machine_learning_projects/4. QuickDraw(你画我猜)在线交互识别系统/homeworks/离职数据分析.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e091bec4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\anaconda\\lib\\site-packages\\scipy\\__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.24.3\n",
      "  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import sklearn\n",
    "from sklearn.preprocessing import LabelEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6205e765",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>Attrition</th>\n",
       "      <th>BusinessTravel</th>\n",
       "      <th>Department</th>\n",
       "      <th>DistanceFromHome</th>\n",
       "      <th>Education</th>\n",
       "      <th>EducationField</th>\n",
       "      <th>EmployeeCount</th>\n",
       "      <th>EmployeeID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>...</th>\n",
       "      <th>NumCompaniesWorked</th>\n",
       "      <th>Over18</th>\n",
       "      <th>PercentSalaryHike</th>\n",
       "      <th>StandardHours</th>\n",
       "      <th>StockOptionLevel</th>\n",
       "      <th>TotalWorkingYears</th>\n",
       "      <th>TrainingTimesLastYear</th>\n",
       "      <th>YearsAtCompany</th>\n",
       "      <th>YearsSinceLastPromotion</th>\n",
       "      <th>YearsWithCurrManager</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>51</td>\n",
       "      <td>No</td>\n",
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       "      <td>Sales</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>Life Sciences</td>\n",
       "      <td>1</td>\n",
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       "      <td>Female</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>Research &amp; Development</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Life Sciences</td>\n",
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       "      <td>2</td>\n",
       "      <td>Female</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Y</td>\n",
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       "      <td>6.0</td>\n",
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       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>Other</td>\n",
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       "      <td>Male</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Y</td>\n",
       "      <td>15</td>\n",
       "      <td>8</td>\n",
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       "      <td>5.0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>38</td>\n",
       "      <td>No</td>\n",
       "      <td>Non-Travel</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>Life Sciences</td>\n",
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       "      <td>8</td>\n",
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       "      <td>5</td>\n",
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       "      <th>4</th>\n",
       "      <td>32</td>\n",
       "      <td>No</td>\n",
       "      <td>Travel_Rarely</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Medical</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>Male</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Y</td>\n",
       "      <td>12</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Age Attrition     BusinessTravel              Department  DistanceFromHome  \\\n",
       "0   51        No      Travel_Rarely                   Sales                 6   \n",
       "1   31       Yes  Travel_Frequently  Research & Development                10   \n",
       "2   32        No  Travel_Frequently  Research & Development                17   \n",
       "3   38        No         Non-Travel  Research & Development                 2   \n",
       "4   32        No      Travel_Rarely  Research & Development                10   \n",
       "\n",
       "   Education EducationField  EmployeeCount  EmployeeID  Gender  ...  \\\n",
       "0          2  Life Sciences              1           1  Female  ...   \n",
       "1          1  Life Sciences              1           2  Female  ...   \n",
       "2          4          Other              1           3    Male  ...   \n",
       "3          5  Life Sciences              1           4    Male  ...   \n",
       "4          1        Medical              1           5    Male  ...   \n",
       "\n",
       "   NumCompaniesWorked Over18 PercentSalaryHike  StandardHours  \\\n",
       "0                 1.0      Y                11              8   \n",
       "1                 0.0      Y                23              8   \n",
       "2                 1.0      Y                15              8   \n",
       "3                 3.0      Y                11              8   \n",
       "4                 4.0      Y                12              8   \n",
       "\n",
       "   StockOptionLevel TotalWorkingYears  TrainingTimesLastYear  YearsAtCompany  \\\n",
