessTravel',\n",
       " 'Department',\n",
       " 'EducationField',\n",
       " 'Gender',\n",
       " 'JobRole',\n",
       " 'MaritalStatus',\n",
       " 'Over18',\n",
       " 'OverTime']"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_col"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7eaeae16",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:55.751867Z",
     "iopub.status.busy": "2023-01-22T16:53:55.751523Z",
     "iopub.status.idle": "2023-01-22T16:53:55.758686Z",
     "shell.execute_reply": "2023-01-22T16:53:55.757367Z"
    },
    "papermill": {
     "duration": 0.028024,
     "end_time": "2023-01-22T16:53:55.761046",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.733022",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Age',\n",
       " 'Attrition',\n",
       " 'DailyRate',\n",
       " 'DistanceFromHome',\n",
       " 'Education',\n",
       " 'EmployeeCount',\n",
       " 'EnvironmentSatisfaction',\n",
       " 'HourlyRate',\n",
       " 'JobInvolvement',\n",
       " 'JobLevel',\n",
       " 'JobSatisfaction',\n",
       " 'MonthlyIncome',\n",
       " 'MonthlyRate',\n",
       " 'NumCompaniesWorked',\n",
       " 'PercentSalaryHike',\n",
       " 'PerformanceRating',\n",
       " 'RelationshipSatisfaction',\n",
       " 'StandardHours',\n",
       " 'StockOptionLevel',\n",
       " 'TotalWorkingYears',\n",
       " 'TrainingTimesLastYear',\n",
       " 'WorkLifeBalance',\n",
       " 'YearsAtCompany',\n",
       " 'YearsInCurrentRole',\n",
       " 'YearsSinceLastPromotion',\n",
       " 'YearsWithCurrManager']"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cont_col"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2886dc0",
   "metadata": {
    "papermill": {
     "duration": 0.01658,
     "end_time": "2023-01-22T16:53:55.794481",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.777901",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "058d01e5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T15:57:53.146421Z",
     "iopub.status.busy": "2023-01-22T15:57:53.145694Z",
     "iopub.status.idle": "2023-01-22T15:57:53.151826Z",
     "shell.execute_reply": "2023-01-22T15:57:53.150669Z",
     "shell.execute_reply.started": "2023-01-22T15:57:53.146366Z"
    },
    "papermill": {
     "duration": 0.016445,
     "end_time": "2023-01-22T16:53:55.829530",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.813085",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Basic structure\n",
    "1.Not a time series(Random split of train test split can be done)\n",
    "2. Doesn't contain missing values\n",
    "3. Contain categorical data\n",
    "4. Need a normalization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7b61aca8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:55.866730Z",
     "iopub.status.busy": "2023-01-22T16:53:55.866408Z",
     "iopub.status.idle": "2023-01-22T16:53:55.872932Z",
     "shell.execute_reply": "2023-01-22T16:53:55.871482Z"
    },
    "papermill": {
     "duration": 0.028975,
     "end_time": "2023-01-22T16:53:55.875785",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.846810",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "train_full = new_train.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "cb8625c2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:55.910957Z",
     "iopub.status.busy": "2023-01-22T16:53:55.910642Z",
     "iopub.status.idle": "2023-01-22T16:53:55.928454Z",
     "shell.execute_reply": "2023-01-22T16:53:55.927416Z"
    },
    "papermill": {
     "duration": 0.037681,
     "end_time": "2023-01-22T16:53:55.930442",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.892761",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>BusinessTravel</th>\n",
       "      <th>Department</th>\n",
       "      <th>EducationField</th>\n",
       "      <th>Gender</th>\n",
       "      <th>JobRole</th>\n",
       "      <th>MaritalStatus</th>\n",
       "      <th>Over18</th>\n",
       "      <th>OverTime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>Sales</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>Female</td>\n",
       "      <td>Sales Executive</td>\n",
       "      <td>Single</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Travel_Frequently</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>Male</td>\n",
       "      <td>Research Scientist</td>\n",
       "      <td>Married</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>Other</td>\n",
       "      <td>Male</td>\n",
       "      <td>Laboratory Technician</td>\n",
       "      <td>Single</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Travel_Frequently</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>Female</td>\n",
       "      <td>Research Scientist</td>\n",
       "      <td>Married</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>Medical</td>\n",
       "      <td>Male</td>\n",
       "      <td>Laboratory Technician</td>\n",
       "      <td>Married</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3142</th>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>Sales</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>Female</td>\n",
       "      <td>Sales Executive</td>\n",
       "      <td>Single</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>Male</td>\n",
       "      <td>Research Scientist</td>\n",
       "      <td>Married</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>Travel_Frequently</td>\n",
       "      <td>Human Resources</td>\n",
       "      <td>Human Resources</td>\n",
       "      <td>Male</td>\n",
       "      <td>Human Resources</td>\n",
       "      <td>Married</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>Sales</td>\n",
       "      <td>Marketing</td>\n",
       "      <td>Male</td>\n",
       "      <td>Sales Executive</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>Female</td>\n",
       "      <td>Laboratory Technician</td>\n",
       "      <td>Single</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3147 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         BusinessTravel              Department   EducationField  Gender  \\\n",
       "0         Travel_Rarely                   Sales    Life Sciences  Female   \n",
       "1     Travel_Frequently  Research & Development    Life Sciences    Male   \n",
       "2         Travel_Rarely  Research & Development            Other    Male   \n",
       "3     Travel_Frequently  Research & Development    Life Sciences  Female   \n",
       "4         Travel_Rarely  Research & Development          Medical    Male   \n",
       "...                 ...                     ...              ...     ...   \n",
       "3142      Travel_Rarely                   Sales    Life Sciences  Female   \n",
       "3143      Travel_Rarely  Research & Development    Life Sciences    Male   \n",
       "3144  Travel_Frequently         Human Resources  Human Resources    Male   \n",
       "3145      Travel_Rarely                   Sales        Marketing    Male   \n",
       "3146      Travel_Rarely  Research & Development    Life Sciences  Female   \n",
       "\n",
       "                    JobRole MaritalStatus Over18 OverTime  \n",
       "0           Sales Executive        Single      Y      Yes  \n",
       "1        Research Scientist       Married      Y       No  \n",
       "2     Laboratory Technician        Single      Y      Yes  \n",
       "3        Research Scientist       Married      Y      Yes  \n",
       "4     Laboratory Technician       Married      Y       No  \n",
       "...                     ...           ...    ...      ...  \n",
       "3142        Sales Executive        Single      Y       No  \n",
       "3143     Research Scientist       Married      Y       No  \n",
       "3144        Human Resources       Married      Y      Yes  \n",
       "3145        Sales Executive      Divorced      Y       No  \n",
       "3146  Laboratory Technician        Single      Y       No  \n",
       "\n",
       "[3147 rows x 8 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_full[cat_col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b83bb787",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:55.965256Z",
     "iopub.status.busy": "2023-01-22T16:53:55.964894Z",
     "iopub.status.idle": "2023-01-22T16:53:55.986617Z",
     "shell.execute_reply": "2023-01-22T16:53:55.985634Z"
    },
    "papermill": {
     "duration": 0.041215,
     "end_time": "2023-01-22T16:53:55.988396",
     "exception": false,
     "start_time": "2023-01-22T16:53:55.947181",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>DailyRate</th>\n",
       "      <th>DistanceFromHome</th>\n",
