Employee Exits.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Analysing Dissatisfaction Amongst Different Employees\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction:\n",
    "We will be working with two datasets, one from the Department of Education,Training and Employment(DETE) and the other from the Technical and Further Education(TAFE) institute in Queensland, Australia.\n",
    "The goal of the analysis is to answer certain questions on the reasons why workers are resigning,whether it is due to some disatisfaction, etc. We will also try to figure out the reason those who have worked for a short period are resigning and the reason for those who have worked for longer. We will aslo figure out if younger employees are resigning because of a particular type of disatisfaction and we will do the same for the older employees. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dete_survey = pd.read_csv('dete_survey.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "tafe_survey = pd.read_csv('tafe_survey.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DETE Exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>SeparationType</th>\n",
       "      <th>Cease Date</th>\n",
       "      <th>DETE Start Date</th>\n",
       "      <th>Role Start Date</th>\n",
       "      <th>Position</th>\n",
       "      <th>Classification</th>\n",
       "      <th>Region</th>\n",
       "      <th>Business Unit</th>\n",
       "      <th>Employment Status</th>\n",
       "      <th>...</th>\n",
       "      <th>Kept informed</th>\n",
       "      <th>Wellness programs</th>\n",
       "      <th>Health &amp; Safety</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Aboriginal</th>\n",
       "      <th>Torres Strait</th>\n",
       "      <th>South Sea</th>\n",
       "      <th>Disability</th>\n",
       "      <th>NESB</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Ill Health Retirement</td>\n",
       "      <td>08/2012</td>\n",
       "      <td>1984</td>\n",
       "      <td>2004</td>\n",
       "      <td>Public Servant</td>\n",
       "      <td>A01-A04</td>\n",
       "      <td>Central Office</td>\n",
       "      <td>Corporate Strategy and Peformance</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Male</td>\n",
       "      <td>56-60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Voluntary Early Retirement (VER)</td>\n",
       "      <td>08/2012</td>\n",
       "      <td>Not Stated</td>\n",
       "      <td>Not Stated</td>\n",
       "      <td>Public Servant</td>\n",
       "      <td>AO5-AO7</td>\n",
       "      <td>Central Office</td>\n",
       "      <td>Corporate Strategy and Peformance</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Male</td>\n",
       "      <td>56-60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Voluntary Early Retirement (VER)</td>\n",
       "      <td>05/2012</td>\n",
       "      <td>2011</td>\n",
       "      <td>2011</td>\n",
       "      <td>Schools Officer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Central Office</td>\n",
       "      <td>Education Queensland</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Male</td>\n",
       "      <td>61 or older</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Resignation-Other reasons</td>\n",
       "      <td>05/2012</td>\n",
       "      <td>2005</td>\n",
       "      <td>2006</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Primary</td>\n",
       "      <td>Central Queensland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>A</td>\n",
       "      <td>N</td>\n",
       "      <td>A</td>\n",
       "      <td>Female</td>\n",
       "      <td>36-40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Age Retirement</td>\n",
       "      <td>05/2012</td>\n",
       "      <td>1970</td>\n",
       "      <td>1989</td>\n",
       "      <td>Head of Curriculum/Head of Special Education</td>\n",
       "      <td>NaN</td>\n",
       "      <td>South East</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>A</td>\n",
       "      <td>M</td>\n",
       "      <td>Female</td>\n",
       "      <td>61 or older</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 56 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   ID                    SeparationType Cease Date DETE Start Date  \\\n",
       "0   1             Ill Health Retirement    08/2012            1984   \n",
       "1   2  Voluntary Early Retirement (VER)    08/2012      Not Stated   \n",
       "2   3  Voluntary Early Retirement (VER)    05/2012            2011   \n",
       "3   4         Resignation-Other reasons    05/2012            2005   \n",
       "4   5                    Age Retirement    05/2012            1970   \n",
       "\n",
       "  Role Start Date                                      Position  \\\n",
       "0            2004                                Public Servant   \n",
       "1      Not Stated                                Public Servant   \n",
       "2            2011                               Schools Officer   \n",
       "3            2006                                       Teacher   \n",
       "4            1989  Head of Curriculum/Head of Special Education   \n",
       "\n",
       "  Classification              Region                      Business Unit  \\\n",
       "0        A01-A04      Central Office  Corporate Strategy and Peformance   \n",
       "1        AO5-AO7      Central Office  Corporate Strategy and Peformance   \n",
       "2            NaN      Central Office               Education Queensland   \n",
       "3        Primary  Central Queensland                                NaN   \n",
       "4            NaN          South East                                NaN   \n",
       "\n",
       "     Employment Status  ...  Kept informed  Wellness programs  \\\n",
       "0  Permanent Full-time  ...              N                  N   \n",
       "1  Permanent Full-time  ...              N                  N   \n",
       "2  Permanent Full-time  ...              N                  N   \n",
       "3  Permanent Full-time  ...              A                  N   \n",
       "4  Permanent Full-time  ...              N                  A   \n",
       "\n",
       "   Health & Safety  Gender          Age  Aboriginal  Torres Strait  South Sea  \\\n",
       "0                N    Male        56-60         NaN            NaN        NaN   \n",
       "1                N    Male        56-60         NaN            NaN        NaN   \n",
       "2                N    Male  61 or older         NaN            NaN        NaN   \n",
       "3                A  Female        36-40         NaN            NaN        NaN   \n",
       "4                M  Female  61 or older         NaN            NaN        NaN   \n",
       "\n",
       "   Disability  NESB  \n",
       "0         NaN   Yes  \n",
       "1         NaN   NaN  \n",
       "2         NaN   NaN  \n",
       "3         NaN   NaN  \n",
       "4         NaN   NaN  \n",
       "\n",
       "[5 rows x 56 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dete_survey.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>SeparationType</th>\n",
       "      <th>Cease Date</th>\n",
       "      <th>DETE Start Date</th>\n",
       "      <th>Role Start Date</th>\n",
       "      <th>Position</th>\n",
       "      <th>Classification</th>\n",
       "      <th>Region</th>\n",
       "      <th>Business Unit</th>\n",
       "      <th>Employment Status</th>\n",
       "      <th>...</th>\n",
       "      <th>Kept informed</th>\n",
       "      <th>Wellness programs</th>\n",
       "      <th>Health &amp; Safety</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Aboriginal</th>\n",
       "      <th>Torres Strait</th>\n",
       "      <th>South Sea</th>\n",
       "      <th>Disability</th>\n",
       "      <th>NESB</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>819</td>\n",
       "      <td>Age Retirement</td>\n",
       "      <td>02/2014</td>\n",
       "      <td>1977</td>\n",
       "      <td>1999</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Primary</td>\n",
       "      <td>Central Queensland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Part-time</td>\n",
       "      <td>...</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>SA</td>\n",
       "      <td>Female</td>\n",
       "      <td>56-60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>820</td>\n",
       "      <td>Age Retirement</td>\n",
       "      <td>01/2014</td>\n",
       "      <td>1980</td>\n",
       "      <td>1980</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Secondary</td>\n",
       "      <td>North Coast</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Male</td>\n",
       "      <td>51-55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>821</td>\n",
       "      <td>Resignation-Move overseas/interstate</td>\n",
       "      <td>01/2014</td>\n",
       "      <td>2009</td>\n",
       "      <td>2009</td>\n",
       "      <td>Public Servant</td>\n",
       "      <td>A01-A04</td>\n",
       "      <td>Central Office</td>\n",
       "      <td>Education Queensland</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>A</td>\n",
       "      <td>N</td>\n",
       "      <td>A</td>\n",
       "      <td>Female</td>\n",
       "      <td>31-35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>822</td>\n",
       "      <td>Ill Health Retirement</td>\n",
       "      <td>12/2013</td>\n",
       "      <td>2001</td>\n",
       "      <td>2009</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Secondary</td>\n",
       "      <td>Darling Downs South West</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>A</td>\n",
       "      <td>N</td>\n",
       "      <td>A</td>\n",
       "      <td>Female</td>\n",
       "      <td>41-45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>823</td>\n",
       "      <td>Resignation-Move overseas/interstate</td>\n",
       "      <td>12/2013</td>\n",
       "      <td>Not Stated</td>\n",
       "      <td>Not Stated</td>\n",
       "      <td>Teacher Aide</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 56 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      ID                        SeparationType Cease Date DETE Start Date  \\\n",
       "817  819                        Age Retirement    02/2014            1977   \n",
       "818  820                        Age Retirement    01/2014            1980   \n",
       "819  821  Resignation-Move overseas/interstate    01/2014            2009   \n",
       "820  822                 Ill Health Retirement    12/2013            2001   \n",
       "821  823  Resignation-Move overseas/interstate    12/2013      Not Stated   \n",
       "\n",
       "    Role Start Date        Position Classification                    Region  \\\n",
       "817            1999         Teacher        Primary        Central Queensland   \n",
       "818            1980         Teacher      Secondary               North Coast   \n",
       "819            2009  Public Servant        A01-A04            Central Office   \n",
       "820            2009         Teacher      Secondary  Darling Downs South West   \n",
       "821      Not Stated    Teacher Aide            NaN              Metropolitan   \n",
       "\n",
       "            Business Unit    Employment Status  ...  Kept informed  \\\n",
       "817                   NaN  Permanent Part-time  ...              A   \n",
       "818                   NaN  Permanent Full-time  ...              N   \n",
       "819  Education Queensland  Permanent Full-time  ...              A   \n",
       "820                   NaN  Permanent Full-time  ...              A   \n",
       "821                   NaN                  NaN  ...            NaN   \n",
       "\n",
       "     Wellness programs  Health & Safety  Gender    Age  Aboriginal  \\\n",
       "817                  A               SA  Female  56-60         NaN   \n",
       "818                  N                N    Male  51-55         NaN   \n",
       "819                  N                A  Female  31-35         NaN   \n",
       "820                  N                A  Female  41-45         NaN   \n",
       "821                NaN              NaN     NaN    NaN         NaN   \n",
       "\n",
       "     Torres Strait  South Sea  Disability  NESB  \n",
       "817            NaN        NaN         NaN   NaN  \n",
       "818            NaN        NaN         NaN   NaN  \n",
       "819            NaN        NaN         NaN   NaN  \n",
       "820            NaN        NaN         NaN   NaN  \n",
       "821            NaN        NaN         NaN   NaN  \n",
       "\n",
       "[5 rows x 56 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
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    }
   ],
   "source": [
    "dete_survey.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 822 entries, 0 to 821\n",
      "Data columns (total 56 columns):\n",
      " #   Column                               Non-Null Count  Dtype \n",
      "---  ------                               --------------  ----- \n",
      " 0   ID                                   822 non-null    int64 \n",
      " 1   SeparationType                       822 non-null    object\n",
      " 2   Cease Date                           822 non-null    object\n",
      " 3   DETE Start Date                      822 non-null    object\n",
      " 4   Role Start Date                      822 non-null    object\n",
      " 5   Position                             817 non-null    object\n",
      " 6   Classification                       455 non-null    object\n",
      " 7   Region                               822 non-null    object\n",
      " 8   Business Unit                        126 non-null    object\n",
      " 9   Employment Status                    817 non-null    object\n",
      " 10  Career move to public sector         822 non-null    bool  \n",
      " 11  Career move to private sector        822 non-null    bool  \n",
      " 12  Interpersonal conflicts              822 non-null    bool  \n",
      " 13  Job dissatisfaction                  822 non-null    bool  \n",
      " 14  Dissatisfaction with the department  822 non-null    bool  \n",
      " 15  Physical work environment            822 non-null    bool  \n",
      " 16  Lack of recognition                  822 non-null    bool  \n",
      " 17  Lack of job security                 822 non-null    bool  \n",
      " 18  Work location                        822 non-null    bool  \n",
      " 19  Employment conditions                822 non-null    bool  \n",
      " 20  Maternity/family                     822 non-null    bool  \n",
      " 21  Relocation                           822 non-null    bool  \n",
      " 22  Study/Travel                         822 non-null    bool  \n",
      " 23  Ill Health                           822 non-null    bool  \n",
      " 24  Traumatic incident                   822 non-null    bool  \n",
      " 25  Work life balance                    822 non-null    bool  \n",
      " 26  Workload                             822 non-null    bool  \n",
      " 27  None of the above                    822 non-null    bool  \n",
      " 28  Professional Development             808 non-null    object\n",
      " 29  Opportunities for promotion          735 non-null    object\n",
      " 30  Staff morale                         816 non-null    object\n",
      " 31  Workplace issue                      788 non-null    object\n",
      " 32  Physical environment                 817 non-null    object\n",
      " 33  Worklife balance                     815 non-null    object\n",
      " 34  Stress and pressure support          810 non-null    object\n",
      " 35  Performance of supervisor            813 non-null    object\n",
      " 36  Peer support                         812 non-null    object\n",
      " 37  Initiative                           813 non-null    object\n",
      " 38  Skills                               811 non-null    object\n",
      " 39  Coach                                767 non-null    object\n",
      " 40  Career Aspirations                   746 non-null    object\n",
      " 41  Feedback                             792 non-null    object\n",
      " 42  Further PD                           768 non-null    object\n",
      " 43  Communication                        814 non-null    object\n",
      " 44  My say                               812 non-null    object\n",
      " 45  Information                          816 non-null    object\n",
      " 46  Kept informed                        813 non-null    object\n",
      " 47  Wellness programs                    766 non-null    object\n",