       "0                 0               1.0                      6               1   \n",
       "1                 1               6.0                      3               5   \n",
       "2                 3               5.0                      2               5   \n",
       "3                 3              13.0                      5               8   \n",
       "4                 2               9.0                      2               6   \n",
       "\n",
       "   YearsSinceLastPromotion  YearsWithCurrManager  \n",
       "0                        0                     0  \n",
       "1                        1                     4  \n",
       "2                        0                     3  \n",
       "3                        7                     5  \n",
       "4                        0                     4  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('quit_dataset.csv',encoding='gbk')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ff728823",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4410 entries, 0 to 4409\n",
      "Data columns (total 24 columns):\n",
      " #   Column                   Non-Null Count  Dtype  \n",
      "---  ------                   --------------  -----  \n",
      " 0   Age                      4410 non-null   int64  \n",
      " 1   Attrition                4410 non-null   object \n",
      " 2   BusinessTravel           4410 non-null   object \n",
      " 3   Department               4410 non-null   object \n",
      " 4   DistanceFromHome         4410 non-null   int64  \n",
      " 5   Education                4410 non-null   int64  \n",
      " 6   EducationField           4410 non-null   object \n",
      " 7   EmployeeCount            4410 non-null   int64  \n",
      " 8   EmployeeID               4410 non-null   int64  \n",
      " 9   Gender                   4410 non-null   object \n",
      " 10  JobLevel                 4410 non-null   int64  \n",
      " 11  JobRole                  4410 non-null   object \n",
      " 12  MaritalStatus            4410 non-null   object \n",
      " 13  MonthlyIncome            4410 non-null   int64  \n",
      " 14  NumCompaniesWorked       4391 non-null   float64\n",
      " 15  Over18                   4410 non-null   object \n",
      " 16  PercentSalaryHike        4410 non-null   int64  \n",
      " 17  StandardHours            4410 non-null   int64  \n",
      " 18  StockOptionLevel         4410 non-null   int64  \n",
      " 19  TotalWorkingYears        4401 non-null   float64\n",
      " 20  TrainingTimesLastYear    4410 non-null   int64  \n",
      " 21  YearsAtCompany           4410 non-null   int64  \n",
      " 22  YearsSinceLastPromotion  4410 non-null   int64  \n",
      " 23  YearsWithCurrManager     4410 non-null   int64  \n",
      "dtypes: float64(2), int64(14), object(8)\n",
      "memory usage: 827.0+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8e2de397",
   "metadata": {},
   "outputs": [
    {
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       "      <td>0</td>\n",
       "      <td>4</td>\n",
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      ],
      "text/plain": [
       "   Age  Attrition  BusinessTravel  Department  DistanceFromHome  Education  \\\n",
       "0   51          0               2           2                 6          2   \n",
       "1   31          1               1           1                10          1   \n",
       "2   32          0               1           1                17          4   \n",
       "3   38          0               0           1                 2          5   \n",
       "4   32          0               2           1                10          1   \n",
       "\n",
       "   EducationField  EmployeeCount  EmployeeID  Gender  ...  NumCompaniesWorked  \\\n",
       "0               1              1           1       0  ...                 1.0   \n",
       "1               1              1           2       0  ...                 0.0   \n",
       "2               4              1           3       1  ...                 1.0   \n",
       "3               1              1           4       1  ...                 3.0   \n",
       "4               3              1           5       1  ...                 4.0   \n",
       "\n",
       "   Over18  PercentSalaryHike  StandardHours  StockOptionLevel  \\\n",
       "0       0                 11              8                 0   \n",
       "1       0                 23              8                 1   \n",
       "2       0                 15              8                 3   \n",
       "3       0                 11              8                 3   \n",
       "4       0                 12              8                 2   \n",
       "\n",
       "   TotalWorkingYears  TrainingTimesLastYear  YearsAtCompany  \\\n",
       "0                1.0                      6               1   \n",