       "      <th>Education</th>\n",
       "      <th>EmployeeCount</th>\n",
       "      <th>EnvironmentSatisfaction</th>\n",
       "      <th>HourlyRate</th>\n",
       "      <th>JobInvolvement</th>\n",
       "      <th>JobLevel</th>\n",
       "      <th>JobSatisfaction</th>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <th>MonthlyRate</th>\n",
       "      <th>NumCompaniesWorked</th>\n",
       "      <th>PercentSalaryHike</th>\n",
       "      <th>PerformanceRating</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>1102</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>94</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5993</td>\n",
       "      <td>19479</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>3</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>279</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>61</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5130</td>\n",
       "      <td>24907</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>4</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>1373</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2090</td>\n",
       "      <td>2396</td>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>3</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>1392</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2909</td>\n",
       "      <td>23159</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>3</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>591</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3468</td>\n",
       "      <td>16632</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>3</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3142</th>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>945</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>73</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8722</td>\n",
       "      <td>14255</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>1303</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3544</td>\n",
       "      <td>15972</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>1184</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2804</td>\n",
       "      <td>15322</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>441</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>48</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5406</td>\n",
       "      <td>4051</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>80</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>1141</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2593</td>\n",
       "      <td>17381</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3147 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Age  Attrition  DailyRate  DistanceFromHome  Education  EmployeeCount  \\\n",
       "0      41          1       1102                 1          2              1   \n",
       "1      49          0        279                 8          1              1   \n",
       "2      37          1       1373                 2          2              1   \n",
       "3      33          0       1392                 3          4              1   \n",
       "4      27          0        591                 2          1              1   \n",
       "...   ...        ...        ...               ...        ...            ...   \n",
       "3142   30          0        945                 1          3              1   \n",
       "3143   32          0       1303                 2          3              1   \n",
       "3144   29          1       1184                24          3              1   \n",
       "3145   36          0        441                 9          2              1   \n",
       "3146   36          0       1141                20          3              1   \n",
       "\n",
       "      EnvironmentSatisfaction  HourlyRate  JobInvolvement  JobLevel  \\\n",
       "0                           2          94               3         2   \n",
       "1                           3          61               2         2   \n",
       "2                           4          92               2         1   \n",
       "3                           4          56               3         1   \n",
       "4                           1          40               3         1   \n",
       "...                       ...         ...             ...       ...   \n",
       "3142                        4          73               3         3   \n",
       "3143                        1          48               3         1   \n",
       "3144                        2          36               2         1   \n",
       "3145                        2          48               4         2   \n",
       "3146                        3          35               3         1   \n",
       "\n",
       "      JobSatisfaction  MonthlyIncome  MonthlyRate  NumCompaniesWorked  \\\n",
       "0                   4           5993        19479                   8   \n",
       "1                   2           5130        24907                   1   \n",
       "2                   3           2090         2396                   6   \n",
       "3                   3           2909        23159                   1   \n",
       "4                   2           3468        16632                   9   \n",
       "...               ...            ...          ...                 ...   \n",
       "3142                3           8722        14255                   1   \n",
       "3143                2           3544        15972                   4   \n",
       "3144                1           2804        15322                   1   \n",
       "3145                3           5406         4051                   1   \n",
       "3146                3           2593        17381                   0   \n",
       "\n",
       "      PercentSalaryHike  PerformanceRating  RelationshipSatisfaction  \\\n",
       "0                    11                  3                         1   \n",
       "1                    23                  4                         4   \n",
       "2                    15                  3                         2   \n",
       "3                    11                  3                         3   \n",
       "4                    12                  3                         4   \n",
       "...                 ...                ...                       ...   \n",
       "3142                 19                  3                         2   \n",
       "3143                 19                  3                         4   \n",
       "3144                 11                  3                         3   \n",
       "3145                 21                  4                         3   \n",
       "3146                 19                  3                         4   \n",
       "\n",
       "      StandardHours  StockOptionLevel  TotalWorkingYears  \\\n",
       "0                80                 0                  8   \n",
       "1                80                 1                 10   \n",
       "2                80                 0                  7   \n",
       "3                80                 0                  8   \n",
       "4                80                 1                  6   \n",
       "...             ...               ...                ...   \n",
       "3142             80                 0                 10   \n",
       "3143             80                 1                 10   \n",
       "3144             80                 0                  1   \n",
       "3145             80                 2                 10   \n",
       "3146             80                 0                 10   \n",
       "\n",
       "      TrainingTimesLastYear  WorkLifeBalance  YearsAtCompany  \\\n",
       "0                         0                1               6   \n",
       "1                         3                3              10   \n",
       "2                         3                3               0   \n",
       "3                         3                3               8   \n",
       "4                         3                3               2   \n",
       "...                     ...              ...             ...   \n",
       "3142                      2                4              10   \n",
       "3143                      3                4               4   \n",
       "3144                      2                3               1   \n",
       "3145                      3                2              10   \n",