      " 48  Health & Safety                      793 non-null    object\n",
      " 49  Gender                               798 non-null    object\n",
      " 50  Age                                  811 non-null    object\n",
      " 51  Aboriginal                           16 non-null     object\n",
      " 52  Torres Strait                        3 non-null      object\n",
      " 53  South Sea                            7 non-null      object\n",
      " 54  Disability                           23 non-null     object\n",
      " 55  NESB                                 32 non-null     object\n",
      "dtypes: bool(18), int64(1), object(37)\n",
      "memory usage: 258.6+ KB\n"
     ]
    }
   ],
   "source": [
    "dete_survey.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ID                                       0\n",
       "SeparationType                           0\n",
       "Cease Date                               0\n",
       "DETE Start Date                          0\n",
       "Role Start Date                          0\n",
       "Position                                 5\n",
       "Classification                         367\n",
       "Region                                   0\n",
       "Business Unit                          696\n",
       "Employment Status                        5\n",
       "Career move to public sector             0\n",
       "Career move to private sector            0\n",
       "Interpersonal conflicts                  0\n",
       "Job dissatisfaction                      0\n",
       "Dissatisfaction with the department      0\n",
       "Physical work environment                0\n",
       "Lack of recognition                      0\n",
       "Lack of job security                     0\n",
       "Work location                            0\n",
       "Employment conditions                    0\n",
       "Maternity/family                         0\n",
       "Relocation                               0\n",
       "Study/Travel                             0\n",
       "Ill Health                               0\n",
       "Traumatic incident                       0\n",
       "Work life balance                        0\n",
       "Workload                                 0\n",
       "None of the above                        0\n",
       "Professional Development                14\n",
       "Opportunities for promotion             87\n",
       "Staff morale                             6\n",
       "Workplace issue                         34\n",
       "Physical environment                     5\n",
       "Worklife balance                         7\n",
       "Stress and pressure support             12\n",
       "Performance of supervisor                9\n",
       "Peer support                            10\n",
       "Initiative                               9\n",
       "Skills                                  11\n",
       "Coach                                   55\n",
       "Career Aspirations                      76\n",
       "Feedback                                30\n",
       "Further PD                              54\n",
       "Communication                            8\n",
       "My say                                  10\n",
       "Information                              6\n",
       "Kept informed                            9\n",
       "Wellness programs                       56\n",
       "Health & Safety                         29\n",
       "Gender                                  24\n",
       "Age                                     11\n",
       "Aboriginal                             806\n",
       "Torres Strait                          819\n",
       "South Sea                              815\n",
       "Disability                             799\n",
       "NESB                                   790\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dete_survey.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NaN                                           696\n",
       "Education Queensland                           54\n",
       "Information and Technologies                   26\n",
       "Training and Tertiary Education Queensland     12\n",
       "Other                                          11\n",
       "Human Resources                                 6\n",
       "Corporate Strategy and Peformance               5\n",
       "Early Childhood Education and Care              3\n",
       "Infrastructure                                  2\n",
       "Policy, Research, Legislation                   2\n",
       "Finance                                         1\n",
       "Calliope State School                           1\n",
       "Pacific Pines SHS                               1\n",
       "Indigenous Education and Training Futures       1\n",
       "Corporate Procurement                           1\n",
       "Name: Business Unit, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dete_survey['Business Unit'].value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NaN                  367\n",
       "Primary              161\n",
       "Secondary            124\n",
       "A01-A04               66\n",
       "AO5-AO7               46\n",
       "Special Education     33\n",
       "AO8 and Above         14\n",
       "PO1-PO4                8\n",
       "Middle                 3\n",
       "Name: Classification, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dete_survey['Classification'].value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are a lof of missing values in the Aboriginal and disabliity column but that is to be expected as they are probably minorities whichh means a lot of people who took the survey are neither disabled or Aboriginal. There are also columns in our dataframe tha contains `'Not Stated'` which are mssing values that are not represented as `NaN`. We are going to read the datset again and pass in an argument to read 'Not Stated' as `NaN`. The columns not needed for the analysis are going to be dropped."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TAFE Exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>Record ID</th>\n",
       "      <th>Institute</th>\n",
       "      <th>WorkArea</th>\n",
       "      <th>CESSATION YEAR</th>\n",
       "      <th>Reason for ceasing employment</th>\n",
       "      <th>Contributing Factors. Career Move - Public Sector</th>\n",
       "      <th>Contributing Factors. Career Move - Private Sector</th>\n",
       "      <th>Contributing Factors. Career Move - Self-employment</th>\n",
       "      <th>Contributing Factors. Ill Health</th>\n",
       "      <th>Contributing Factors. Maternity/Family</th>\n",
       "      <th>...</th>\n",
       "      <th>Workplace. Topic:Does your workplace promote a work culture free from all forms of unlawful discrimination?</th>\n",
       "      <th>Workplace. Topic:Does your workplace promote and practice the principles of employment equity?</th>\n",
       "      <th>Workplace. Topic:Does your workplace value the diversity of its employees?</th>\n",
       "      <th>Workplace. Topic:Would you recommend the Institute as an employer to others?</th>\n",
       "      <th>Gender. What is your Gender?</th>\n",
       "      <th>CurrentAge. Current Age</th>\n",
       "      <th>Employment Type. Employment Type</th>\n",
       "      <th>Classification. Classification</th>\n",
       "      <th>LengthofServiceOverall. Overall Length of Service at Institute (in years)</th>\n",
       "      <th>LengthofServiceCurrent. Length of Service at current workplace (in years)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6.341330e+17</td>\n",
       "      <td>Southern Queensland Institute of TAFE</td>\n",
       "      <td>Non-Delivery (corporate)</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Contract Expired</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Female</td>\n",
       "      <td>26  30</td>\n",
       "      <td>Temporary Full-time</td>\n",
       "      <td>Administration (AO)</td>\n",
       "      <td>1-2</td>\n",
       "      <td>1-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6.341337e+17</td>\n",
       "      <td>Mount Isa Institute of TAFE</td>\n",
       "      <td>Non-Delivery (corporate)</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Retirement</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6.341388e+17</td>\n",
       "      <td>Mount Isa Institute of TAFE</td>\n",
       "      <td>Delivery (teaching)</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Retirement</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6.341399e+17</td>\n",
       "      <td>Mount Isa Institute of TAFE</td>\n",
       "      <td>Non-Delivery (corporate)</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Resignation</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6.341466e+17</td>\n",
       "      <td>Southern Queensland Institute of TAFE</td>\n",
       "      <td>Delivery (teaching)</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Resignation</td>\n",
       "      <td>-</td>\n",
       "      <td>Career Move - Private Sector</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>41  45</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>Teacher (including LVT)</td>\n",
       "      <td>3-4</td>\n",
       "      <td>3-4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 72 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Record ID                              Institute  \\\n",
       "0  6.341330e+17  Southern Queensland Institute of TAFE   \n",
       "1  6.341337e+17            Mount Isa Institute of TAFE   \n",
       "2  6.341388e+17            Mount Isa Institute of TAFE   \n",
       "3  6.341399e+17            Mount Isa Institute of TAFE   \n",
       "4  6.341466e+17  Southern Queensland Institute of TAFE   \n",
       "\n",
       "                   WorkArea  CESSATION YEAR Reason for ceasing employment  \\\n",
       "0  Non-Delivery (corporate)          2010.0              Contract Expired   \n",
       "1  Non-Delivery (corporate)          2010.0                    Retirement   \n",
       "2       Delivery (teaching)          2010.0                    Retirement   \n",
       "3  Non-Delivery (corporate)          2010.0                   Resignation   \n",
       "4       Delivery (teaching)          2010.0                   Resignation   \n",
       "\n",
       "  Contributing Factors. Career Move - Public Sector   \\\n",
       "0                                                NaN   \n",
       "1                                                  -   \n",
       "2                                                  -   \n",
       "3                                                  -   \n",
       "4                                                  -   \n",
       "\n",
       "  Contributing Factors. Career Move - Private Sector   \\\n",
       "0                                                NaN    \n",
       "1                                                  -    \n",
       "2                                                  -    \n",
       "3                                                  -    \n",
       "4                       Career Move - Private Sector    \n",
       "\n",
       "  Contributing Factors. Career Move - Self-employment  \\\n",
       "0                                                NaN    \n",
       "1                                                  -    \n",
       "2                                                  -    \n",
       "3                                                  -    \n",
       "4                                                  -    \n",
       "\n",
       "  Contributing Factors. Ill Health Contributing Factors. Maternity/Family  \\\n",
       "0                              NaN                                    NaN   \n",
       "1                                -                                      -   \n",
       "2                                -                                      -   \n",
       "3                                -                                      -   \n",
       "4                                -                                      -   \n",
       "\n",
       "   ...  \\\n",
       "0  ...   \n",
       "1  ...   \n",
       "2  ...   \n",
       "3  ...   \n",
       "4  ...   \n",
       "\n",
       "  Workplace. Topic:Does your workplace promote a work culture free from all forms of unlawful discrimination?  \\\n",
       "0                                                Yes                                                            \n",
       "1                                                Yes                                                            \n",
       "2                                                Yes                                                            \n",
       "3                                                Yes                                                            \n",
       "4                                                Yes                                                            \n",
       "\n",
       "  Workplace. Topic:Does your workplace promote and practice the principles of employment equity?  \\\n",
       "0                                                Yes                                               \n",
       "1                                                Yes                                               \n",
       "2                                                Yes                                               \n",
       "3                                                Yes                                               \n",
       "4                                                Yes                                               \n",
       "\n",
       "  Workplace. Topic:Does your workplace value the diversity of its employees?  \\\n",
       "0                                                Yes                           \n",
       "1                                                Yes                           \n",
       "2                                                Yes                           \n",
       "3                                                Yes                           \n",
       "4                                                Yes                           \n",
       "\n",
       "  Workplace. Topic:Would you recommend the Institute as an employer to others?  \\\n",
       "0                                                Yes                             \n",
       "1                                                Yes                             \n",
       "2                                                Yes                             \n",
       "3                                                Yes                             \n",
       "4                                                Yes                             \n",
       "\n",
       "  Gender. What is your Gender? CurrentAge. Current Age  \\\n",
       "0                       Female                  26  30   \n",
       "1                          NaN                     NaN   \n",
       "2                          NaN                     NaN   \n",
       "3                          NaN                     NaN   \n",
       "4                         Male                  41  45   \n",
       "\n",
       "  Employment Type. Employment Type Classification. Classification  \\\n",
       "0              Temporary Full-time            Administration (AO)   \n",
       "1                              NaN                            NaN   \n",
       "2                              NaN                            NaN   \n",
       "3                              NaN                            NaN   \n",
       "4              Permanent Full-time        Teacher (including LVT)   \n",
       "\n",
       "  LengthofServiceOverall. Overall Length of Service at Institute (in years)  \\\n",
       "0                                                1-2                          \n",
       "1                                                NaN                          \n",
       "2                                                NaN                          \n",
       "3                                                NaN                          \n",
       "4                                                3-4                          \n",
       "\n",
       "  LengthofServiceCurrent. Length of Service at current workplace (in years)  \n",
       "0                                                1-2                         \n",
       "1                                                NaN                         \n",