       "1                6.0                      3               5   \n",
       "2                5.0                      2               5   \n",
       "3               13.0                      5               8   \n",
       "4                9.0                      2               6   \n",
       "\n",
       "   YearsSinceLastPromotion  YearsWithCurrManager  \n",
       "0                        0                     0  \n",
       "1                        1                     4  \n",
       "2                        0                     3  \n",
       "3                        7                     5  \n",
       "4                        0                     4  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#unique函数是去重\n",
    "maps={}\n",
    "for col in df:\n",
    "    if df[col].dtype=='object':\n",
    "        unique=df[col].unique()\n",
    "        #将每一类编码\n",
    "        le=LabelEncoder()\n",
    "        le=le.fit(unique)\n",
    "        #每列标签保存进字典\n",
    "        maps[col]=le\n",
    "        df[col]=le.transform(df[col])\n",
    "        \n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "29a3dfbb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#使用热力图来绘制变量间相关性\n",
    "plt.figure(figsize=(20,10))\n",
    "sns.heatmap(df.corr(),annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7070cea3",
   "metadata": {},
   "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>Department</th>\n",
       "      <th>DistanceFromHome</th>\n",
       "      <th>Education</th>\n",
       "      <th>EducationField</th>\n",
       "      <th>EmployeeCount</th>\n",
       "      <th>EmployeeID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>...</th>\n",
       "      <th>NumCompaniesWorked</th>\n",
       "      <th>Over18</th>\n",
       "      <th>PercentSalaryHike</th>\n",
       "      <th>StandardHours</th>\n",
       "      <th>StockOptionLevel</th>\n",
       "      <th>TotalWorkingYears</th>\n",
       "      <th>TrainingTimesLastYear</th>\n",
       "      <th>YearsAtCompany</th>\n",
       "      <th>YearsSinceLastPromotion</th>\n",
       "      <th>YearsWithCurrManager</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Age</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.159205</td>\n",
       "      <td>0.024751</td>\n",
       "      <td>-0.010846</td>\n",
       "      <td>0.006963</td>\n",
       "      <td>-0.035706</td>\n",
       "      <td>0.043194</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.008649</td>\n",
       "      <td>-0.039352</td>\n",
       "      <td>...</td>\n",
       "      <td>0.299243</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.033137</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.031753</td>\n",
       "      <td>0.680661</td>\n",
       "      <td>-0.027308</td>\n",
       "      <td>0.311309</td>\n",
       "      <td>0.216513</td>\n",
       "      <td>0.202089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Attrition</th>\n",
       "      <td>-0.159205</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000074</td>\n",
       "      <td>-0.048206</td>\n",
       "      <td>-0.009730</td>\n",
       "      <td>-0.015111</td>\n",
       "      <td>-0.057940</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.004729</td>\n",
       "      <td>0.018125</td>\n",
       "      <td>...</td>\n",
       "      <td>0.042345</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.032533</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.006839</td>\n",
       "      <td>-0.170338</td>\n",
       "      <td>-0.049431</td>\n",
       "      <td>-0.134392</td>\n",
       "      <td>-0.033019</td>\n",
       "      <td>-0.156199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BusinessTravel</th>\n",
       "      <td>0.024751</td>\n",
       "      <td>0.000074</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.010982</td>\n",
       "      <td>0.024616</td>\n",
       "      <td>0.002755</td>\n",
       "      <td>-0.015462</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.002590</td>\n",
       "      <td>-0.039243</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022401</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.031054</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.003683</td>\n",
       "      <td>0.033997</td>\n",
       "      <td>-0.041888</td>\n",
       "      <td>-0.014575</td>\n",
       "      <td>-0.032591</td>\n",
       "      <td>-0.022636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Department</th>\n",
       "      <td>-0.010846</td>\n",
       "      <td>-0.048206</td>\n",
       "      <td>-0.010982</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.012134</td>\n",
       "      <td>-0.004597</td>\n",
       "      <td>0.013720</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.003455</td>\n",
       "      <td>0.003158</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.003954</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.007840</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.010512</td>\n",