       "3146                      3                2               8   \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",
       "3142                   0                        0                     8  \n",
       "3143                   2                        1                     3  \n",
       "3144                   0                        0                     0  \n",
       "3145                   3                        0                     8  \n",
       "3146                   2                        7                     3  \n",
       "\n",
       "[3147 rows x 26 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_full[cont_col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "12b06b9b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:56.024676Z",
     "iopub.status.busy": "2023-01-22T16:53:56.024334Z",
     "iopub.status.idle": "2023-01-22T16:53:56.058018Z",
     "shell.execute_reply": "2023-01-22T16:53:56.057138Z"
    },
    "papermill": {
     "duration": 0.054245,
     "end_time": "2023-01-22T16:53:56.060379",
     "exception": false,
     "start_time": "2023-01-22T16:53:56.006134",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>EnvironmentSatisfaction</th>\n",
       "      <th>Gender</th>\n",
       "      <th>HourlyRate</th>\n",
       "      <th>JobInvolvement</th>\n",
       "      <th>JobLevel</th>\n",
       "      <th>JobRole</th>\n",
       "      <th>JobSatisfaction</th>\n",
       "      <th>MaritalStatus</th>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <th>MonthlyRate</th>\n",
       "      <th>NumCompaniesWorked</th>\n",
       "      <th>Over18</th>\n",
       "      <th>OverTime</th>\n",
       "      <th>PercentSalaryHike</th>\n",
       "      <th>PerformanceRating</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>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>2</td>\n",
       "      <td>Female</td>\n",
       "      <td>94</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>Sales Executive</td>\n",
       "      <td>4</td>\n",
       "      <td>Single</td>\n",
       "      <td>5993</td>\n",
       "      <td>19479</td>\n",
       "      <td>8</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "      <td>11</td>\n",
       "      <td>3</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>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>3</td>\n",
       "      <td>Male</td>\n",
       "      <td>61</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Research Scientist</td>\n",
       "      <td>2</td>\n",
       "      <td>Married</td>\n",
       "      <td>5130</td>\n",
       "      <td>24907</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>23</td>\n",
       "      <td>4</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>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>Male</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Laboratory Technician</td>\n",
       "      <td>3</td>\n",
       "      <td>Single</td>\n",
       "      <td>2090</td>\n",
       "      <td>2396</td>\n",
       "      <td>6</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "      <td>15</td>\n",
       "      <td>3</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>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>4</td>\n",
       "      <td>Female</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Research Scientist</td>\n",
       "      <td>3</td>\n",
       "      <td>Married</td>\n",
       "      <td>2909</td>\n",
       "      <td>23159</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "      <td>11</td>\n",
       "      <td>3</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>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>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Laboratory Technician</td>\n",
       "      <td>2</td>\n",
       "      <td>Married</td>\n",
       "      <td>3468</td>\n",
       "      <td>16632</td>\n",
       "      <td>9</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>12</td>\n",
       "      <td>3</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",
       "      <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>3142</th>\n",
       "      <td>30</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>945</td>\n",
       "      <td>Sales</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Female</td>\n",
       "      <td>73</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Sales Executive</td>\n",
       "      <td>3</td>\n",
       "      <td>Single</td>\n",
       "      <td>8722</td>\n",
       "      <td>14255</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>32</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>1303</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>48</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Research Scientist</td>\n",
       "      <td>2</td>\n",
       "      <td>Married</td>\n",
       "      <td>3544</td>\n",
       "      <td>15972</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>29</td>\n",
       "      <td>Travel_Frequently</td>\n",
       "      <td>1184</td>\n",
       "      <td>Human Resources</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>Human Resources</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Male</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Human Resources</td>\n",
       "      <td>1</td>\n",
       "      <td>Married</td>\n",
       "      <td>2804</td>\n",
       "      <td>15322</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>36</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>441</td>\n",
       "      <td>Sales</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>Marketing</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Male</td>\n",
       "      <td>48</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>Sales Executive</td>\n",
       "      <td>3</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>5406</td>\n",
       "      <td>4051</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>21</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>80</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>36</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>1141</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Female</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Laboratory Technician</td>\n",
       "      <td>3</td>\n",
       "      <td>Single</td>\n",
       "      <td>2593</td>\n",
       "      <td>17381</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3147 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Age     BusinessTravel  DailyRate              Department  \\\n",
       "0      41      Travel_Rarely       1102                   Sales   \n",
       "1      49  Travel_Frequently        279  Research & Development   \n",
       "2      37      Travel_Rarely       1373  Research & Development   \n",
       "3      33  Travel_Frequently       1392  Research & Development   \n",
       "4      27      Travel_Rarely        591  Research & Development   \n",
       "...   ...                ...        ...                     ...   \n",
       "3142   30      Travel_Rarely        945                   Sales   \n",
       "3143   32      Travel_Rarely       1303  Research & Development   \n",
       "3144   29  Travel_Frequently       1184         Human Resources   \n",
       "3145   36      Travel_Rarely        441                   Sales   \n",
       "3146   36      Travel_Rarely       1141  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",
       "3142                 1          3    Life Sciences              1   \n",
       "3143                 2          3    Life Sciences              1   \n",
       "3144                24          3  Human Resources              1   \n",
       "3145                 9          2        Marketing              1   \n",
       "3146                20          3    Life Sciences              1   \n",
       "\n",
       "      EnvironmentSatisfaction  Gender  HourlyRate  JobInvolvement  JobLevel  \\\n",
       "0                           2  Female          94               3         2   \n",
       "1                           3    Male          61               2         2   \n",
       "2                           4    Male          92               2         1   \n",
       "3                           4  Female          56               3         1   \n",
       "4                           1    Male          40               3         1   \n",
       "...                       ...     ...         ...             ...       ...   \n",
       "3142                        4  Female          73               3         3   \n",