       "2                                                NaN                         \n",
       "3                                                NaN                         \n",
       "4                                                3-4                         \n",
       "\n",
       "[5 rows x 72 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tafe_survey.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Record ID</th>\n",
       "      <th>Institute</th>\n",
       "      <th>WorkArea</th>\n",
       "      <th>CESSATION YEAR</th>\n",
       "      <th>Reason for ceasing employment</th>\n",
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       "      <th>Contributing Factors. Ill Health</th>\n",
       "      <th>Contributing Factors. Maternity/Family</th>\n",
       "      <th>...</th>\n",
       "      <th>Workplace. Topic:Does your workplace promote a work culture free from all forms of unlawful discrimination?</th>\n",
       "      <th>Workplace. Topic:Does your workplace promote and practice the principles of employment equity?</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>6.350668e+17</td>\n",
       "      <td>Barrier Reef Institute of TAFE</td>\n",
       "      <td>Delivery (teaching)</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Resignation</td>\n",
       "      <td>Career Move - Public Sector</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Male</td>\n",
       "      <td>51-55</td>\n",
       "      <td>Temporary Full-time</td>\n",
       "      <td>Teacher (including LVT)</td>\n",
       "      <td>1-2</td>\n",
       "      <td>1-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>6.350677e+17</td>\n",
       "      <td>Southern Queensland Institute of TAFE</td>\n",
       "      <td>Non-Delivery (corporate)</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Resignation</td>\n",
       "      <td>Career Move - Public Sector</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>6.350704e+17</td>\n",
       "      <td>Tropical North Institute of TAFE</td>\n",
       "      <td>Delivery (teaching)</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Resignation</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Female</td>\n",
       "      <td>51-55</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>Teacher (including LVT)</td>\n",
       "      <td>5-6</td>\n",
       "      <td>1-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>6.350712e+17</td>\n",
       "      <td>Southbank Institute of Technology</td>\n",
       "      <td>Non-Delivery (corporate)</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Contract Expired</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>41  45</td>\n",
       "      <td>Temporary Full-time</td>\n",
       "      <td>Professional Officer (PO)</td>\n",
       "      <td>1-2</td>\n",
       "      <td>1-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>6.350730e+17</td>\n",
       "      <td>Tropical North Institute of TAFE</td>\n",
       "      <td>Non-Delivery (corporate)</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Resignation</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>Career Move - Self-employment</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Female</td>\n",
       "      <td>26  30</td>\n",
       "      <td>Contract/casual</td>\n",
       "      <td>Administration (AO)</td>\n",
       "      <td>3-4</td>\n",
       "      <td>1-2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 72 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Record ID                              Institute  \\\n",
       "697  6.350668e+17         Barrier Reef Institute of TAFE   \n",
       "698  6.350677e+17  Southern Queensland Institute of TAFE   \n",
       "699  6.350704e+17       Tropical North Institute of TAFE   \n",
       "700  6.350712e+17      Southbank Institute of Technology   \n",
       "701  6.350730e+17       Tropical North Institute of TAFE   \n",
       "\n",
       "                     WorkArea  CESSATION YEAR Reason for ceasing employment  \\\n",
       "697       Delivery (teaching)          2013.0                   Resignation   \n",
       "698  Non-Delivery (corporate)          2013.0                   Resignation   \n",
       "699       Delivery (teaching)          2013.0                   Resignation   \n",
       "700  Non-Delivery (corporate)          2013.0              Contract Expired   \n",
       "701  Non-Delivery (corporate)          2013.0                   Resignation   \n",
       "\n",
       "    Contributing Factors. Career Move - Public Sector   \\\n",
       "697                        Career Move - Public Sector   \n",
       "698                        Career Move - Public Sector   \n",
       "699                                                  -   \n",
       "700                                                NaN   \n",
       "701                                                  -   \n",
       "\n",
       "    Contributing Factors. Career Move - Private Sector   \\\n",
       "697                                                  -    \n",
       "698                                                  -    \n",
       "699                                                  -    \n",
       "700                                                NaN    \n",
       "701                                                  -    \n",
       "\n",
       "    Contributing Factors. Career Move - Self-employment  \\\n",
       "697                                                  -    \n",
       "698                                                  -    \n",
       "699                                                  -    \n",
       "700                                                NaN    \n",
       "701                      Career Move - Self-employment    \n",
       "\n",
       "    Contributing Factors. Ill Health Contributing Factors. Maternity/Family  \\\n",
       "697                                -                                      -   \n",
       "698                                -                                      -   \n",
       "699                                -                                      -   \n",
       "700                              NaN                                    NaN   \n",
       "701                                -                                      -   \n",
       "\n",
       "     ...  \\\n",
       "697  ...   \n",
       "698  ...   \n",
       "699  ...   \n",
       "700  ...   \n",
       "701  ...   \n",
       "\n",
       "    Workplace. Topic:Does your workplace promote a work culture free from all forms of unlawful discrimination?  \\\n",
       "697                                                Yes                                                            \n",
       "698                                                NaN                                                            \n",
       "699                                                Yes                                                            \n",
       "700                                                 No                                                            \n",
       "701                                                Yes                                                            \n",
       "\n",
       "    Workplace. Topic:Does your workplace promote and practice the principles of employment equity?  \\\n",
       "697                                                Yes                                               \n",
       "698                                                NaN                                               \n",
       "699                                                Yes                                               \n",
       "700                                                 No                                               \n",
       "701                                                Yes                                               \n",
       "\n",
       "    Workplace. Topic:Does your workplace value the diversity of its employees?  \\\n",
       "697                                                Yes                           \n",
       "698                                                NaN                           \n",
       "699                                                Yes                           \n",
       "700                                                Yes                           \n",
       "701                                                Yes                           \n",
       "\n",
       "    Workplace. Topic:Would you recommend the Institute as an employer to others?  \\\n",
       "697                                                Yes                             \n",
       "698                                                NaN                             \n",
       "699                                                Yes                             \n",
       "700                                                 No                             \n",
       "701                                                Yes                             \n",
       "\n",
       "    Gender. What is your Gender? CurrentAge. Current Age  \\\n",
       "697                         Male                   51-55   \n",
       "698                          NaN                     NaN   \n",
       "699                       Female                   51-55   \n",
       "700                       Female                  41  45   \n",
       "701                       Female                  26  30   \n",
       "\n",
       "    Employment Type. Employment Type Classification. Classification  \\\n",
       "697              Temporary Full-time        Teacher (including LVT)   \n",
       "698                              NaN                            NaN   \n",
       "699              Permanent Full-time        Teacher (including LVT)   \n",
       "700              Temporary Full-time      Professional Officer (PO)   \n",
       "701                  Contract/casual            Administration (AO)   \n",
       "\n",
       "    LengthofServiceOverall. Overall Length of Service at Institute (in years)  \\\n",
       "697                                                1-2                          \n",
       "698                                                NaN                          \n",
       "699                                                5-6                          \n",
       "700                                                1-2                          \n",
       "701                                                3-4                          \n",
       "\n",
       "    LengthofServiceCurrent. Length of Service at current workplace (in years)  \n",
       "697                                                1-2                         \n",
       "698                                                NaN                         \n",
       "699                                                1-2                         \n",
       "700                                                1-2                         \n",
       "701                                                1-2                         \n",
       "\n",
       "[5 rows x 72 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tafe_survey.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 702 entries, 0 to 701\n",
      "Data columns (total 72 columns):\n",
      " #   Column                                                                                                                                                         Non-Null Count  Dtype  \n",
      "---  ------                                                                                                                                                         --------------  -----  \n",
      " 0   Record ID                                                                                                                                                      702 non-null    float64\n",
      " 1   Institute                                                                                                                                                      702 non-null    object \n",
      " 2   WorkArea                                                                                                                                                       702 non-null    object \n",
      " 3   CESSATION YEAR                                                                                                                                                 695 non-null    float64\n",
      " 4   Reason for ceasing employment                                                                                                                                  701 non-null    object \n",
      " 5   Contributing Factors. Career Move - Public Sector                                                                                                              437 non-null    object \n",
      " 6   Contributing Factors. Career Move - Private Sector                                                                                                             437 non-null    object \n",
      " 7   Contributing Factors. Career Move - Self-employment                                                                                                            437 non-null    object \n",
      " 8   Contributing Factors. Ill Health                                                                                                                               437 non-null    object \n",
      " 9   Contributing Factors. Maternity/Family                                                                                                                         437 non-null    object \n",
      " 10  Contributing Factors. Dissatisfaction                                                                                                                          437 non-null    object \n",
      " 11  Contributing Factors. Job Dissatisfaction                                                                                                                      437 non-null    object \n",
      " 12  Contributing Factors. Interpersonal Conflict                                                                                                                   437 non-null    object \n",
      " 13  Contributing Factors. Study                                                                                                                                    437 non-null    object \n",
      " 14  Contributing Factors. Travel                                                                                                                                   437 non-null    object \n",
      " 15  Contributing Factors. Other                                                                                                                                    437 non-null    object \n",
      " 16  Contributing Factors. NONE                                                                                                                                     437 non-null    object \n",
      " 17  Main Factor. Which of these was the main factor for leaving?                                                                                                   113 non-null    object \n",
      " 18  InstituteViews. Topic:1. I feel the senior leadership had a clear vision and direction                                                                         608 non-null    object \n",
      " 19  InstituteViews. Topic:2. I was given access to skills training to help me do my job better                                                                     613 non-null    object \n",
      " 20  InstituteViews. Topic:3. I was given adequate opportunities for personal development                                                                           610 non-null    object \n",
      " 21  InstituteViews. Topic:4. I was given adequate opportunities for promotion within %Institute]Q25LBL%                                                            608 non-null    object \n",
      " 22  InstituteViews. Topic:5. I felt the salary for the job was right for the responsibilities I had                                                                615 non-null    object \n",
      " 23  InstituteViews. Topic:6. The organisation recognised when staff did good work                                                                                  607 non-null    object \n",
      " 24  InstituteViews. Topic:7. Management was generally supportive of me                                                                                             614 non-null    object \n",