       "      <td>-0.019839</td>\n",
       "      <td>0.012866</td>\n",
       "      <td>0.010078</td>\n",
       "      <td>0.014845</td>\n",
       "      <td>0.018016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DistanceFromHome</th>\n",
       "      <td>0.006963</td>\n",
       "      <td>-0.009730</td>\n",
       "      <td>0.024616</td>\n",
       "      <td>0.012134</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.008638</td>\n",
       "      <td>-0.024665</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.001097</td>\n",
       "      <td>-0.044173</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.013843</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.038125</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.011169</td>\n",
       "      <td>0.009374</td>\n",
       "      <td>-0.009001</td>\n",
       "      <td>0.031684</td>\n",
       "      <td>0.002290</td>\n",
       "      <td>0.021584</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Age  Attrition  BusinessTravel  Department  \\\n",
       "Age               1.000000  -0.159205        0.024751   -0.010846   \n",
       "Attrition        -0.159205   1.000000        0.000074   -0.048206   \n",
       "BusinessTravel    0.024751   0.000074        1.000000   -0.010982   \n",
       "Department       -0.010846  -0.048206       -0.010982    1.000000   \n",
       "DistanceFromHome  0.006963  -0.009730        0.024616    0.012134   \n",
       "\n",
       "                  DistanceFromHome  Education  EducationField  EmployeeCount  \\\n",
       "Age                       0.006963  -0.035706        0.043194            NaN   \n",
       "Attrition                -0.009730  -0.015111       -0.057940            NaN   \n",
       "BusinessTravel            0.024616   0.002755       -0.015462            NaN   \n",
       "Department                0.012134  -0.004597        0.013720            NaN   \n",
       "DistanceFromHome          1.000000  -0.008638       -0.024665            NaN   \n",
       "\n",
       "                  EmployeeID    Gender  ...  NumCompaniesWorked  Over18  \\\n",
       "Age                 0.008649 -0.039352  ...            0.299243     NaN   \n",
       "Attrition          -0.004729  0.018125  ...            0.042345     NaN   \n",
       "BusinessTravel     -0.002590 -0.039243  ...            0.022401     NaN   \n",
       "Department         -0.003455  0.003158  ...           -0.003954     NaN   \n",
       "DistanceFromHome   -0.001097 -0.044173  ...           -0.013843     NaN   \n",
       "\n",
       "                  PercentSalaryHike  StandardHours  StockOptionLevel  \\\n",
       "Age                       -0.033137            NaN         -0.031753   \n",
       "Attrition                  0.032533            NaN         -0.006839   \n",
       "BusinessTravel            -0.031054            NaN          0.003683   \n",
       "Department                -0.007840            NaN          0.010512   \n",
       "DistanceFromHome           0.038125            NaN          0.011169   \n",
       "\n",
       "                  TotalWorkingYears  TrainingTimesLastYear  YearsAtCompany  \\\n",
       "Age                        0.680661              -0.027308        0.311309   \n",
       "Attrition                 -0.170338              -0.049431       -0.134392   \n",
       "BusinessTravel             0.033997              -0.041888       -0.014575   \n",
       "Department                -0.019839               0.012866        0.010078   \n",
       "DistanceFromHome           0.009374              -0.009001        0.031684   \n",
       "\n",
       "                  YearsSinceLastPromotion  YearsWithCurrManager  \n",
       "Age                              0.216513              0.202089  \n",
       "Attrition                       -0.033019             -0.156199  \n",
       "BusinessTravel                  -0.032591             -0.022636  \n",
       "Department                       0.014845              0.018016  \n",
       "DistanceFromHome                 0.002290              0.021584  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr=df.corr()\n",
    "corr.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d705e0fb",
   "metadata": {},
   "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>Attrition</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Attrition</th>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MaritalStatus</th>\n",
       "      <td>0.162070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NumCompaniesWorked</th>\n",
       "      <td>0.042345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PercentSalaryHike</th>\n",
       "      <td>0.032533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JobRole</th>\n",
       "      <td>0.025809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gender</th>\n",