       "3143                        1    Male          48               3         1   \n",
       "3144                        2    Male          36               2         1   \n",
       "3145                        2    Male          48               4         2   \n",
       "3146                        3  Female          35               3         1   \n",
       "\n",
       "                    JobRole  JobSatisfaction MaritalStatus  MonthlyIncome  \\\n",
       "0           Sales Executive                4        Single           5993   \n",
       "1        Research Scientist                2       Married           5130   \n",
       "2     Laboratory Technician                3        Single           2090   \n",
       "3        Research Scientist                3       Married           2909   \n",
       "4     Laboratory Technician                2       Married           3468   \n",
       "...                     ...              ...           ...            ...   \n",
       "3142        Sales Executive                3        Single           8722   \n",
       "3143     Research Scientist                2       Married           3544   \n",
       "3144        Human Resources                1       Married           2804   \n",
       "3145        Sales Executive                3      Divorced           5406   \n",
       "3146  Laboratory Technician                3        Single           2593   \n",
       "\n",
       "      MonthlyRate  NumCompaniesWorked Over18 OverTime  PercentSalaryHike  \\\n",
       "0           19479                   8      Y      Yes                 11   \n",
       "1           24907                   1      Y       No                 23   \n",
       "2            2396                   6      Y      Yes                 15   \n",
       "3           23159                   1      Y      Yes                 11   \n",
       "4           16632                   9      Y       No                 12   \n",
       "...           ...                 ...    ...      ...                ...   \n",
       "3142        14255                   1      Y       No                 19   \n",
       "3143        15972                   4      Y       No                 19   \n",
       "3144        15322                   1      Y      Yes                 11   \n",
       "3145         4051                   1      Y       No                 21   \n",
       "3146        17381                   0      Y       No                 19   \n",
       "\n",
       "      PerformanceRating  RelationshipSatisfaction  StandardHours  \\\n",
       "0                     3                         1             80   \n",
       "1                     4                         4             80   \n",
       "2                     3                         2             80   \n",
       "3                     3                         3             80   \n",
       "4                     3                         4             80   \n",
       "...                 ...                       ...            ...   \n",
       "3142                  3                         2             80   \n",
       "3143                  3                         4             80   \n",
       "3144                  3                         3             80   \n",
       "3145                  4                         3             80   \n",
       "3146                  3                         4             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",
       "3142                 0                 10                      2   \n",
       "3143                 1                 10                      3   \n",
       "3144                 0                  1                      2   \n",
       "3145                 2                 10                      3   \n",
       "3146                 0                 10                      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",
       "3142                4              10                   0   \n",
       "3143                4               4                   2   \n",
       "3144                3               1                   0   \n",
       "3145                2              10                   3   \n",
       "3146                2               8                   2   \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",
       "3142                        0                     8  \n",
       "3143                        1                     3  \n",
       "3144                        0                     0  \n",
       "3145                        0                     8  \n",
       "3146                        7                     3  \n",
       "\n",
       "[3147 rows x 33 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_model = train_full.drop(\"Attrition\", axis = 1)\n",
    "train_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "72d37bf3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:56.099313Z",
     "iopub.status.busy": "2023-01-22T16:53:56.098939Z",
     "iopub.status.idle": "2023-01-22T16:53:56.103394Z",
     "shell.execute_reply": "2023-01-22T16:53:56.102360Z"
    },
    "papermill": {
     "duration": 0.026263,
     "end_time": "2023-01-22T16:53:56.105107",
     "exception": false,
     "start_time": "2023-01-22T16:53:56.078844",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "X = train_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "81c86a6d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:56.143943Z",
     "iopub.status.busy": "2023-01-22T16:53:56.143578Z",
     "iopub.status.idle": "2023-01-22T16:53:56.178693Z",
     "shell.execute_reply": "2023-01-22T16:53:56.177545Z"
    },
    "papermill": {
     "duration": 0.057434,
     "end_time": "2023-01-22T16:53:56.180927",
     "exception": false,
     "start_time": "2023-01-22T16:53:56.123493",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>EnvironmentSatisfaction</th>\n",
       "      <th>Gender</th>\n",
       "      <th>HourlyRate</th>\n",
       "      <th>JobInvolvement</th>\n",
       "      <th>JobLevel</th>\n",
       "      <th>JobRole</th>\n",
       "      <th>JobSatisfaction</th>\n",
       "      <th>MaritalStatus</th>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <th>MonthlyRate</th>\n",
       "      <th>NumCompaniesWorked</th>\n",
       "      <th>Over18</th>\n",
       "      <th>OverTime</th>\n",
       "      <th>PercentSalaryHike</th>\n",
       "      <th>PerformanceRating</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>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>2</td>\n",
       "      <td>Female</td>\n",
       "      <td>94</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>Sales Executive</td>\n",
       "      <td>4</td>\n",
       "      <td>Single</td>\n",
       "      <td>5993</td>\n",
       "      <td>19479</td>\n",
       "      <td>8</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "      <td>11</td>\n",
       "      <td>3</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>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>3</td>\n",
       "      <td>Male</td>\n",
       "      <td>61</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Research Scientist</td>\n",
       "      <td>2</td>\n",
       "      <td>Married</td>\n",
       "      <td>5130</td>\n",
       "      <td>24907</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>23</td>\n",
       "      <td>4</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>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>Male</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Laboratory Technician</td>\n",
       "      <td>3</td>\n",
       "      <td>Single</td>\n",
       "      <td>2090</td>\n",
       "      <td>2396</td>\n",
       "      <td>6</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "      <td>15</td>\n",
       "      <td>3</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>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>4</td>\n",
       "      <td>Female</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Research Scientist</td>\n",
       "      <td>3</td>\n",
       "      <td>Married</td>\n",
       "      <td>2909</td>\n",
       "      <td>23159</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "      <td>11</td>\n",
       "      <td>3</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>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>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Laboratory Technician</td>\n",
       "      <td>2</td>\n",
       "      <td>Married</td>\n",
       "      <td>3468</td>\n",
       "      <td>16632</td>\n",