      " 25  InstituteViews. Topic:8. Management was generally supportive of my team                                                                                        608 non-null    object \n",
      " 26  InstituteViews. Topic:9. I was kept informed of the changes in the organisation which would affect me                                                          610 non-null    object \n",
      " 27  InstituteViews. Topic:10. Staff morale was positive within the Institute                                                                                       602 non-null    object \n",
      " 28  InstituteViews. Topic:11. If I had a workplace issue it was dealt with quickly                                                                                 601 non-null    object \n",
      " 29  InstituteViews. Topic:12. If I had a workplace issue it was dealt with efficiently                                                                             597 non-null    object \n",
      " 30  InstituteViews. Topic:13. If I had a workplace issue it was dealt with discreetly                                                                              601 non-null    object \n",
      " 31  WorkUnitViews. Topic:14. I was satisfied with the quality of the management and supervision within my work unit                                                609 non-null    object \n",
      " 32  WorkUnitViews. Topic:15. I worked well with my colleagues                                                                                                      605 non-null    object \n",
      " 33  WorkUnitViews. Topic:16. My job was challenging and interesting                                                                                                607 non-null    object \n",
      " 34  WorkUnitViews. Topic:17. I was encouraged to use my initiative in the course of my work                                                                        610 non-null    object \n",
      " 35  WorkUnitViews. Topic:18. I had sufficient contact with other people in my job                                                                                  613 non-null    object \n",
      " 36  WorkUnitViews. Topic:19. I was given adequate support and co-operation by my peers to enable me to do my job                                                   609 non-null    object \n",
      " 37  WorkUnitViews. Topic:20. I was able to use the full range of my skills in my job                                                                               609 non-null    object \n",
      " 38  WorkUnitViews. Topic:21. I was able to use the full range of my abilities in my job. ; Category:Level of Agreement; Question:YOUR VIEWS ABOUT YOUR WORK UNIT]  608 non-null    object \n",
      " 39  WorkUnitViews. Topic:22. I was able to use the full range of my knowledge in my job                                                                            608 non-null    object \n",
      " 40  WorkUnitViews. Topic:23. My job provided sufficient variety                                                                                                    611 non-null    object \n",
      " 41  WorkUnitViews. Topic:24. I was able to cope with the level of stress and pressure in my job                                                                    610 non-null    object \n",
      " 42  WorkUnitViews. Topic:25. My job allowed me to balance the demands of work and family to my satisfaction                                                        611 non-null    object \n",
      " 43  WorkUnitViews. Topic:26. My supervisor gave me adequate personal recognition and feedback on my performance                                                    606 non-null    object \n",
      " 44  WorkUnitViews. Topic:27. My working environment was satisfactory e.g. sufficient space, good lighting, suitable seating and working area                       610 non-null    object \n",
      " 45  WorkUnitViews. Topic:28. I was given the opportunity to mentor and coach others in order for me to pass on my skills and knowledge prior to my cessation date  609 non-null    object \n",
      " 46  WorkUnitViews. Topic:29. There was adequate communication between staff in my unit                                                                             603 non-null    object \n",
      " 47  WorkUnitViews. Topic:30. Staff morale was positive within my work unit                                                                                         606 non-null    object \n",
      " 48  Induction. Did you undertake Workplace Induction?                                                                                                              619 non-null    object \n",
      " 49  InductionInfo. Topic:Did you undertake a Corporate Induction?                                                                                                  432 non-null    object \n",
      " 50  InductionInfo. Topic:Did you undertake a Institute Induction?                                                                                                  483 non-null    object \n",
      " 51  InductionInfo. Topic: Did you undertake Team Induction?                                                                                                        440 non-null    object \n",
      " 52  InductionInfo. Face to Face Topic:Did you undertake a Corporate Induction; Category:How it was conducted?                                                      555 non-null    object \n",
      " 53  InductionInfo. On-line Topic:Did you undertake a Corporate Induction; Category:How it was conducted?                                                           555 non-null    object \n",
      " 54  InductionInfo. Induction Manual Topic:Did you undertake a Corporate Induction?                                                                                 555 non-null    object \n",
      " 55  InductionInfo. Face to Face Topic:Did you undertake a Institute Induction?                                                                                     530 non-null    object \n",
      " 56  InductionInfo. On-line Topic:Did you undertake a Institute Induction?                                                                                          555 non-null    object \n",
      " 57  InductionInfo. Induction Manual Topic:Did you undertake a Institute Induction?                                                                                 553 non-null    object \n",
      " 58  InductionInfo. Face to Face Topic: Did you undertake Team Induction; Category?                                                                                 555 non-null    object \n",
      " 59  InductionInfo. On-line Topic: Did you undertake Team Induction?process you undertook and how it was conducted.]                                                555 non-null    object \n",
      " 60  InductionInfo. Induction Manual Topic: Did you undertake Team Induction?                                                                                       555 non-null    object \n",
      " 61  Workplace. Topic:Did you and your Manager develop a Performance and Professional Development Plan (PPDP)?                                                      608 non-null    object \n",
      " 62  Workplace. Topic:Does your workplace promote a work culture free from all forms of unlawful discrimination?                                                    594 non-null    object \n",
      " 63  Workplace. Topic:Does your workplace promote and practice the principles of employment equity?                                                                 587 non-null    object \n",
      " 64  Workplace. Topic:Does your workplace value the diversity of its employees?                                                                                     586 non-null    object \n",
      " 65  Workplace. Topic:Would you recommend the Institute as an employer to others?                                                                                   581 non-null    object \n",
      " 66  Gender. What is your Gender?                                                                                                                                   596 non-null    object \n",
      " 67  CurrentAge. Current Age                                                                                                                                        596 non-null    object \n",
      " 68  Employment Type. Employment Type                                                                                                                               596 non-null    object \n",
      " 69  Classification. Classification                                                                                                                                 596 non-null    object \n",
      " 70  LengthofServiceOverall. Overall Length of Service at Institute (in years)                                                                                      596 non-null    object \n",
      " 71  LengthofServiceCurrent. Length of Service at current workplace (in years)                                                                                      596 non-null    object \n",
      "dtypes: float64(2), object(70)\n",
      "memory usage: 395.0+ KB\n"
     ]
    }
   ],
   "source": [
    "tafe_survey.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Record ID                                                                      0\n",
       "Institute                                                                      0\n",
       "WorkArea                                                                       0\n",
       "CESSATION YEAR                                                                 7\n",
       "Reason for ceasing employment                                                  1\n",
       "                                                                            ... \n",
       "CurrentAge. Current Age                                                      106\n",
       "Employment Type. Employment Type                                             106\n",
       "Classification. Classification                                               106\n",
       "LengthofServiceOverall. Overall Length of Service at Institute (in years)    106\n",
       "LengthofServiceCurrent. Length of Service at current workplace (in years)    106\n",
       "Length: 72, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tafe_survey.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-                              375\n",
       "NaN                            265\n",
       "Career Move - Public Sector     62\n",
       "Name: Contributing Factors. Career Move - Public Sector , dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tafe_survey['Contributing Factors. Career Move - Public Sector '].value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data set above contains a number of missing values in several columns. Columns that aren't needed for the analysis are going to be dropped."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Rereading Dataset & Dropping Unwanted Columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "dete_survey = pd.read_csv('dete_survey.csv', na_values = 'Not Stated')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>SeparationType</th>\n",
       "      <th>Cease Date</th>\n",
       "      <th>DETE Start Date</th>\n",
       "      <th>Role Start Date</th>\n",
       "      <th>Position</th>\n",
       "      <th>Classification</th>\n",
       "      <th>Region</th>\n",
       "      <th>Business Unit</th>\n",
       "      <th>Employment Status</th>\n",
       "      <th>...</th>\n",
       "      <th>Kept informed</th>\n",
       "      <th>Wellness programs</th>\n",
       "      <th>Health &amp; Safety</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Aboriginal</th>\n",
       "      <th>Torres Strait</th>\n",
       "      <th>South Sea</th>\n",
       "      <th>Disability</th>\n",
       "      <th>NESB</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>819</td>\n",
       "      <td>Age Retirement</td>\n",
       "      <td>02/2014</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Primary</td>\n",
       "      <td>Central Queensland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Part-time</td>\n",
       "      <td>...</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>SA</td>\n",
       "      <td>Female</td>\n",
       "      <td>56-60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>820</td>\n",
       "      <td>Age Retirement</td>\n",
       "      <td>01/2014</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Secondary</td>\n",
       "      <td>North Coast</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Male</td>\n",
       "      <td>51-55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>821</td>\n",
       "      <td>Resignation-Move overseas/interstate</td>\n",
       "      <td>01/2014</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Public Servant</td>\n",
       "      <td>A01-A04</td>\n",
       "      <td>Central Office</td>\n",
       "      <td>Education Queensland</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>A</td>\n",
       "      <td>N</td>\n",
       "      <td>A</td>\n",
       "      <td>Female</td>\n",
       "      <td>31-35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>822</td>\n",
       "      <td>Ill Health Retirement</td>\n",
       "      <td>12/2013</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Secondary</td>\n",
       "      <td>Darling Downs South West</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>A</td>\n",
       "      <td>N</td>\n",
       "      <td>A</td>\n",
       "      <td>Female</td>\n",
       "      <td>41-45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>823</td>\n",
       "      <td>Resignation-Move overseas/interstate</td>\n",
       "      <td>12/2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Teacher Aide</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Metropolitan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 56 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      ID                        SeparationType Cease Date  DETE Start Date  \\\n",
       "817  819                        Age Retirement    02/2014           1977.0   \n",
       "818  820                        Age Retirement    01/2014           1980.0   \n",
       "819  821  Resignation-Move overseas/interstate    01/2014           2009.0   \n",
       "820  822                 Ill Health Retirement    12/2013           2001.0   \n",
       "821  823  Resignation-Move overseas/interstate    12/2013              NaN   \n",
       "\n",
       "     Role Start Date        Position Classification                    Region  \\\n",
       "817           1999.0         Teacher        Primary        Central Queensland   \n",
       "818           1980.0         Teacher      Secondary               North Coast   \n",
       "819           2009.0  Public Servant        A01-A04            Central Office   \n",
       "820           2009.0         Teacher      Secondary  Darling Downs South West   \n",
       "821              NaN    Teacher Aide            NaN              Metropolitan   \n",
       "\n",
       "            Business Unit    Employment Status  ...  Kept informed  \\\n",
       "817                   NaN  Permanent Part-time  ...              A   \n",
       "818                   NaN  Permanent Full-time  ...              N   \n",
       "819  Education Queensland  Permanent Full-time  ...              A   \n",
       "820                   NaN  Permanent Full-time  ...              A   \n",
       "821                   NaN                  NaN  ...            NaN   \n",
       "\n",
       "     Wellness programs  Health & Safety  Gender    Age  Aboriginal  \\\n",
       "817                  A               SA  Female  56-60         NaN   \n",
       "818                  N                N    Male  51-55         NaN   \n",
       "819                  N                A  Female  31-35         NaN   \n",
       "820                  N                A  Female  41-45         NaN   \n",
       "821                NaN              NaN     NaN    NaN         NaN   \n",
       "\n",
       "     Torres Strait  South Sea  Disability  NESB  \n",
       "817            NaN        NaN         NaN   NaN  \n",
       "818            NaN        NaN         NaN   NaN  \n",
       "819            NaN        NaN         NaN   NaN  \n",
       "820            NaN        NaN         NaN   NaN  \n",