       "      <td>0.018125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BusinessTravel</th>\n",
       "      <td>0.000074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StandardHours</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EmployeeCount</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Over18</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EmployeeID</th>\n",
       "      <td>-0.004729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StockOptionLevel</th>\n",
       "      <td>-0.006839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DistanceFromHome</th>\n",
       "      <td>-0.009730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JobLevel</th>\n",
       "      <td>-0.010290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Education</th>\n",
       "      <td>-0.015111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <td>-0.031176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearsSinceLastPromotion</th>\n",
       "      <td>-0.033019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Department</th>\n",
       "      <td>-0.048206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TrainingTimesLastYear</th>\n",
       "      <td>-0.049431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EducationField</th>\n",
       "      <td>-0.057940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearsAtCompany</th>\n",
       "      <td>-0.134392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearsWithCurrManager</th>\n",
       "      <td>-0.156199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Age</th>\n",
       "      <td>-0.159205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TotalWorkingYears</th>\n",
       "      <td>-0.170338</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Attrition\n",
       "Attrition                 1.000000\n",
       "MaritalStatus             0.162070\n",
       "NumCompaniesWorked        0.042345\n",
       "PercentSalaryHike         0.032533\n",
       "JobRole                   0.025809\n",
       "Gender                    0.018125\n",
       "BusinessTravel            0.000074\n",
       "StandardHours             0.000000\n",
       "EmployeeCount             0.000000\n",
       "Over18                    0.000000\n",
       "EmployeeID               -0.004729\n",
       "StockOptionLevel         -0.006839\n",
       "DistanceFromHome         -0.009730\n",
       "JobLevel                 -0.010290\n",
       "Education                -0.015111\n",
       "MonthlyIncome            -0.031176\n",
       "YearsSinceLastPromotion  -0.033019\n",
       "Department               -0.048206\n",
       "TrainingTimesLastYear    -0.049431\n",
       "EducationField           -0.057940\n",
       "YearsAtCompany           -0.134392\n",
       "YearsWithCurrManager     -0.156199\n",
       "Age                      -0.159205\n",
       "TotalWorkingYears        -0.170338"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr=corr.fillna(0)\n",
    "show=corr[['Attrition']].sort_values(by='Attrition',ascending=False)\n",
    "show.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "57eb90b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\99319\\AppData\\Local\\Temp\\ipykernel_3624\\2027094151.py:16: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  show=show.iloc[1:11].append(show.iloc[-last_index:])\n",
      "C:\\Users\\99319\\AppData\\Local\\Temp\\ipykernel_3624\\2027094151.py:17: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  show=show.iloc[0:5].append(show.iloc[-5:])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#柱状图\n",
    "#使用sort_values去求前5和后5的柱状图\n",
    "# 绘制值最高的前5个\n",
    "plt.figure(figsize=(20,8))\n",
    "#1行2列第1个（布局）\n",
    "plt.subplot(1,2,1)\n",
    "plt.bar(show.index[:5],show.Attrition[:5])\n",
    "# 绘制值最低的前5个\n",
    "#1行2列第2个（布局）\n",
    "plt.subplot(1,2,2)\n",
    "plt.bar(show.index[-5:],show.Attrition[-5:])\n",
    "plt.title(\"The correlation of attrition with other variables\")\n",
    "plt.show()\n",
    "#\n",
    "last_index=len(show[show.Attrition<0])\n",
    "show=show.iloc[1:11].append(show.iloc[-last_index:])\n",
    "show=show.iloc[0:5].append(show.iloc[-5:])\n",
    "index_name=[\"Over Time\",\"Marita Status\",\"Distance From Home\",\"Job Role\",\"Department\",\"Age\",\"Monthly Income\",\"Years In Current Role\",\"Job Level\",\"Total Working Years\"]\n",
    "show.index=index_name\n",
    "plt.figure(figsize=(20,8))\n",
    "plt.bar(show.iloc[0:6].index,show.iloc[0:6].Attrition)\n",
    "plt.bar(show.iloc[5:].index,show.iloc[5:].Attrition)\n",
    "plt.title(\"The correlation of attrition with other variables\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "41a084fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1        5\n",
       "6        0\n",
       "13      10\n",
       "28       1\n",
       "30       3\n",
       "        ..\n",