       "      <td>9</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>12</td>\n",
       "      <td>3</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",
       "      <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>3142</th>\n",
       "      <td>30</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>945</td>\n",
       "      <td>Sales</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Female</td>\n",
       "      <td>73</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Sales Executive</td>\n",
       "      <td>3</td>\n",
       "      <td>Single</td>\n",
       "      <td>8722</td>\n",
       "      <td>14255</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>32</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>1303</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>48</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Research Scientist</td>\n",
       "      <td>2</td>\n",
       "      <td>Married</td>\n",
       "      <td>3544</td>\n",
       "      <td>15972</td>\n",
       "      <td>4</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>29</td>\n",
       "      <td>Travel_Frequently</td>\n",
       "      <td>1184</td>\n",
       "      <td>Human Resources</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>Human Resources</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Male</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Human Resources</td>\n",
       "      <td>1</td>\n",
       "      <td>Married</td>\n",
       "      <td>2804</td>\n",
       "      <td>15322</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yes</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>36</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>441</td>\n",
       "      <td>Sales</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>Marketing</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Male</td>\n",
       "      <td>48</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>Sales Executive</td>\n",
       "      <td>3</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>5406</td>\n",
       "      <td>4051</td>\n",
       "      <td>1</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>21</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>80</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>36</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>1141</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Female</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Laboratory Technician</td>\n",
       "      <td>3</td>\n",
       "      <td>Single</td>\n",
       "      <td>2593</td>\n",
       "      <td>17381</td>\n",
       "      <td>0</td>\n",
       "      <td>Y</td>\n",
       "      <td>No</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3147 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Age     BusinessTravel  DailyRate              Department  \\\n",
       "0      41      Travel_Rarely       1102                   Sales   \n",
       "1      49  Travel_Frequently        279  Research & Development   \n",
       "2      37      Travel_Rarely       1373  Research & Development   \n",
       "3      33  Travel_Frequently       1392  Research & Development   \n",
       "4      27      Travel_Rarely        591  Research & Development   \n",
       "...   ...                ...        ...                     ...   \n",
       "3142   30      Travel_Rarely        945                   Sales   \n",
       "3143   32      Travel_Rarely       1303  Research & Development   \n",
       "3144   29  Travel_Frequently       1184         Human Resources   \n",
       "3145   36      Travel_Rarely        441                   Sales   \n",
       "3146   36      Travel_Rarely       1141  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",
       "3142                 1          3    Life Sciences              1   \n",
       "3143                 2          3    Life Sciences              1   \n",
       "3144                24          3  Human Resources              1   \n",
       "3145                 9          2        Marketing              1   \n",
       "3146                20          3    Life Sciences              1   \n",
       "\n",
       "      EnvironmentSatisfaction  Gender  HourlyRate  JobInvolvement  JobLevel  \\\n",
       "0                           2  Female          94               3         2   \n",
       "1                           3    Male          61               2         2   \n",
       "2                           4    Male          92               2         1   \n",
       "3                           4  Female          56               3         1   \n",
       "4                           1    Male          40               3         1   \n",
       "...                       ...     ...         ...             ...       ...   \n",
       "3142                        4  Female          73               3         3   \n",
       "3143                        1    Male          48               3         1   \n",
       "3144                        2    Male          36               2         1   \n",
       "3145                        2    Male          48               4         2   \n",
       "3146                        3  Female          35               3         1   \n",
       "\n",
       "                    JobRole  JobSatisfaction MaritalStatus  MonthlyIncome  \\\n",
       "0           Sales Executive                4        Single           5993   \n",
       "1        Research Scientist                2       Married           5130   \n",
       "2     Laboratory Technician                3        Single           2090   \n",
       "3        Research Scientist                3       Married           2909   \n",
       "4     Laboratory Technician                2       Married           3468   \n",
       "...                     ...              ...           ...            ...   \n",
       "3142        Sales Executive                3        Single           8722   \n",
       "3143     Research Scientist                2       Married           3544   \n",
       "3144        Human Resources                1       Married           2804   \n",
       "3145        Sales Executive                3      Divorced           5406   \n",
       "3146  Laboratory Technician                3        Single           2593   \n",
       "\n",
       "      MonthlyRate  NumCompaniesWorked Over18 OverTime  PercentSalaryHike  \\\n",
       "0           19479                   8      Y      Yes                 11   \n",
       "1           24907                   1      Y       No                 23   \n",
       "2            2396                   6      Y      Yes                 15   \n",
       "3           23159                   1      Y      Yes                 11   \n",
       "4           16632                   9      Y       No                 12   \n",
       "...           ...                 ...    ...      ...                ...   \n",
       "3142        14255                   1      Y       No                 19   \n",
       "3143        15972                   4      Y       No                 19   \n",
       "3144        15322                   1      Y      Yes                 11   \n",
       "3145         4051                   1      Y       No                 21   \n",
       "3146        17381                   0      Y       No                 19   \n",
       "\n",
       "      PerformanceRating  RelationshipSatisfaction  StandardHours  \\\n",
       "0                     3                         1             80   \n",
       "1                     4                         4             80   \n",
       "2                     3                         2             80   \n",
       "3                     3                         3             80   \n",
       "4                     3                         4             80   \n",
       "...                 ...                       ...            ...   \n",
       "3142                  3                         2             80   \n",
       "3143                  3                         4             80   \n",
       "3144                  3                         3             80   \n",
       "3145                  4                         3             80   \n",
       "3146                  3                         4             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",
       "3142                 0                 10                      2   \n",
       "3143                 1                 10                      3   \n",
       "3144                 0                  1                      2   \n",