       "821            NaN        NaN         NaN   NaN  \n",
       "\n",
       "[5 rows x 56 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dete_survey.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "dete_survey_updated = dete_survey.drop(dete_survey.columns[28:49], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "tafe_survey_updated = tafe_survey.drop(tafe_survey.columns[17:66], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The columns that have been dropped from both of the datasets are not necessary for the analysis needed to be done, and having them dropped will also make it easier to combine both datasets."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ID', 'SeparationType', 'Cease Date', 'DETE Start Date',\n",
       "       'Role Start Date', 'Position', 'Classification', 'Region',\n",
       "       'Business Unit', 'Employment Status', 'Career move to public sector',\n",
       "       'Career move to private sector', 'Interpersonal conflicts',\n",
       "       'Job dissatisfaction', 'Dissatisfaction with the department',\n",
       "       'Physical work environment', 'Lack of recognition',\n",
       "       'Lack of job security', 'Work location', 'Employment conditions',\n",
       "       'Maternity/family', 'Relocation', 'Study/Travel', 'Ill Health',\n",
       "       'Traumatic incident', 'Work life balance', 'Workload',\n",
       "       'None of the above', 'Gender', 'Age', 'Aboriginal', 'Torres Strait',\n",
       "       'South Sea', 'Disability', 'NESB'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dete_survey_updated.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "dete_survey_updated.columns = dete_survey_updated.columns.str.replace(' ', '_').str.lower().str.strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\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>separationtype</th>\n",
       "      <th>cease_date</th>\n",
       "      <th>dete_start_date</th>\n",
       "      <th>role_start_date</th>\n",
       "      <th>position</th>\n",
       "      <th>classification</th>\n",
       "      <th>region</th>\n",
       "      <th>business_unit</th>\n",
       "      <th>employment_status</th>\n",
       "      <th>...</th>\n",
       "      <th>work_life_balance</th>\n",
       "      <th>workload</th>\n",
       "      <th>none_of_the_above</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>aboriginal</th>\n",
       "      <th>torres_strait</th>\n",
       "      <th>south_sea</th>\n",
       "      <th>disability</th>\n",
       "      <th>nesb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Ill Health Retirement</td>\n",
       "      <td>08/2012</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Public Servant</td>\n",
       "      <td>A01-A04</td>\n",
       "      <td>Central Office</td>\n",
       "      <td>Corporate Strategy and Peformance</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>Male</td>\n",
       "      <td>56-60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Voluntary Early Retirement (VER)</td>\n",
       "      <td>08/2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Public Servant</td>\n",
       "      <td>AO5-AO7</td>\n",
       "      <td>Central Office</td>\n",
       "      <td>Corporate Strategy and Peformance</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Male</td>\n",
       "      <td>56-60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Voluntary Early Retirement (VER)</td>\n",
       "      <td>05/2012</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>Schools Officer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Central Office</td>\n",
       "      <td>Education Queensland</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>Male</td>\n",
       "      <td>61 or older</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Resignation-Other reasons</td>\n",
       "      <td>05/2012</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Primary</td>\n",
       "      <td>Central Queensland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Female</td>\n",
       "      <td>36-40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Age Retirement</td>\n",
       "      <td>05/2012</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>Head of Curriculum/Head of Special Education</td>\n",
       "      <td>NaN</td>\n",
       "      <td>South East</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Female</td>\n",
       "      <td>61 or older</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   id                    separationtype cease_date  dete_start_date  \\\n",
       "0   1             Ill Health Retirement    08/2012           1984.0   \n",
       "1   2  Voluntary Early Retirement (VER)    08/2012              NaN   \n",
       "2   3  Voluntary Early Retirement (VER)    05/2012           2011.0   \n",
       "3   4         Resignation-Other reasons    05/2012           2005.0   \n",
       "4   5                    Age Retirement    05/2012           1970.0   \n",
       "\n",
       "   role_start_date                                      position  \\\n",
       "0           2004.0                                Public Servant   \n",
       "1              NaN                                Public Servant   \n",
       "2           2011.0                               Schools Officer   \n",
       "3           2006.0                                       Teacher   \n",
       "4           1989.0  Head of Curriculum/Head of Special Education   \n",
       "\n",
       "  classification              region                      business_unit  \\\n",
       "0        A01-A04      Central Office  Corporate Strategy and Peformance   \n",
       "1        AO5-AO7      Central Office  Corporate Strategy and Peformance   \n",
       "2            NaN      Central Office               Education Queensland   \n",
       "3        Primary  Central Queensland                                NaN   \n",
       "4            NaN          South East                                NaN   \n",
       "\n",
       "     employment_status  ...  work_life_balance  workload  none_of_the_above  \\\n",
       "0  Permanent Full-time  ...              False     False               True   \n",
       "1  Permanent Full-time  ...              False     False              False   \n",
       "2  Permanent Full-time  ...              False     False               True   \n",
       "3  Permanent Full-time  ...              False     False              False   \n",
       "4  Permanent Full-time  ...               True     False              False   \n",
       "\n",
       "   gender          age  aboriginal  torres_strait  south_sea  disability  nesb  \n",
       "0    Male        56-60         NaN            NaN        NaN         NaN   Yes  \n",
       "1    Male        56-60         NaN            NaN        NaN         NaN   NaN  \n",
       "2    Male  61 or older         NaN            NaN        NaN         NaN   NaN  \n",
       "3  Female        36-40         NaN            NaN        NaN         NaN   NaN  \n",
       "4  Female  61 or older         NaN            NaN        NaN         NaN   NaN  \n",
       "\n",
       "[5 rows x 35 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dete_survey_updated.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_column_names = {'Record ID': 'id',\n",
    "'CESSATION YEAR': 'cease_date',\n",
    "'Reason for ceasing employment': 'separationtype',\n",
    "'Gender. What is your Gender?': 'gender',\n",
    "'CurrentAge. Current Age': 'age',\n",
    "'Employment Type. Employment Type': 'employment_status',\n",
    "'Classification. Classification': 'position',\n",
    "'LengthofServiceOverall. Overall Length of Service at Institute (in years)': 'institute_service',\n",
    "'LengthofServiceCurrent. Length of Service at current workplace (in years)': 'role_service'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "tafe_survey_updated.rename(new_column_names, axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\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>id</th>\n",
       "      <th>Institute</th>\n",
       "      <th>WorkArea</th>\n",
       "      <th>cease_date</th>\n",
       "      <th>separationtype</th>\n",
       "      <th>Contributing Factors. Career Move - Public Sector</th>\n",
       "      <th>Contributing Factors. Career Move - Private Sector</th>\n",
       "      <th>Contributing Factors. Career Move - Self-employment</th>\n",
       "      <th>Contributing Factors. Ill Health</th>\n",
       "      <th>Contributing Factors. Maternity/Family</th>\n",
       "      <th>...</th>\n",
       "      <th>Contributing Factors. Study</th>\n",
       "      <th>Contributing Factors. Travel</th>\n",
       "      <th>Contributing Factors. Other</th>\n",
       "      <th>Contributing Factors. NONE</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>employment_status</th>\n",
       "      <th>position</th>\n",
       "      <th>institute_service</th>\n",
       "      <th>role_service</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6.341330e+17</td>\n",
       "      <td>Southern Queensland Institute of TAFE</td>\n",
       "      <td>Non-Delivery (corporate)</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Contract Expired</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Female</td>\n",
       "      <td>26  30</td>\n",
       "      <td>Temporary Full-time</td>\n",
       "      <td>Administration (AO)</td>\n",
       "      <td>1-2</td>\n",
       "      <td>1-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6.341337e+17</td>\n",
       "      <td>Mount Isa Institute of TAFE</td>\n",
       "      <td>Non-Delivery (corporate)</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Retirement</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>Travel</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6.341388e+17</td>\n",
       "      <td>Mount Isa Institute of TAFE</td>\n",
       "      <td>Delivery (teaching)</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Retirement</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>NONE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6.341399e+17</td>\n",
       "      <td>Mount Isa Institute of TAFE</td>\n",
       "      <td>Non-Delivery (corporate)</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Resignation</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>Travel</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6.341466e+17</td>\n",
       "      <td>Southern Queensland Institute of TAFE</td>\n",
       "      <td>Delivery (teaching)</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Resignation</td>\n",
       "      <td>-</td>\n",
       "      <td>Career Move - Private Sector</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>Male</td>\n",
       "      <td>41  45</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>Teacher (including LVT)</td>\n",
       "      <td>3-4</td>\n",
       "      <td>3-4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id                              Institute  \\\n",
       "0  6.341330e+17  Southern Queensland Institute of TAFE   \n",
       "1  6.341337e+17            Mount Isa Institute of TAFE   \n",
       "2  6.341388e+17            Mount Isa Institute of TAFE   \n",
       "3  6.341399e+17            Mount Isa Institute of TAFE   \n",
       "4  6.341466e+17  Southern Queensland Institute of TAFE   \n",
       "\n",
       "                   WorkArea  cease_date    separationtype  \\\n",
       "0  Non-Delivery (corporate)      2010.0  Contract Expired   \n",
       "1  Non-Delivery (corporate)      2010.0        Retirement   \n",
       "2       Delivery (teaching)      2010.0        Retirement   \n",
       "3  Non-Delivery (corporate)      2010.0       Resignation   \n",
       "4       Delivery (teaching)      2010.0       Resignation   \n",
       "\n",
       "  Contributing Factors. Career Move - Public Sector   \\\n",
       "0                                                NaN   \n",
       "1                                                  -   \n",
       "2                                                  -   \n",
       "3                                                  -   \n",
       "4                                                  -   \n",
       "\n",
       "  Contributing Factors. Career Move - Private Sector   \\\n",
       "0                                                NaN    \n",
       "1                                                  -    \n",
       "2                                                  -    \n",
       "3                                                  -    \n",
       "4                       Career Move - Private Sector    \n",
       "\n",
       "  Contributing Factors. Career Move - Self-employment  \\\n",
       "0                                                NaN    \n",
       "1                                                  -    \n",
       "2                                                  -    \n",
       "3                                                  -    \n",
       "4                                                  -    \n",
       "\n",
       "  Contributing Factors. Ill Health Contributing Factors. Maternity/Family  \\\n",
       "0                              NaN                                    NaN   \n",
       "1                                -                                      -   \n",
       "2                                -                                      -   \n",
       "3                                -                                      -   \n",
       "4                                -                                      -   \n",
       "\n",
       "   ... Contributing Factors. Study Contributing Factors. Travel  \\\n",
       "0  ...                         NaN                          NaN   \n",
       "1  ...                           -                       Travel   \n",
       "2  ...                           -                            -   \n",
       "3  ...                           -                       Travel   \n",
       "4  ...                           -                            -   \n",
       "\n",
       "  Contributing Factors. Other Contributing Factors. NONE  gender     age  \\\n",
       "0                         NaN                        NaN  Female  26  30   \n",
       "1                           -                          -     NaN     NaN   \n",
       "2                           -                       NONE     NaN     NaN   \n",
       "3                           -                          -     NaN     NaN   \n",
       "4                           -                          -    Male  41  45   \n",
       "\n",
       "     employment_status                 position institute_service role_service  \n",
       "0  Temporary Full-time      Administration (AO)               1-2          1-2  \n",
       "1                  NaN                      NaN               NaN          NaN  \n",
       "2                  NaN                      NaN               NaN          NaN  \n",
       "3                  NaN                      NaN               NaN          NaN  \n",
       "4  Permanent Full-time  Teacher (including LVT)               3-4          3-4  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tafe_survey_updated.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some changes have been made in the names of the columns in both dataframes. This is helpful in preventing erros or missing values when  we cobine the two dataframes together."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Filtering The Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Age Retirement                          285\n",
       "Resignation-Other reasons               150\n",
       "Resignation-Other employer               91\n",
       "Resignation-Move overseas/interstate     70\n",
       "Voluntary Early Retirement (VER)         67\n",
       "Ill Health Retirement                    61\n",
       "Other                                    49\n",
       "Contract Expired                         34\n",
       "Termination                              15\n",
       "Name: separationtype, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dete_survey_updated['separationtype'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Resignation                 340\n",
       "Contract Expired            127\n",
       "Retrenchment/ Redundancy    104\n",
       "Retirement                   82\n",
       "Transfer                     25\n",
       "Termination                  23\n",
       "Name: separationtype, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tafe_survey_updated['separationtype'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "#selects values that contains the string resignation\n",