       "4381     4\n",
       "4386     5\n",
       "4388     9\n",
       "4391     3\n",
       "4402     1\n",
       "Name: YearsAtCompany, Length: 711, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#离职和非离职\n",
    "quit_df=df[df['Attrition']==1]\n",
    "not_quit_df=df[df['Attrition']==0]\n",
    "quit_df['YearsAtCompany']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "03c071fd",
   "metadata": {},
   "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>YearsAtCompany</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4381</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4386</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4388</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4391</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4402</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>711 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      YearsAtCompany\n",
       "1                  5\n",
       "6                  0\n",
       "13                10\n",
       "28                 1\n",
       "30                 3\n",
       "...              ...\n",
       "4381               4\n",
       "4386               5\n",
       "4388               9\n",
       "4391               3\n",
       "4402               1\n",
       "\n",
       "[711 rows x 1 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quit_df[['YearsAtCompany']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e2c5d9dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3648"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quit_df['YearsAtCompany'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9ad2576f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "27258"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "not_quit_df['YearsAtCompany'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f6b53941",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "quit_level=quit_df.TotalWorkingYears.value_counts().sort_index()\n",
    "not_quit_level=not_quit_df.TotalWorkingYears.value_counts().sort_index()\n",
    "newdf=pd.DataFrame({ \"quit\":quit_level, \"not_quit\":not_quit_level})\n",
    "#每个元素除以总数得到占比\n",
    "newdf[\"quit\"]/=newdf.quit.sum()\n",
    "newdf[\"not_quit\"]/=newdf.not_quit.sum()\n",
    "#填充\n",
    "newdf=newdf.fillna(0)\n",
    "#index代表索引\n",
    "index=newdf.index\n",
    "plt.figure(figsize=(10,8))\n",
    "#柱状图宽度\n",
    "bar_width=0.35\n",
    "#分别画离职和非离职的图\n",
    "rects1=plt.bar(index,newdf.quit.values,bar_width,color='#0072BC',label=\"Attrition\")\n",
    "rects2=plt.bar(index+bar_width,newdf.not_quit,bar_width,color='#ED1C24',label=\"Non-Attrition\")\n",
    "#横坐标和纵坐标的含义\n",
    "plt.xlabel('years')\n",
    "plt.ylabel(\"People percentage\")\n",
    "plt.xticks(index+bar_width,index,rotation=60)\n",
    "plt.title(\"Attrition and Non-Attrition in TotalWorkingYears\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2545cc9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    2019\n",
       "2    1410\n",
       "0     981\n",
       "Name: MaritalStatus, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['MaritalStatus'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2f99b3d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#饼图，可以自动算百分比\n",
    "quit_level=quit_df.MaritalStatus.value_counts().sort_index()\n",
    "not_quit_level=not_quit_df.MaritalStatus.value_counts().sort_index()\n",
    "plt.figure(figsize=(16,6))\n",
    "plt.subplot(1,2,1)\n",
    "rects1=plt.pie(quit_level,autopct='%2.f %%',explode=[0.1,0,0],labels=quit_level.index)\n",
    "plt.subplot(1,2,2)\n",
    "rects2=plt.pie(not_quit_level,autopct='%2.f %%',explode=[0.1,0,0],labels=['1','2','0'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e9477c3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#饼图，可以自动算百分比\n",
    "quit_level=quit_df.MaritalStatus.value_counts().sort_index()\n",
    "not_quit_level=not_quit_df.MaritalStatus.value_counts().sort_index()\n",
    "unique=df['MaritalStatus'].unique()\n",
    "unique=maps['MaritalStatus'].inverse_transform(unique)\n",
    "marital_dict=dict(zip(unique,[i for i in range(len(unique))]))\n",
    "plt.figure(figsize=(16,6))\n",
    "plt.subplot(1,2,1)\n",
    "quit_pie=pd.DataFrame(quit_df[\"MaritalStatus\"].value_counts())\n",
    "quit_pie.index=quit_pie.index.map(dict(zip(marital_dict.values(),marital_dict.keys())))\n",
    "quit_pie[\"MaritalStatus\"].plot(kind=\"pie\",autopct='%.1f%%',title=\"Attrition in differrent Marital Status\")\n",
    "plt.subplot(1,2,2)\n",
    "not_quit_pie=pd.DataFrame(not_quit_df[\"MaritalStatus\"].value_counts())\n",
    "not_quit_pie.index=not_quit_pie.index.map(dict(zip(marital_dict.values(),marital_dict.keys())))\n",
    "not_quit_pie[\"MaritalStatus\"].plot(kind=\"pie\",autopct='%.1f%%',title=\"Not-attrition in differrent Marital Status\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6869219b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}