       "3145                 2                 10                      3   \n",
       "3146                 0                 10                      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",
       "3142                4              10                   0   \n",
       "3143                4               4                   2   \n",
       "3144                3               1                   0   \n",
       "3145                2              10                   3   \n",
       "3146                2               8                   2   \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",
       "3142                        0                     8  \n",
       "3143                        1                     3  \n",
       "3144                        0                     0  \n",
       "3145                        0                     8  \n",
       "3146                        7                     3  \n",
       "\n",
       "[3147 rows x 33 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "57d21834",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:56.220525Z",
     "iopub.status.busy": "2023-01-22T16:53:56.220199Z",
     "iopub.status.idle": "2023-01-22T16:53:56.225418Z",
     "shell.execute_reply": "2023-01-22T16:53:56.224291Z"
    },
    "papermill": {
     "duration": 0.027716,
     "end_time": "2023-01-22T16:53:56.227364",
     "exception": false,
     "start_time": "2023-01-22T16:53:56.199648",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "y = train_full[\"Attrition\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "9a21a5a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:56.266749Z",
     "iopub.status.busy": "2023-01-22T16:53:56.266359Z",
     "iopub.status.idle": "2023-01-22T16:53:56.274447Z",
     "shell.execute_reply": "2023-01-22T16:53:56.273466Z"
    },
    "papermill": {
     "duration": 0.030781,
     "end_time": "2023-01-22T16:53:56.276805",
     "exception": false,
     "start_time": "2023-01-22T16:53:56.246024",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       1\n",
       "1       0\n",
       "2       1\n",
       "3       0\n",
       "4       0\n",
       "       ..\n",
       "3142    0\n",
       "3143    0\n",
       "3144    1\n",
       "3145    0\n",
       "3146    0\n",
       "Name: Attrition, Length: 3147, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "2b652a75",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:56.318381Z",
     "iopub.status.busy": "2023-01-22T16:53:56.317997Z",
     "iopub.status.idle": "2023-01-22T16:53:56.326274Z",
     "shell.execute_reply": "2023-01-22T16:53:56.325568Z"
    },
    "papermill": {
     "duration": 0.031476,
     "end_time": "2023-01-22T16:53:56.328406",
     "exception": false,
     "start_time": "2023-01-22T16:53:56.296930",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#Taking small amount of data for Validation\n",
    "X_train, X_valid,y_train, y_valid = train_test_split(X, y,test_size = 0.15 ,random_state = 42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "57969fd0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:56.370661Z",
     "iopub.status.busy": "2023-01-22T16:53:56.369493Z",
     "iopub.status.idle": "2023-01-22T16:53:56.376252Z",
     "shell.execute_reply": "2023-01-22T16:53:56.375342Z"
    },
    "papermill": {
     "duration": 0.030147,
     "end_time": "2023-01-22T16:53:56.378180",
     "exception": false,
     "start_time": "2023-01-22T16:53:56.348033",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((2674, 33), (2674,))"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape, y_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "567165c3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:56.419805Z",
     "iopub.status.busy": "2023-01-22T16:53:56.419457Z",
     "iopub.status.idle": "2023-01-22T16:53:56.427533Z",
     "shell.execute_reply": "2023-01-22T16:53:56.426002Z"
    },
    "papermill": {
     "duration": 0.03121,
     "end_time": "2023-01-22T16:53:56.429341",
     "exception": false,
     "start_time": "2023-01-22T16:53:56.398131",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((473, 33), (473,))"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_valid.shape, y_valid.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9692f25b",
   "metadata": {
    "papermill": {
     "duration": 0.019591,
     "end_time": "2023-01-22T16:53:56.468438",
     "exception": false,
     "start_time": "2023-01-22T16:53:56.448847",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Bundle up the preprocessing by making pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "6531eeb6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:56.512451Z",
     "iopub.status.busy": "2023-01-22T16:53:56.510907Z",
     "iopub.status.idle": "2023-01-22T16:53:56.516375Z",
     "shell.execute_reply": "2023-01-22T16:53:56.515653Z"
    },
    "papermill": {
     "duration": 0.029806,
     "end_time": "2023-01-22T16:53:56.518587",
     "exception": false,
     "start_time": "2023-01-22T16:53:56.488781",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "numerical_col = make_pipeline(StandardScaler(with_mean = False))\n",
    "categorical_col = make_pipeline(OneHotEncoder(),\n",
    "                               StandardScaler(with_mean = False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "c51f1b43",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:56.563510Z",
     "iopub.status.busy": "2023-01-22T16:53:56.561605Z",
     "iopub.status.idle": "2023-01-22T16:53:56.568352Z",
     "shell.execute_reply": "2023-01-22T16:53:56.566846Z"
    },
    "papermill": {
     "duration": 0.032499,
     "end_time": "2023-01-22T16:53:56.570936",
     "exception": false,
     "start_time": "2023-01-22T16:53:56.538437",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#Removing the target column\n",
    "cont_col.remove(\"Attrition\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "319eec63",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:56.616700Z",
     "iopub.status.busy": "2023-01-22T16:53:56.616342Z",
     "iopub.status.idle": "2023-01-22T16:53:56.622505Z",
     "shell.execute_reply": "2023-01-22T16:53:56.620651Z"
    },
    "papermill": {
     "duration": 0.034506,
     "end_time": "2023-01-22T16:53:56.626040",
     "exception": false,
     "start_time": "2023-01-22T16:53:56.591534",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "preprocessor = make_column_transformer(\n",
    "    (numerical_col, cont_col),\n",
    "    (categorical_col, cat_col))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "d678b313",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:56.673520Z",
     "iopub.status.busy": "2023-01-22T16:53:56.673149Z",
     "iopub.status.idle": "2023-01-22T16:53:56.702779Z",
     "shell.execute_reply": "2023-01-22T16:53:56.700631Z"
    },
    "papermill": {
     "duration": 0.056191,
     "end_time": "2023-01-22T16:53:56.706761",
     "exception": false,
     "start_time": "2023-01-22T16:53:56.650570",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ColumnTransformer(transformers=[('pipeline-1',\n",
       "                                 Pipeline(steps=[('standardscaler',\n",
       "                                                  StandardScaler(with_mean=False))]),\n",
       "                                 ['Age', 'DailyRate', 'DistanceFromHome',\n",
       "                                  'Education', 'EmployeeCount',\n",
       "                                  'EnvironmentSatisfaction', 'HourlyRate',\n",
       "                                  'JobInvolvement', 'JobLevel',\n",
       "                                  'JobSatisfaction', 'MonthlyIncome',\n",
       "                                  'MonthlyRate', 'NumCompaniesWorked',\n",
       "                                  'PercentSalaryHike', 'PerformanceR...\n",
       "                                  'TrainingTimesLastYear', 'WorkLifeBalance',\n",
       "                                  'YearsAtCompany', 'YearsInCurrentRole',\n",
       "                                  'YearsSinceLastPromotion',\n",
       "                                  'YearsWithCurrManager']),\n",
       "                                ('pipeline-2',\n",
       "                                 Pipeline(steps=[('onehotencoder',\n",
       "                                                  OneHotEncoder()),\n",
       "                                                 ('standardscaler',\n",
       "                                                  StandardScaler(with_mean=False))]),\n",
       "                                 ['BusinessTravel', 'Department',\n",