    "dete_resignations = dete_survey_updated[\n",
    "    dete_survey_updated['separationtype'].str.contains('Resignation')].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "tafe_resignations = tafe_survey_updated[\n",
    "    tafe_survey_updated['separationtype'] == 'Resignation'].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>separationtype</th>\n",
       "      <th>cease_date</th>\n",
       "      <th>dete_start_date</th>\n",
       "      <th>role_start_date</th>\n",
       "      <th>position</th>\n",
       "      <th>classification</th>\n",
       "      <th>region</th>\n",
       "      <th>business_unit</th>\n",
       "      <th>employment_status</th>\n",
       "      <th>...</th>\n",
       "      <th>work_life_balance</th>\n",
       "      <th>workload</th>\n",
       "      <th>none_of_the_above</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>aboriginal</th>\n",
       "      <th>torres_strait</th>\n",
       "      <th>south_sea</th>\n",
       "      <th>disability</th>\n",
       "      <th>nesb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Resignation-Other reasons</td>\n",
       "      <td>05/2012</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Primary</td>\n",
       "      <td>Central Queensland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Female</td>\n",
       "      <td>36-40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Resignation-Other reasons</td>\n",
       "      <td>05/2012</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Guidance Officer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Central Office</td>\n",
       "      <td>Education Queensland</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Female</td>\n",
       "      <td>41-45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Resignation-Other reasons</td>\n",
       "      <td>07/2012</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Secondary</td>\n",
       "      <td>North Queensland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Female</td>\n",
       "      <td>31-35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Resignation-Other employer</td>\n",
       "      <td>2012</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Teacher Aide</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Part-time</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Female</td>\n",
       "      <td>46-50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Resignation-Move overseas/interstate</td>\n",
       "      <td>2012</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Secondary</td>\n",
       "      <td>Far North Queensland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Male</td>\n",
       "      <td>31-35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                        separationtype cease_date  dete_start_date  \\\n",
       "3    4             Resignation-Other reasons    05/2012           2005.0   \n",
       "5    6             Resignation-Other reasons    05/2012           1994.0   \n",
       "8    9             Resignation-Other reasons    07/2012           2009.0   \n",
       "9   10            Resignation-Other employer       2012           1997.0   \n",
       "11  12  Resignation-Move overseas/interstate       2012           2009.0   \n",
       "\n",
       "    role_start_date          position classification                region  \\\n",
       "3            2006.0           Teacher        Primary    Central Queensland   \n",
       "5            1997.0  Guidance Officer            NaN        Central Office   \n",
       "8            2009.0           Teacher      Secondary      North Queensland   \n",
       "9            2008.0      Teacher Aide            NaN                   NaN   \n",
       "11           2009.0           Teacher      Secondary  Far North Queensland   \n",
       "\n",
       "           business_unit    employment_status  ...  work_life_balance  \\\n",
       "3                    NaN  Permanent Full-time  ...              False   \n",
       "5   Education Queensland  Permanent Full-time  ...              False   \n",
       "8                    NaN  Permanent Full-time  ...              False   \n",
       "9                    NaN  Permanent Part-time  ...              False   \n",
       "11                   NaN  Permanent Full-time  ...              False   \n",
       "\n",
       "    workload  none_of_the_above  gender    age  aboriginal  torres_strait  \\\n",
       "3      False              False  Female  36-40         NaN            NaN   \n",
       "5      False              False  Female  41-45         NaN            NaN   \n",
       "8      False              False  Female  31-35         NaN            NaN   \n",
       "9      False              False  Female  46-50         NaN            NaN   \n",
       "11     False              False    Male  31-35         NaN            NaN   \n",
       "\n",
       "    south_sea  disability  nesb  \n",
       "3         NaN         NaN   NaN  \n",
       "5         NaN         NaN   NaN  \n",
       "8         NaN         NaN   NaN  \n",
       "9         NaN         NaN   NaN  \n",
       "11        NaN         NaN   NaN  \n",
       "\n",
       "[5 rows x 35 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dete_resignations.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>Institute</th>\n",
       "      <th>WorkArea</th>\n",
       "      <th>cease_date</th>\n",
       "      <th>separationtype</th>\n",
       "      <th>Contributing Factors. Career Move - Public Sector</th>\n",
       "      <th>Contributing Factors. Career Move - Private Sector</th>\n",
       "      <th>Contributing Factors. Career Move - Self-employment</th>\n",
       "      <th>Contributing Factors. Ill Health</th>\n",
       "      <th>Contributing Factors. Maternity/Family</th>\n",
       "      <th>...</th>\n",
       "      <th>Contributing Factors. Study</th>\n",
       "      <th>Contributing Factors. Travel</th>\n",
       "      <th>Contributing Factors. Other</th>\n",
       "      <th>Contributing Factors. NONE</th>\n",
       "      <th>gender</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6.341399e+17</td>\n",
       "      <td>Mount Isa Institute of TAFE</td>\n",
       "      <td>Non-Delivery (corporate)</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Resignation</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>Travel</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6.341466e+17</td>\n",
       "      <td>Southern Queensland Institute of TAFE</td>\n",
       "      <td>Delivery (teaching)</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Resignation</td>\n",
       "      <td>-</td>\n",
       "      <td>Career Move - Private Sector</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
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       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>Male</td>\n",
       "      <td>41  45</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>Teacher (including LVT)</td>\n",
       "      <td>3-4</td>\n",
       "      <td>3-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6.341475e+17</td>\n",
       "      <td>Southern Queensland Institute of TAFE</td>\n",
       "      <td>Delivery (teaching)</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Resignation</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>Other</td>\n",
       "      <td>-</td>\n",
       "      <td>Female</td>\n",
       "      <td>56 or older</td>\n",
       "      <td>Contract/casual</td>\n",
       "      <td>Teacher (including LVT)</td>\n",
       "      <td>7-10</td>\n",
       "      <td>7-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.341520e+17</td>\n",
       "      <td>Barrier Reef Institute of TAFE</td>\n",
       "      <td>Non-Delivery (corporate)</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Resignation</td>\n",
       "      <td>-</td>\n",
       "      <td>Career Move - Private Sector</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>Maternity/Family</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>Other</td>\n",
       "      <td>-</td>\n",
       "      <td>Male</td>\n",
       "      <td>20 or younger</td>\n",
       "      <td>Temporary Full-time</td>\n",
       "      <td>Administration (AO)</td>\n",
       "      <td>3-4</td>\n",
       "      <td>3-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6.341537e+17</td>\n",
       "      <td>Southern Queensland Institute of TAFE</td>\n",
       "      <td>Delivery (teaching)</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Resignation</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>Other</td>\n",
       "      <td>-</td>\n",
       "      <td>Male</td>\n",
       "      <td>46  50</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>Teacher (including LVT)</td>\n",
       "      <td>3-4</td>\n",
       "      <td>3-4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id                              Institute  \\\n",
       "3  6.341399e+17            Mount Isa Institute of TAFE   \n",
       "4  6.341466e+17  Southern Queensland Institute of TAFE   \n",
       "5  6.341475e+17  Southern Queensland Institute of TAFE   \n",
       "6  6.341520e+17         Barrier Reef Institute of TAFE   \n",
       "7  6.341537e+17  Southern Queensland Institute of TAFE   \n",
       "\n",
       "                   WorkArea  cease_date separationtype  \\\n",
       "3  Non-Delivery (corporate)      2010.0    Resignation   \n",
       "4       Delivery (teaching)      2010.0    Resignation   \n",
       "5       Delivery (teaching)      2010.0    Resignation   \n",
       "6  Non-Delivery (corporate)      2010.0    Resignation   \n",
       "7       Delivery (teaching)      2010.0    Resignation   \n",
       "\n",
       "  Contributing Factors. Career Move - Public Sector   \\\n",
       "3                                                  -   \n",
       "4                                                  -   \n",
       "5                                                  -   \n",
       "6                                                  -   \n",
       "7                                                  -   \n",
       "\n",
       "  Contributing Factors. Career Move - Private Sector   \\\n",
       "3                                                  -    \n",
       "4                       Career Move - Private Sector    \n",
       "5                                                  -    \n",
       "6                       Career Move - Private Sector    \n",
       "7                                                  -    \n",
       "\n",
       "  Contributing Factors. Career Move - Self-employment  \\\n",
       "3                                                  -    \n",
       "4                                                  -    \n",
       "5                                                  -    \n",
       "6                                                  -    \n",
       "7                                                  -    \n",
       "\n",
       "  Contributing Factors. Ill Health Contributing Factors. Maternity/Family  \\\n",
       "3                                -                                      -   \n",
       "4                                -                                      -   \n",
       "5                                -                                      -   \n",
       "6                                -                       Maternity/Family   \n",
       "7                                -                                      -   \n",
       "\n",
       "   ... Contributing Factors. Study Contributing Factors. Travel  \\\n",
       "3  ...                           -                       Travel   \n",
       "4  ...                           -                            -   \n",
       "5  ...                           -                            -   \n",
       "6  ...                           -                            -   \n",
       "7  ...                           -                            -   \n",
       "\n",
       "  Contributing Factors. Other Contributing Factors. NONE  gender  \\\n",
       "3                           -                          -     NaN   \n",
       "4                           -                          -    Male   \n",
       "5                       Other                          -  Female   \n",
       "6                       Other                          -    Male   \n",
       "7                       Other                          -    Male   \n",
       "\n",
       "             age    employment_status                 position  \\\n",
       "3            NaN                  NaN                      NaN   \n",
       "4         41  45  Permanent Full-time  Teacher (including LVT)   \n",
       "5    56 or older      Contract/casual  Teacher (including LVT)   \n",
       "6  20 or younger  Temporary Full-time      Administration (AO)   \n",
       "7         46  50  Permanent Full-time  Teacher (including LVT)   \n",
       "\n",
       "  institute_service role_service  \n",
       "3               NaN          NaN  \n",
       "4               3-4          3-4  \n",
       "5              7-10         7-10  \n",
       "6               3-4          3-4  \n",
       "7               3-4          3-4  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tafe_resignations.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because we are concerned with the people who left due to some sort of dissatisfaction, both dataframes have been filtered to contain only response from those who resigned."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Verifying The Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "01/2014     22\n",
       "05/2012      2\n",
       "05/2013      2\n",
       "06/2013     14\n",
       "07/2006      1\n",
       "07/2012      1\n",
       "07/2013      9\n",
       "08/2013      4\n",
       "09/2010      1\n",
       "09/2013     11\n",
       "10/2013      6\n",
       "11/2013      9\n",
       "12/2013     17\n",
       "2010         1\n",
       "2012       126\n",
       "2013        74\n",
       "Name: cease_date, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dete_resignations['cease_date'].value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "dete_resignations['cease_date'] = dete_resignations['cease_date'].str.split('/').str[-1].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1963.0     1\n",
       "1971.0     1\n",
       "1972.0     1\n",
       "1973.0     1\n",
       "1974.0     2\n",
       "1975.0     1\n",
       "1976.0     2\n",
       "1977.0     1\n",
       "1980.0     5\n",
       "1982.0     1\n",
       "1983.0     2\n",
       "1984.0     1\n",
       "1985.0     3\n",
       "1986.0     3\n",
       "1987.0     1\n",
       "1988.0     4\n",
       "1989.0     4\n",
       "1990.0     5\n",
       "1991.0     4\n",
       "1992.0     6\n",
       "1993.0     5\n",
       "1994.0     6\n",
       "1995.0     4\n",
       "1996.0     6\n",
       "1997.0     5\n",
       "1998.0     6\n",
       "1999.0     8\n",
       "2000.0     9\n",
       "2001.0     3\n",
       "2002.0     6\n",
       "2003.0     6\n",
       "2004.0    14\n",
       "2005.0    15\n",
       "2006.0    13\n",
       "2007.0    21\n",
       "2008.0    22\n",
       "2009.0    13\n",
       "2010.0    17\n",
       "2011.0    24\n",
       "2012.0    21\n",
       "2013.0    10\n",
       "Name: dete_start_date, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dete_resignations['dete_start_date'].value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2009.0      2\n",
       "2010.0     68\n",
       "2011.0    116\n",
       "2012.0     94\n",
       "2013.0     55\n",
       "Name: cease_date, dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tafe_resignations['cease_date'].value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "dete_resignations['institute_service'] = dete_resignations['cease_date'] - dete_resignations['dete_start_date']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Unlike the tafe_resignations dataset, the dete_resignations dataset doesn't have any column that tells us how many years an employee has worked before resignation. So a new column was created for it and we got the values from subtracting the values in the `'dete_start_date'` column from those in the `'cease_date'` column."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Updating Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-                                         277\n",
      "Contributing Factors. Dissatisfaction      55\n",
