HR Data Visualization FINISHED.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Tools\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# Graphing Tools\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.rcParams[\"figure.figsize\"] = [20,10]\n",
    "plt.rcParams[\"font.size\"] = 20\n",
    "\n",
    "# Machine Learning Tools\n",
    "from sklearn import tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>satisfaction</th>\n",
       "      <th>last_evaluation</th>\n",
       "      <th>number_project</th>\n",
       "      <th>average_monthly_hours</th>\n",
       "      <th>time_spend_company</th>\n",
       "      <th>work_accident</th>\n",
       "      <th>promotion_last_5years</th>\n",
       "      <th>department</th>\n",
       "      <th>salary</th>\n",
       "      <th>salary_bracket</th>\n",
       "      <th>resigned_label</th>\n",
       "      <th>Unnamed: 11</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14993</th>\n",
       "      <td>0.92</td>\n",
       "      <td>0.82</td>\n",
       "      <td>4</td>\n",
       "      <td>96</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>IT</td>\n",
       "      <td>87000</td>\n",
       "      <td>medium</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14994</th>\n",
       "      <td>0.34</td>\n",
       "      <td>0.67</td>\n",
       "      <td>5</td>\n",
       "      <td>96</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>IT</td>\n",
       "      <td>54000</td>\n",
       "      <td>low</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14995</th>\n",
       "      <td>0.15</td>\n",
       "      <td>0.98</td>\n",
       "      <td>2</td>\n",
       "      <td>96</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>103000</td>\n",
       "      <td>high</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14996</th>\n",
       "      <td>0.50</td>\n",
       "      <td>0.58</td>\n",
       "      <td>4</td>\n",
       "      <td>96</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>48000</td>\n",
       "      <td>low</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14997</th>\n",
       "      <td>0.79</td>\n",
       "      <td>0.61</td>\n",
       "      <td>5</td>\n",
       "      <td>96</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>marketing</td>\n",
       "      <td>73000</td>\n",
       "      <td>medium</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       satisfaction  last_evaluation  number_project  average_monthly_hours  \\\n",
       "14993          0.92             0.82               4                     96   \n",
       "14994          0.34             0.67               5                     96   \n",
       "14995          0.15             0.98               2                     96   \n",
       "14996          0.50             0.58               4                     96   \n",
       "14997          0.79             0.61               5                     96   \n",
       "\n",
       "       time_spend_company  work_accident  promotion_last_5years department  \\\n",
       "14993                   4              0                      0         IT   \n",
       "14994                   2              1                      0         IT   \n",
       "14995                   2              0                      0      sales   \n",
       "14996                   3              0                      0      sales   \n",
       "14997                   4              0                      0  marketing   \n",
       "\n",
       "       salary salary_bracket  resigned_label Unnamed: 11  \n",
       "14993   87000         medium               0          no  \n",
       "14994   54000            low               0          no  \n",
       "14995  103000           high               0          no  \n",
       "14996   48000            low               0          no  \n",
       "14997   73000         medium               0          no  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('HRData.csv')\n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>satisfaction</th>\n",
       "      <th>last_evaluation</th>\n",
       "      <th>number_project</th>\n",
       "      <th>average_monthly_hours</th>\n",
       "      <th>time_spend_company</th>\n",
       "      <th>work_accident</th>\n",
       "      <th>promotion_last_5years</th>\n",
       "      <th>salary</th>\n",
       "      <th>resigned_label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>14998.000000</td>\n",
       "      <td>14998.000000</td>\n",
       "      <td>14998.000000</td>\n",
       "      <td>14998.000000</td>\n",
       "      <td>14998.000000</td>\n",
       "      <td>14998.000000</td>\n",
       "      <td>14998.000000</td>\n",
       "      <td>14998.000000</td>\n",
       "      <td>14998.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.613666</td>\n",
       "      <td>0.715373</td>\n",
       "      <td>3.808041</td>\n",
       "      <td>200.958328</td>\n",
       "      <td>3.501400</td>\n",
       "      <td>0.143753</td>\n",
       "      <td>0.022670</td>\n",
       "      <td>66977.730364</td>\n",
       "      <td>0.232764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.248134</td>\n",
       "      <td>0.170996</td>\n",
       "      <td>1.229061</td>\n",
       "      <td>49.846864</td>\n",
       "      <td>1.473318</td>\n",
       "      <td>0.350850</td>\n",
       "      <td>0.148853</td>\n",
       "      <td>29179.886862</td>\n",
       "      <td>0.422607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.090000</td>\n",
       "      <td>0.360000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>30000.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.440000</td>\n",
       "      <td>0.560000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>156.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>47000.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.640000</td>\n",
       "      <td>0.720000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>200.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>64000.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.820000</td>\n",
       "      <td>0.870000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>245.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>79000.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>310.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>299000.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       satisfaction  last_evaluation  number_project  average_monthly_hours  \\\n",
       "count  14998.000000     14998.000000    14998.000000           14998.000000   \n",
       "mean       0.613666         0.715373        3.808041             200.958328   \n",
       "std        0.248134         0.170996        1.229061              49.846864   \n",
       "min        0.090000         0.360000        2.000000              96.000000   \n",
       "25%        0.440000         0.560000        3.000000             156.000000   \n",
       "50%        0.640000         0.720000        4.000000             200.000000   \n",
       "75%        0.820000         0.870000        5.000000             245.000000   \n",
       "max        1.000000         1.000000        7.000000             310.000000   \n",
       "\n",
       "       time_spend_company  work_accident  promotion_last_5years  \\\n",
       "count        14998.000000   14998.000000           14998.000000   \n",
       "mean             3.501400       0.143753               0.022670   \n",
       "std              1.473318       0.350850               0.148853   \n",
       "min              2.000000       0.000000               0.000000   \n",
       "25%              3.000000       0.000000               0.000000   \n",
       "50%              3.000000       0.000000               0.000000   \n",
       "75%              4.000000       0.000000               0.000000   \n",
       "max             10.000000       1.000000               1.000000   \n",
       "\n",
       "              salary  resigned_label  \n",
       "count   14998.000000    14998.000000  \n",
       "mean    66977.730364        0.232764  \n",
       "std     29179.886862        0.422607  \n",
       "min     30000.000000        0.000000  \n",
       "25%     47000.000000        0.000000  \n",
       "50%     64000.000000        0.000000  \n",
       "75%     79000.000000        0.000000  \n",
       "max    299000.000000        1.000000  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='resigned_label', ylabel='satisfaction'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=df['resigned_label'], y=df['satisfaction'], showfliers=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='department', ylabel='salary'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=df['department'], y=df['salary'], hue=df['resigned_label'], showfliers=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "corrMatrix = df.drop(['resigned_label', 'department'], axis=1).corr()\n",
    "sns.heatmap(corrMatrix, annot=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1.1 Ultra Fancy Machine Learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.drop(['resigned_label'], axis=1)\n",
    "X = pd.get_dummies(X)\n",
    "y = df['resigned_label']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(max_depth=4)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = tree.DecisionTreeClassifier(max_depth=4)\n",
    "clf.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = tree.plot_tree(clf, feature_names=list(X.columns.values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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