       "                                  'EducationField', 'Gender', 'JobRole',\n",
       "                                  'MaritalStatus', 'Over18', 'OverTime'])])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preprocessor"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5ba45ac",
   "metadata": {
    "papermill": {
     "duration": 0.024877,
     "end_time": "2023-01-22T16:53:56.756456",
     "exception": false,
     "start_time": "2023-01-22T16:53:56.731579",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "e9e6b2d5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:56.804758Z",
     "iopub.status.busy": "2023-01-22T16:53:56.804394Z",
     "iopub.status.idle": "2023-01-22T16:53:56.809821Z",
     "shell.execute_reply": "2023-01-22T16:53:56.808505Z"
    },
    "papermill": {
     "duration": 0.032136,
     "end_time": "2023-01-22T16:53:56.813019",
     "exception": false,
     "start_time": "2023-01-22T16:53:56.780883",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "model = RandomForestClassifier(n_estimators=500, random_state=42)\n",
    "my_pipeline = make_pipeline(preprocessor,\n",
    "                           model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "6930aa18",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:56.860020Z",
     "iopub.status.busy": "2023-01-22T16:53:56.859599Z",
     "iopub.status.idle": "2023-01-22T16:53:59.391155Z",
     "shell.execute_reply": "2023-01-22T16:53:59.390268Z"
    },
    "papermill": {
     "duration": 2.558938,
     "end_time": "2023-01-22T16:53:59.392792",
     "exception": false,
     "start_time": "2023-01-22T16:53:56.833854",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('columntransformer',\n",
       "                 ColumnTransformer(transformers=[('pipeline-1',\n",
       "                                                  Pipeline(steps=[('standardscaler',\n",
       "                                                                   StandardScaler(with_mean=False))]),\n",
       "                                                  ['Age', 'DailyRate',\n",
       "                                                   'DistanceFromHome',\n",
       "                                                   'Education', 'EmployeeCount',\n",
       "                                                   'EnvironmentSatisfaction',\n",
       "                                                   'HourlyRate',\n",
       "                                                   'JobInvolvement', 'JobLevel',\n",
       "                                                   'JobSatisfaction',\n",
       "                                                   'MonthlyIncome',\n",
       "                                                   'MonthlyRate',\n",
       "                                                   'NumCompaniesWork...\n",
       "                                                   'YearsSinceLastPromotion',\n",
       "                                                   'YearsWithCurrManager']),\n",
       "                                                 ('pipeline-2',\n",
       "                                                  Pipeline(steps=[('onehotencoder',\n",
       "                                                                   OneHotEncoder()),\n",
       "                                                                  ('standardscaler',\n",
       "                                                                   StandardScaler(with_mean=False))]),\n",
       "                                                  ['BusinessTravel',\n",
       "                                                   'Department',\n",
       "                                                   'EducationField', 'Gender',\n",
       "                                                   'JobRole', 'MaritalStatus',\n",
       "                                                   'Over18', 'OverTime'])])),\n",
       "                ('randomforestclassifier',\n",
       "                 RandomForestClassifier(n_estimators=500, random_state=42))])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_pipeline.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "7bc6b79d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:59.433821Z",
     "iopub.status.busy": "2023-01-22T16:53:59.432452Z",
     "iopub.status.idle": "2023-01-22T16:53:59.526705Z",
     "shell.execute_reply": "2023-01-22T16:53:59.525562Z"
    },
    "papermill": {
     "duration": 0.117184,
     "end_time": "2023-01-22T16:53:59.529247",
     "exception": false,
     "start_time": "2023-01-22T16:53:59.412063",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "preds = my_pipeline.score(X_valid, y_valid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "cff84cbd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:59.570443Z",
     "iopub.status.busy": "2023-01-22T16:53:59.569950Z",
     "iopub.status.idle": "2023-01-22T16:53:59.577575Z",
     "shell.execute_reply": "2023-01-22T16:53:59.576315Z"
    },
    "papermill": {
     "duration": 0.031028,
     "end_time": "2023-01-22T16:53:59.579942",
     "exception": false,
     "start_time": "2023-01-22T16:53:59.548914",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.879492600422833"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fabfa32",
   "metadata": {
    "papermill": {
     "duration": 0.020044,
     "end_time": "2023-01-22T16:53:59.620402",
     "exception": false,
     "start_time": "2023-01-22T16:53:59.600358",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Gradient Boosting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "96729dfc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:59.661755Z",
     "iopub.status.busy": "2023-01-22T16:53:59.661440Z",
     "iopub.status.idle": "2023-01-22T16:53:59.666148Z",
     "shell.execute_reply": "2023-01-22T16:53:59.665118Z"
    },
    "papermill": {
     "duration": 0.027771,
     "end_time": "2023-01-22T16:53:59.668198",
     "exception": false,
     "start_time": "2023-01-22T16:53:59.640427",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "model1 = HistGradientBoostingClassifier(learning_rate=0.001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "d70539f3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:59.708620Z",
     "iopub.status.busy": "2023-01-22T16:53:59.708310Z",
     "iopub.status.idle": "2023-01-22T16:53:59.712301Z",
     "shell.execute_reply": "2023-01-22T16:53:59.711159Z"
    },
    "papermill": {
     "duration": 0.026692,
     "end_time": "2023-01-22T16:53:59.714457",
     "exception": false,
     "start_time": "2023-01-22T16:53:59.687765",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "my_pipeline1 = make_pipeline(preprocessor,\n",
    "                           model1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "40a4e997",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:53:59.755069Z",
     "iopub.status.busy": "2023-01-22T16:53:59.754464Z",
     "iopub.status.idle": "2023-01-22T16:54:00.304302Z",
     "shell.execute_reply": "2023-01-22T16:54:00.303551Z"
    },
    "papermill": {
     "duration": 0.572105,
     "end_time": "2023-01-22T16:54:00.306153",
     "exception": false,
     "start_time": "2023-01-22T16:53:59.734048",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('columntransformer',\n",
       "                 ColumnTransformer(transformers=[('pipeline-1',\n",
       "                                                  Pipeline(steps=[('standardscaler',\n",
       "                                                                   StandardScaler(with_mean=False))]),\n",
       "                                                  ['Age', 'DailyRate',\n",
       "                                                   'DistanceFromHome',\n",
       "                                                   'Education', 'EmployeeCount',\n",
       "                                                   'EnvironmentSatisfaction',\n",
       "                                                   'HourlyRate',\n",
       "                                                   'JobInvolvement', 'JobLevel',\n",
       "                                                   'JobSatisfaction',\n",
       "                                                   'MonthlyIncome',\n",
       "                                                   'MonthlyRate',\n",
       "                                                   'NumCompaniesWork...\n",
       "                                                   'YearsSinceLastPromotion',\n",
       "                                                   'YearsWithCurrManager']),\n",