      "Name: Contributing Factors. Dissatisfaction, dtype: int64\n",
      "\n",
      "\n",
      "-                      270\n",
      "Job Dissatisfaction     62\n",
      "Name: Contributing Factors. Job Dissatisfaction, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(tafe_resignations['Contributing Factors. Dissatisfaction'].value_counts())\n",
    "print('\\n')\n",
    "print(tafe_resignations['Contributing Factors. Job Dissatisfaction'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "#modifies the values in our dataframe to return True, False or Nan\n",
    "def update_vals(val): \n",
    "    NaN = pd.isnull(val)\n",
    "    if NaN:\n",
    "        return np.nan\n",
    "    elif val == '-':\n",
    "        return False\n",
    "    else:\n",
    "        return True\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "tafe_resignations[['Contributing Factors. Dissatisfaction', 'Contributing Factors. Job Dissatisfaction']] = tafe_resignations[['Contributing Factors. Dissatisfaction',\n",
    "                 'Contributing Factors. Job Dissatisfaction']].applymap(update_vals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False    277\n",
      "True      55\n",
      "Name: Contributing Factors. Dissatisfaction, dtype: int64\n",
      "\n",
      "\n",
      "False    270\n",
      "True      62\n",
      "Name: Contributing Factors. Job Dissatisfaction, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(tafe_resignations['Contributing Factors. Dissatisfaction'].value_counts())\n",
    "print('\\n')\n",
    "print( tafe_resignations['Contributing Factors. Job Dissatisfaction'].value_counts())\n",
    "                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "tafe_resignations['dissatisfied'] = tafe_resignations[['Contributing Factors. Dissatisfaction',\n",
    "                 'Contributing Factors. Job Dissatisfaction']].any(axis=1, skipna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    241\n",
       "True      91\n",
       "NaN        8\n",
       "Name: dissatisfied, dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tafe_resignations['dissatisfied'].value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "dete_resignations['dissatisfied'] = dete_resignations[['job_dissatisfaction',\n",
    "'dissatisfaction_with_the_department', 'physical_work_environment',\n",
    "'lack_of_recognition', 'lack_of_job_security',\n",
    "'work_location','employment_conditions',\n",
    "'work_life_balance', 'workload']].any(axis=1, skipna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    162\n",
       "True     149\n",
       "Name: dissatisfied, dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dete_resignations['dissatisfied'].value_counts(dropna=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "dete_resignations_up = dete_resignations.copy()\n",
    "tafe_resignations_up = tafe_resignations.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Creating a new dissatisfaction column makes it easier to identify the employees who were dissatisfied and those who weren't."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Combining Dataframes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "#creates a new institute column\n",
    "dete_resignations_up['institute'] = 'DETE'\n",
    "tafe_resignations_up['institute'] = 'TAFE'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined = pd.concat([dete_resignations_up, tafe_resignations_up], ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": true
   },
   "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>separationtype</th>\n",
       "      <th>cease_date</th>\n",
       "      <th>dete_start_date</th>\n",
       "      <th>role_start_date</th>\n",
       "      <th>position</th>\n",
       "      <th>classification</th>\n",
       "      <th>region</th>\n",
       "      <th>business_unit</th>\n",
       "      <th>employment_status</th>\n",
       "      <th>...</th>\n",
       "      <th>Contributing Factors. Ill Health</th>\n",
       "      <th>Contributing Factors. Maternity/Family</th>\n",
       "      <th>Contributing Factors. Dissatisfaction</th>\n",
       "      <th>Contributing Factors. Job Dissatisfaction</th>\n",
       "      <th>Contributing Factors. Interpersonal Conflict</th>\n",
       "      <th>Contributing Factors. Study</th>\n",
       "      <th>Contributing Factors. Travel</th>\n",
       "      <th>Contributing Factors. Other</th>\n",
       "      <th>Contributing Factors. NONE</th>\n",
       "      <th>role_service</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.0</td>\n",
       "      <td>Resignation-Other reasons</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Primary</td>\n",
       "      <td>Central Queensland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6.0</td>\n",
       "      <td>Resignation-Other reasons</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Guidance Officer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Central Office</td>\n",
       "      <td>Education Queensland</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9.0</td>\n",
       "      <td>Resignation-Other reasons</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Secondary</td>\n",
       "      <td>North Queensland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10.0</td>\n",
       "      <td>Resignation-Other employer</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Teacher Aide</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Part-time</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12.0</td>\n",
       "      <td>Resignation-Move overseas/interstate</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Secondary</td>\n",
       "      <td>Far North Queensland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     id                        separationtype  cease_date  dete_start_date  \\\n",
       "0   4.0             Resignation-Other reasons      2012.0           2005.0   \n",
       "1   6.0             Resignation-Other reasons      2012.0           1994.0   \n",
       "2   9.0             Resignation-Other reasons      2012.0           2009.0   \n",
       "3  10.0            Resignation-Other employer      2012.0           1997.0   \n",
       "4  12.0  Resignation-Move overseas/interstate      2012.0           2009.0   \n",
       "\n",
       "   role_start_date          position classification                region  \\\n",
       "0           2006.0           Teacher        Primary    Central Queensland   \n",
       "1           1997.0  Guidance Officer            NaN        Central Office   \n",
       "2           2009.0           Teacher      Secondary      North Queensland   \n",
       "3           2008.0      Teacher Aide            NaN                   NaN   \n",
       "4           2009.0           Teacher      Secondary  Far North Queensland   \n",
       "\n",
       "          business_unit    employment_status  ...  \\\n",
       "0                   NaN  Permanent Full-time  ...   \n",
       "1  Education Queensland  Permanent Full-time  ...   \n",
       "2                   NaN  Permanent Full-time  ...   \n",
       "3                   NaN  Permanent Part-time  ...   \n",
       "4                   NaN  Permanent Full-time  ...   \n",
       "\n",
       "  Contributing Factors. Ill Health Contributing Factors. Maternity/Family  \\\n",
       "0                              NaN                                    NaN   \n",
       "1                              NaN                                    NaN   \n",
       "2                              NaN                                    NaN   \n",
       "3                              NaN                                    NaN   \n",
       "4                              NaN                                    NaN   \n",
       "\n",
       "  Contributing Factors. Dissatisfaction  \\\n",
       "0                                   NaN   \n",
       "1                                   NaN   \n",
       "2                                   NaN   \n",
       "3                                   NaN   \n",
       "4                                   NaN   \n",
       "\n",
       "  Contributing Factors. Job Dissatisfaction  \\\n",
       "0                                       NaN   \n",
       "1                                       NaN   \n",
       "2                                       NaN   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "  Contributing Factors. Interpersonal Conflict Contributing Factors. Study  \\\n",
       "0                                          NaN                         NaN   \n",
       "1                                          NaN                         NaN   \n",
       "2                                          NaN                         NaN   \n",
       "3                                          NaN                         NaN   \n",
       "4                                          NaN                         NaN   \n",
       "\n",
       "  Contributing Factors. Travel Contributing Factors. Other  \\\n",
       "0                          NaN                         NaN   \n",
       "1                          NaN                         NaN   \n",
       "2                          NaN                         NaN   \n",
       "3                          NaN                         NaN   \n",
       "4                          NaN                         NaN   \n",
       "\n",
       "  Contributing Factors. NONE role_service  \n",
       "0                        NaN          NaN  \n",
       "1                        NaN          NaN  \n",
       "2                        NaN          NaN  \n",
       "3                        NaN          NaN  \n",
       "4                        NaN          NaN  \n",
       "\n",
       "[5 rows x 53 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                                                     651\n",
       "separationtype                                         651\n",
       "cease_date                                             635\n",
       "dete_start_date                                        283\n",
       "role_start_date                                        271\n",
       "position                                               598\n",
       "classification                                         161\n",
       "region                                                 265\n",
       "business_unit                                           32\n",
       "employment_status                                      597\n",
       "career_move_to_public_sector                           311\n",
       "career_move_to_private_sector                          311\n",
       "interpersonal_conflicts                                311\n",
       "job_dissatisfaction                                    311\n",
       "dissatisfaction_with_the_department                    311\n",
       "physical_work_environment                              311\n",
       "lack_of_recognition                                    311\n",
       "lack_of_job_security                                   311\n",
       "work_location                                          311\n",
       "employment_conditions                                  311\n",
       "maternity/family                                       311\n",
       "relocation                                             311\n",
       "study/travel                                           311\n",
       "ill_health                                             311\n",
       "traumatic_incident                                     311\n",
       "work_life_balance                                      311\n",
       "workload                                               311\n",
       "none_of_the_above                                      311\n",
       "gender                                                 592\n",
       "age                                                    596\n",
       "aboriginal                                               7\n",
       "torres_strait                                            0\n",
       "south_sea                                                3\n",
       "disability                                               8\n",
       "nesb                                                     9\n",
       "institute_service                                      563\n",
       "dissatisfied                                           643\n",
       "institute                                              651\n",
       "Institute                                              340\n",
       "WorkArea                                               340\n",
       "Contributing Factors. Career Move - Public Sector      332\n",
       "Contributing Factors. Career Move - Private Sector     332\n",
       "Contributing Factors. Career Move - Self-employment    332\n",
       "Contributing Factors. Ill Health                       332\n",
       "Contributing Factors. Maternity/Family                 332\n",
       "Contributing Factors. Dissatisfaction                  332\n",
       "Contributing Factors. Job Dissatisfaction              332\n",
       "Contributing Factors. Interpersonal Conflict           332\n",
       "Contributing Factors. Study                            332\n",
       "Contributing Factors. Travel                           332\n",
       "Contributing Factors. Other                            332\n",
       "Contributing Factors. NONE                             332\n",
       "role_service                                           290\n",
       "dtype: int64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined.notnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "#drops columns with less than 500 non-null values\n",
    "combined_updated = combined.dropna(axis=1,thresh=500).copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "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>id</th>\n",
       "      <th>separationtype</th>\n",
       "      <th>cease_date</th>\n",
       "      <th>position</th>\n",
       "      <th>employment_status</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>institute_service</th>\n",
       "      <th>dissatisfied</th>\n",
       "      <th>institute</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.0</td>\n",
       "      <td>Resignation-Other reasons</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>Female</td>\n",
       "      <td>36-40</td>\n",
       "      <td>7</td>\n",
       "      <td>False</td>\n",
       "      <td>DETE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6.0</td>\n",
       "      <td>Resignation-Other reasons</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Guidance Officer</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>Female</td>\n",
       "      <td>41-45</td>\n",
       "      <td>18</td>\n",
       "      <td>True</td>\n",
       "      <td>DETE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9.0</td>\n",
       "      <td>Resignation-Other reasons</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>Female</td>\n",
       "      <td>31-35</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>DETE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10.0</td>\n",
       "      <td>Resignation-Other employer</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Teacher Aide</td>\n",
       "      <td>Permanent Part-time</td>\n",
       "      <td>Female</td>\n",
       "      <td>46-50</td>\n",
       "      <td>15</td>\n",
       "      <td>True</td>\n",
       "      <td>DETE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12.0</td>\n",
       "      <td>Resignation-Move overseas/interstate</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Teacher</td>\n",
       "      <td>Permanent Full-time</td>\n",
       "      <td>Male</td>\n",
       "      <td>31-35</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>DETE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     id                        separationtype  cease_date          position  \\\n",
       "0   4.0             Resignation-Other reasons      2012.0           Teacher   \n",
       "1   6.0             Resignation-Other reasons      2012.0  Guidance Officer   \n",
       "2   9.0             Resignation-Other reasons      2012.0           Teacher   \n",
       "3  10.0            Resignation-Other employer      2012.0      Teacher Aide   \n",
       "4  12.0  Resignation-Move overseas/interstate      2012.0           Teacher   \n",
       "\n",
       "     employment_status  gender    age institute_service dissatisfied institute  \n",
       "0  Permanent Full-time  Female  36-40                 7        False      DETE  \n",