       "                                                 ('pipeline-2',\n",
       "                                                  Pipeline(steps=[('onehotencoder',\n",
       "                                                                   OneHotEncoder()),\n",
       "                                                                  ('standardscaler',\n",
       "                                                                   StandardScaler(with_mean=False))]),\n",
       "                                                  ['BusinessTravel',\n",
       "                                                   'Department',\n",
       "                                                   'EducationField', 'Gender',\n",
       "                                                   'JobRole', 'MaritalStatus',\n",
       "                                                   'Over18', 'OverTime'])])),\n",
       "                ('histgradientboostingclassifier',\n",
       "                 HistGradientBoostingClassifier(learning_rate=0.001))])"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_pipeline1.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "8408b5f5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:54:00.352303Z",
     "iopub.status.busy": "2023-01-22T16:54:00.351895Z",
     "iopub.status.idle": "2023-01-22T16:54:00.374712Z",
     "shell.execute_reply": "2023-01-22T16:54:00.373887Z"
    },
    "papermill": {
     "duration": 0.04845,
     "end_time": "2023-01-22T16:54:00.376837",
     "exception": false,
     "start_time": "2023-01-22T16:54:00.328387",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8668076109936576"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_pipeline1.score(X_valid, y_valid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "be0cf0a9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:54:00.428511Z",
     "iopub.status.busy": "2023-01-22T16:54:00.428099Z",
     "iopub.status.idle": "2023-01-22T16:54:00.434945Z",
     "shell.execute_reply": "2023-01-22T16:54:00.434118Z"
    },
    "papermill": {
     "duration": 0.038412,
     "end_time": "2023-01-22T16:54:00.436882",
     "exception": false,
     "start_time": "2023-01-22T16:54:00.398470",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'Age', 'BusinessTravel', 'DailyRate', 'Department',\n",
       "       'DistanceFromHome', 'Education', 'EducationField', 'EmployeeCount',\n",
       "       'EnvironmentSatisfaction', 'Gender', 'HourlyRate', 'JobInvolvement',\n",
       "       'JobLevel', 'JobRole', 'JobSatisfaction', 'MaritalStatus',\n",
       "       'MonthlyIncome', 'MonthlyRate', 'NumCompaniesWorked', 'Over18',\n",
       "       'OverTime', 'PercentSalaryHike', 'PerformanceRating',\n",
       "       'RelationshipSatisfaction', 'StandardHours', 'StockOptionLevel',\n",
       "       'TotalWorkingYears', 'TrainingTimesLastYear', 'WorkLifeBalance',\n",
       "       'YearsAtCompany', 'YearsInCurrentRole', 'YearsSinceLastPromotion',\n",
       "       'YearsWithCurrManager'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "cd30097d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:54:00.493418Z",
     "iopub.status.busy": "2023-01-22T16:54:00.492806Z",
     "iopub.status.idle": "2023-01-22T16:54:00.498588Z",
     "shell.execute_reply": "2023-01-22T16:54:00.497357Z"
    },
    "papermill": {
     "duration": 0.039283,
     "end_time": "2023-01-22T16:54:00.503659",
     "exception": false,
     "start_time": "2023-01-22T16:54:00.464376",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "test = test.drop([\"id\"], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dcafaff0",
   "metadata": {
    "papermill": {
     "duration": 0.02098,
     "end_time": "2023-01-22T16:54:00.548877",
     "exception": false,
     "start_time": "2023-01-22T16:54:00.527897",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Submitting the prediction with pipeline which is made of random forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "3ecd84b5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:54:00.591677Z",
     "iopub.status.busy": "2023-01-22T16:54:00.591334Z",
     "iopub.status.idle": "2023-01-22T16:54:00.734620Z",
     "shell.execute_reply": "2023-01-22T16:54:00.733110Z"
    },
    "papermill": {
     "duration": 0.167909,
     "end_time": "2023-01-22T16:54:00.737047",
     "exception": false,
     "start_time": "2023-01-22T16:54:00.569138",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "sub1 = my_pipeline.predict(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "e394e7c4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:54:00.778435Z",
     "iopub.status.busy": "2023-01-22T16:54:00.778105Z",
     "iopub.status.idle": "2023-01-22T16:54:00.787233Z",
     "shell.execute_reply": "2023-01-22T16:54:00.785265Z"
    },
    "papermill": {
     "duration": 0.032531,
     "end_time": "2023-01-22T16:54:00.789608",
     "exception": false,
     "start_time": "2023-01-22T16:54:00.757077",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, ..., 0, 0, 0])"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sub1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "5673b460",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:54:00.831595Z",
     "iopub.status.busy": "2023-01-22T16:54:00.831267Z",
     "iopub.status.idle": "2023-01-22T16:54:00.837482Z",
     "shell.execute_reply": "2023-01-22T16:54:00.836487Z"
    },
    "papermill": {
     "duration": 0.0295,
     "end_time": "2023-01-22T16:54:00.839809",
     "exception": false,
     "start_time": "2023-01-22T16:54:00.810309",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Submission\n",
    "rf_sub = pd.DataFrame({\"id\": sub.id, \"Attrition\": sub1})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "0cb71e98",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:54:00.883863Z",
     "iopub.status.busy": "2023-01-22T16:54:00.883533Z",
     "iopub.status.idle": "2023-01-22T16:54:00.894469Z",
     "shell.execute_reply": "2023-01-22T16:54:00.892730Z"
    },
    "papermill": {
     "duration": 0.035719,
     "end_time": "2023-01-22T16:54:00.897063",
     "exception": false,
     "start_time": "2023-01-22T16:54:00.861344",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<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>id</th>\n",
       "      <th>Attrition</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1677</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1678</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1679</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1680</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1681</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     id  Attrition\n",
       "0  1677          0\n",
       "1  1678          0\n",
       "2  1679          0\n",
       "3  1680          0\n",
       "4  1681          1"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf_sub.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "64f51a3f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-01-22T16:54:00.939495Z",
     "iopub.status.busy": "2023-01-22T16:54:00.939133Z",
     "iopub.status.idle": "2023-01-22T16:54:00.949759Z",
     "shell.execute_reply": "2023-01-22T16:54:00.947923Z"
    },
    "papermill": {
     "duration": 0.034594,
     "end_time": "2023-01-22T16:54:00.952076",
     "exception": false,
     "start_time": "2023-01-22T16:54:00.917482",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "rf_sub.to_csv(\"submission.csv\", index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f45465a6",
   "metadata": {
    "papermill": {
     "duration": 0.019363,
     "end_time": "2023-01-22T16:54:00.991121",
     "exception": false,
     "start_time": "2023-01-22T16:54:00.971758",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Note\n",
    "1. There are lot more work todo like feature importance, hyper parameter tuning trying various model which will increase the accuracy.\n",
    "2. One lesson i learned today is start a competition early which gives more time to spend on.\n",
    "3. I am a big fan of fastai this notebookis more of tradition way of solving problems."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4235926f",
   "metadata": {
    "papermill": {
     "duration": 0.019044,
     "end_time": "2023-01-22T16:54:01.029960",
     "exception": false,
     "start_time": "2023-01-22T16:54:01.010916",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 19.334555,
   "end_time": "2023-01-22T16:54:01.870933",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2023-01-22T16:53:42.536378",
   "version": "2.3.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}