       "1  Permanent Full-time  Female  41-45                18         True      DETE  \n",
       "2  Permanent Full-time  Female  31-35                 3        False      DETE  \n",
       "3  Permanent Part-time  Female  46-50                15         True      DETE  \n",
       "4  Permanent Full-time    Male  31-35                 3        False      DETE  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_updated.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Both dataframes have been combined into one so they can both be easily analysed. The columns with less than 500 non-null values have also been dropped for this analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning the `'institute_service'` Column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Less than 1 year      73\n",
       "1-2                   64\n",
       "3-4                   63\n",
       "5-6                   33\n",
       "11-20                 26\n",
       "5.0                   23\n",
       "1.0                   22\n",
       "7-10                  21\n",
       "3.0                   20\n",
       "0.0                   20\n",
       "6.0                   17\n",
       "4.0                   16\n",
       "9.0                   14\n",
       "2.0                   14\n",
       "7.0                   13\n",
       "More than 20 years    10\n",
       "13.0                   8\n",
       "8.0                    8\n",
       "20.0                   7\n",
       "15.0                   7\n",
       "14.0                   6\n",
       "17.0                   6\n",
       "12.0                   6\n",
       "10.0                   6\n",
       "22.0                   6\n",
       "18.0                   5\n",
       "16.0                   5\n",
       "24.0                   4\n",
       "23.0                   4\n",
       "11.0                   4\n",
       "39.0                   3\n",
       "19.0                   3\n",
       "21.0                   3\n",
       "32.0                   3\n",
       "36.0                   2\n",
       "25.0                   2\n",
       "26.0                   2\n",
       "28.0                   2\n",
       "30.0                   2\n",
       "42.0                   1\n",
       "35.0                   1\n",
       "49.0                   1\n",
       "34.0                   1\n",
       "38.0                   1\n",
       "33.0                   1\n",
       "29.0                   1\n",
       "27.0                   1\n",
       "41.0                   1\n",
       "31.0                   1\n",
       "Name: institute_service, dtype: int64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_updated['institute_service'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "#converts the column to an str dtype\n",
    "combined_updated['institute_service'] = combined_updated['institute_service'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "#extract strings that match with figures[0-9]\n",
    "combined_updated['institute_service'] = combined_updated['institute_service'].str.extract(r'(\\d+)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "#converts column to a float dtype\n",
    "combined_updated['institute_service'] = combined_updated['institute_service'].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0     159\n",
       "NaN      88\n",
       "3.0      83\n",
       "5.0      56\n",
       "7.0      34\n",
       "11.0     30\n",
       "0.0      20\n",
       "20.0     17\n",
       "6.0      17\n",
       "4.0      16\n",
       "9.0      14\n",
       "2.0      14\n",
       "13.0      8\n",
       "8.0       8\n",
       "15.0      7\n",
       "22.0      6\n",
       "10.0      6\n",
       "17.0      6\n",
       "14.0      6\n",
       "12.0      6\n",
       "16.0      5\n",
       "18.0      5\n",
       "24.0      4\n",
       "23.0      4\n",
       "21.0      3\n",
       "39.0      3\n",
       "32.0      3\n",
       "19.0      3\n",
       "36.0      2\n",
       "30.0      2\n",
       "25.0      2\n",
       "26.0      2\n",
       "28.0      2\n",
       "42.0      1\n",
       "29.0      1\n",
       "35.0      1\n",
       "27.0      1\n",
       "41.0      1\n",
       "49.0      1\n",
       "38.0      1\n",
       "34.0      1\n",
       "33.0      1\n",
       "31.0      1\n",
       "Name: institute_service, dtype: int64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_updated['institute_service'].value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "#assigns a category to a specific range of service years\n",
    "def category(val):\n",
    "    NaN = pd.isnull(val)\n",
    "    if NaN:\n",
    "        return np.nan\n",
    "    elif val < 3:\n",
    "        return 'New'\n",
    "    elif val >= 3 and val <= 6:\n",
    "        return 'Experienced'\n",
    "    elif val > 6 and val <= 10:\n",
    "        return 'Established'\n",
    "    elif val > 10:\n",
    "        return 'Veteran'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_updated['service_cat'] = combined_updated['institute_service'].apply(category)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "New            193\n",
       "Experienced    172\n",
       "Veteran        136\n",
       "Established     62\n",
       "Name: service_cat, dtype: int64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_updated['service_cat'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To make it easier to analyse the type of employees that are dissatisfied, we group the employees into either of New, Experienced, Established and Veteran. Employees with less than 3 years are classed as New, w"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysing Dissatisfied Column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    403\n",
       "True     240\n",
       "NaN        8\n",
       "Name: dissatisfied, dtype: int64"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_updated['dissatisfied'].value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since false is the most common result in the dissatisfied column, the missing data in the coolumn will be replaced with false values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_updated['dissatisfied'] = combined_updated['dissatisfied'].fillna(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dissatisfaction by Employee Experience"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "###calculates the percentage of dissatisfied employees since a True value =1 and False=0\n",
    "dis_pvt =combined_updated.pivot_table(index='service_cat', values='dissatisfied' )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "dis_pvt.plot(kind='bar', rot=30)\n",
    "plt.xlabel('Employee Category')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the chart above, it shows that establised and veteran employees are more likely to resign due to some kind of dissatisfaction than the new and experienced ones."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning Age Column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "51-55            71\n",
       "41-45            48\n",
       "41  45           45\n",
       "46-50            42\n",
       "36-40            41\n",
       "46  50           39\n",
       "26-30            35\n",
       "21  25           33\n",
       "26  30           32\n",
       "36  40           32\n",
       "31  35           32\n",
       "21-25            29\n",
       "31-35            29\n",
       "56 or older      29\n",
       "56-60            26\n",
       "61 or older      23\n",
       "20 or younger    10\n",
       "Name: age, dtype: int64"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_updated['age'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "#converts the column to an str dtype\n",
    "combined_updated['age'] = combined_updated['age'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "#extract strings that match with figures[0-9]\n",
    "combined_updated['age'] = combined_updated['age'].str.extract(r'(\\d+)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "#converts column to a float dtype\n",
    "combined_updated['age'] = combined_updated['age'].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "41.0    93\n",
       "46.0    81\n",
       "36.0    73\n",
       "51.0    71\n",
       "26.0    67\n",
       "21.0    62\n",
       "31.0    61\n",
       "NaN     55\n",
       "56.0    55\n",
       "61.0    23\n",
       "20.0    10\n",
       "Name: age, dtype: int64"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_updated['age'].value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "#assigns a category to a specific range of age\n",
    "def age_category(val):\n",
    "    NaN = pd.isnull(val)\n",
    "    if NaN:\n",
    "        return np.nan\n",
    "    elif val < 30:\n",
    "        return 'Twenties'\n",
    "    elif val >= 30 and val < 40:\n",
    "        return 'Thirties'\n",
    "    elif val >= 40 and val < 50:\n",
    "        return 'Forties'\n",
    "    elif val >= 50 and val < 60:\n",
    "        return 'Fifties'\n",
    "    else:\n",
    "        return 'Sixties'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_updated['age_cat'] = combined_updated['age'].apply(age_category)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Forties     174\n",
       "Twenties    139\n",
       "Thirties    134\n",
       "Fifties     126\n",
       "NaN          55\n",
       "Sixties      23\n",
       "Name: age_cat, dtype: int64"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_updated['age_cat'].value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ages have been classified into categories to make it easier to understand what age group of people are dissatisfied."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dissatisfaction by Age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "#gets the percentage of dissatisfied employees for a particular age group\n",
    "dis_age_pvt = combined_updated.pivot_table(index='age_cat', \n",
    "                                    values='dissatisfied')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dis_age_pvt.plot(kind='bar', rot=30)\n",
    "plt.xlabel('Age Category')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the chart above, we can deduce that employees in their 60's were more likely to leave due to some kind of dissatisfaction than others in other age range."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dissatisfaction by Institute"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TAFE    340\n",
       "DETE    311\n",
       "Name: institute, dtype: int64"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined_updated['institute'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "institute_pvt = combined_updated.pivot_table(index='institute', \n",
    "                                values='dissatisfied')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AiEAAAABEIAAAACIQAAAAEQgAAIAIBAAAQAQCAAAgAgEAABCBAAAAiEAAAABEIAAAACIQAAAAEQgAAIAIBAAAQAQCAAAgAgEAABCBAAAAiEAAAABEIAAAACIQAAAAEQgAAIAIBAAAQAQCAAAgAgEAABCBAAAAiEAAAABEIAAAACIQAAAAEQgAAIAIBAAAQAQCAAAgAgEAABCBAAAAiEAAAABEIAAAACIQAAAAVTMQrFq1SsHBwTKbzYqKitLevXtv2nfLli2KiIiQj4+PGjZsqLCwML377rvVLhgAANQ8hwPB5s2bFR8fr9mzZys9PV2hoaEaPHiwCgoKKu3fpEkTTZ8+XWlpaTp06JBiY2MVGxurP//5z7ddPAAAqBkGm81mc2RAVFSU7r//fq1cuVKSZLVaFRgYqP/+7//WtGnTqrSOHj16aMiQIZo3b16V+hcVFcnb21uFhYXy8vJypNx7TvC0T51dAmpQ9sIhzi4BQD1X1e9Qh2YISktLdeDAAUVHR/+0AqNR0dHRSktL+5fjbTabUlJSlJWVpQceeOCm/UpKSlRUVFRhAQAAtcehQHD+/HmVl5fLz8+vQrufn5/y8vJuOq6wsFCNGjWSm5ubhgwZotdff10xMTE37W+xWOTt7W1fAgMDHSkTAAA46I6cZeDp6amMjAzt27dPr7zyiuLj45WamnrT/gkJCSosLLQvubm5d6JMAADqrQaOdG7atKlcXFyUn59foT0/P1/+/v43HWc0GtWuXTtJUlhYmI4fPy6LxaIBAwZU2t9kMslkMjlSGgAAuA0OzRC4ubkpPDxcKSkp9jar1aqUlBT16tWryuuxWq0qKSlx5KUBAEAtcmiGQJLi4+M1duxYRUREKDIyUklJSSouLlZsbKwkacyYMQoICJDFYpF07XiAiIgItW3bViUlJdq+fbveffddvfnmmzW7JQAAoNocDgSjRo3SuXPnNGvWLOXl5SksLEzJycn2Aw1zcnJkNP408VBcXKwJEybo9OnTcnd3V8eOHbVhwwaNGjWq5rYCAADcFoevQ+AMXIcA9yquQwDA2WrlOgQAAKBuIhAAAAACAQAAIBAAAAARCAAAgAgEAABABAIAACACAQAAEIEAAACIQAAAAEQgAAAAIhAAAABV426HAFBfcfOxuocbkP2EGQIAAEAgAAAABAIAACACAQAAEIEAAACIQAAAAEQgAAAAIhAAAAARCAAAgAgEAABABAIAACACAQAAEIEAAACIQAAAAEQgAAAAIhAAAAARCAAAgAgEAABABAIAACACAQAAEIEAAACIQAAAAEQgAAAAIhAAAAARCAAAgAgEAABABAIAACACAQAAEIEAAACIQAAAAEQgAAAAIhAAAAARCAAAgAgEAABABAIAACACAQAAUDUDwapVqxQcHCyz2ayoqCjt3bv3pn3Xrl2rfv36qXHjxmrcuLGio6Nv2R8AANx5DgeCzZs3Kz4+XrNnz1Z6erpCQ0M1ePBgFRQUVNo/NTVVo0eP1hdffKG0tDQFBgbqwQcf1JkzZ267eAAAUDMcDgTLly/X+PHjFRsbq5CQEK1evVoeHh5at25dpf3fe+89TZgwQWFhYerYsaN+//vfy2q1KiUl5baLBwAANcOhQFBaWqoDBw4oOjr6pxUYjYqOjlZaWlqV1nH58mWVlZWpSZMmN+1TUlKioqKiCgsAAKg9DgWC8+fPq7y8XH5+fhXa/fz8lJeXV6V1TJ06VS1btqwQKv6ZxWKRt7e3fQkMDHSkTAAA4KA7epbBwoULtWnTJm3dulVms/mm/RISElRYWGhfcnNz72CVAADUPw0c6dy0aVO5uLgoPz+/Qnt+fr78/f1vOXbp0qVauHChdu7cqW7dut2yr8lkkslkcqQ0AABwGxyaIXBzc1N4eHiFAwKvHyDYq1evm45bvHix5s2bp+TkZEVERFS/WgAAUCscmiGQpPj4eI0dO1YRERGKjIxUUlKSiouLFRsbK0kaM2aMAgICZLFYJEmLFi3SrFmz9P777ys4ONh+rEGjRo3UqFGjGtwUAABQXQ4HglGjRuncuXOaNWuW8vLyFBYWpuTkZPuBhjk5OTIaf5p4ePPNN1VaWqpf//rXFdYze/ZsJSYm3l71AACgRjgcCCRp4sSJmjhxYqXPpaamVnicnZ1dnZcAAAB3EPcyAAAABAIAAEAgAAAAIhAAAAARCAAAgAgEAABABAIAACACAQAAEIEAAACIQAAAAEQgAAAAIhAAAAARCAAAgAgEAABABAIAACACAQAAEIEAAACIQAAAAEQgAAAAIhAAAAARCAAAgAgEAABABAIAACACAQAAEIEAAACIQAAAAEQgAAAAIhAAAAARCAAAgAgEAABABAIAACACAQAAEIEAAACIQAAAAEQgAAAAIhAAAAARCAAAgAgEAABABAIAACACAQAAEIEAAACIQAAAAEQgAAAAIhAAAAARCAAAgAgEAABABAIAACACAQAAEIEAAAComoFg1apVCg4OltlsVlRUlPbu3XvTvkePHtVjjz2m4OBgGQwGJSUlVbtYAABQOxwOBJs3b1Z8fLxmz56t9PR0hYaGavDgwSooKKi0/+XLl9WmTRstXLhQ/v7+t10wAACoeQ4HguXLl2v8+PGKjY1VSEiIVq9eLQ8PD61bt67S/vfff7+WLFmixx9/XCaT6bYLBgAANc+hQFBaWqoDBw4oOjr6pxUYjYqOjlZaWlqNFVVSUqKioqIKCwAAqD0OBYLz58+rvLxcfn5+Fdr9/PyUl5dXY0VZLBZ5e3vbl8DAwBpbNwAAuNFdeZZBQkKCCgsL7Utubq6zSwIAoE5r4Ejnpk2bysXFRfn5+RXa8/Pza/SAQZPJxPEGAADcQQ7NELi5uSk8PFwpKSn2NqvVqpSUFPXq1avGiwMAAHeGQzMEkhQfH6+xY8cqIiJCkZGRSkpKUnFxsWJjYyVJY8aMUUBAgCwWi6RrByIeO3bM/u8zZ84oIyNDjRo1Urt27WpwUwAAQHU5HAhGjRqlc+fOadasWcrLy1NYWJiSk5PtBxrm5OTIaPxp4uH7779X9+7d7Y+XLl2qpUuXqn///kpNTb39LQAAALfN4UAgSRMnTtTEiRMrfe6fv+SDg4Nls9mq8zIAAOAOuSvPMgAAAHcWgQAAABAIAAAAgQAAAIhAAAAARCAAAAAiEAAAABEIAACACAQAAEAEAgAAIAIBAAAQgQAAAIhAAAAARCAAAAAiEAAAABEIAACACAQAAEAEAgAAIAIBAAAQgQAAAIhAAAAARCAAAAAiEAAAABEIAACACAQAAEAEAgAAIAIBAAAQgQAAAIhAAAAARCAAAAAiEAAAABEIAACACAQAAEAEAgAAIAIBAAAQgQAAAIhAAAAARCAAAAAiEAAAABEIAACACAQAAEAEAgAAIAIBAAAQgQAAAIhAAAAARCAAAAAiEAAAABEIAACACAQAAEDVDASrVq1ScHCwzGazoqKitHfv3lv2/+Mf/6iOHTvKbDara9eu2r59e7WKBQAAtcPhQLB582bFx8dr9uzZSk9PV2hoqAYPHqyCgoJK+//1r3/V6NGj9fTTT+vgwYMaPny4hg8friNHjtx28QAAoGY4HAiWL1+u8ePHKzY2ViEhIVq9erU8PDy0bt26SvuvWLFCDz30kKZMmaJOnTpp3rx56tGjh1auXHnbxQMAgJrRwJHOpaWlOnDggBISEuxtRqNR0dHRSktLq3RMWlqa4uPjK7QNHjxY27Ztu+nrlJSUqKSkxP64sLBQklRUVORIufcka8llZ5eAGlQf/s/WJ3w+65768Bm9vo02m+2W/RwKBOfPn1d5ebn8/PwqtPv5+enrr7+udExeXl6l/fPy8m76OhaLRXPmzLmhPTAw0JFyAafzTnJ2BQBupT59Ri9evChvb++bPu9QILhTEhISKswqWK1W/eMf/5Cvr68MBoMTK0NNKCoqUmBgoHJzc+Xl5eXscgD8DJ/Pusdms+nixYtq2bLlLfs5FAiaNm0qFxcX5efnV2jPz8+Xv79/pWP8/f0d6i9JJpNJJpOpQpuPj48jpeIe4OXlxS8c4C7F57NuudXMwHUOHVTo5uam8PBwpaSk2NusVqtSUlLUq1evSsf06tWrQn9J2rFjx037AwCAO8/hXQbx8fEaO3asIiIiFBkZqaSkJBUXFys2NlaSNGbMGAUEBMhisUiSnn/+efXv31/Lli3TkCFDtGnTJu3fv1+/+93vanZLAABAtTkcCEaNGqVz585p1qxZysvLU1hYmJKTk+0HDubk5Mho/GnioXfv3nr//fc1Y8YMvfzyy2rfvr22bdumLl261NxW4J5iMpk0e/bsG3YLAXA+Pp/1l8H2r85DAAAAdR73MgAAAAQCAABAIAAAACIQAAAAEQgAAFV09epVZ5eAWkQgAAD8S0eOHNHUqVPrxc2A6isCAe4qX3/9tTZs2ODsMgD8TGZmprp16yZfX18uZ1yHEQhw18jIyFCPHj107tw5Z5cC4P9lZGSod+/eSkhI0Msvv2xvLysrc2JVqA0EAtwVMjMz1adPH02aNEmTJ092djkAJB09elS9e/fWtGnT9Morr9jb165dqz/96U+yWq1OrA41jUAApzt06JB69+6t+Ph4LViwwN7+0Ucfae/evU6sDKi//v73v2vEiBHq2LFjhZC+aNEiTZgwQS1atKhwmXrc+/hpwqm+//57PfTQQ+rbt6/mzZtnb3/llVf0zDPPyGw2O7E6oP7y9fXVkCFD5ObmpsWLF0uSkpKStGTJEm3fvl29e/d2coWoaQQCOE1xcbHMZrO6dOmi8vJy/fGPf5QkLV68WElJSdqwYYO6det2wzhuvwHUngMHDmjZsmWSpOXLl+uXv/ylkpOTNWjQICUmJmrbtm2KiYmp8Dl8//33dfLkSWeVjBpCIIBTpKeny8vLS2VlZbJYLPL19dXq1as1atQoLVmyRJs2bdLgwYMrjNm9e7ckyWAwOKNkoM47dOiQIiMjdfr0aXvbggULNHjwYB07dkxDhw5VaGhohTEzZ87Uc889x+eyLrABd1hGRobNy8vLNmnSJHvb/v37bSNHjrR5eXnZEhIS7O3l5eU2m81mmzlzps3Hx8eWl5d3x+sF6oOMjAybu7u7bfr06ZU+P336dFt4eLhtxowZtnPnztlstmufS7PZbNu3b9+dLBW1xCUxMTHR2aEE9cfXX3+t3r1769lnn9WyZctUXl4ug8Ggli1bqn379jp79qyOHz8uDw8PdenSRQaDQTNnztTSpUuVmpqq9u3bO3sTgDonKytLUVFRmjx5subPny+bzSaDwaCtW7fq4sWLCggI0C9/+UtlZ2crOTlZV65c0datW7VixQrt2rVLERERzt4E1IAGzi4A9UdmZqYGDhyoK1euqE+fPrpy5YrMZrPKy8vl4uKisLAwTZ06VYsXL9aqVavUsGFDHTlyREuXLtWuXbsUHh7u7E0A6hyr1apFixbJbDbbj9kxGAyaN2+e3njjDf35z3+2B4QFCxbIaDRq2bJlKikp0e7du9WjRw8nbwFqisFm4wgt1L6DBw+qX79+iouL07fffqtjx45p2rRpGjFihMxms6xWq/0UpusHNe3YsUOFhYVKS0sjDAC16PTp05o0aZLOnTunF154QceOHdPy5cu1fv16/epXv5KkCp/RpUuXatiwYerQoYMzy0YNIxCg1p05c0bdunXTuHHjtGzZMtlsNj366KP69ttvlZCQoEcfffSGULB371698cYbeumllxQSEuLkLQDqruszdGfOnNFzzz2nY8eO6fTp0/roo48UExNT4XN5vS/qJgIBatWZM2eUkpKixo0ba9iwYRV+oTz66KM6derUTWcKSkpKZDKZnFk+UCdd3wVw3dWrV9WgQQN9//33ev7553Xy5ElNmTJFTzzxhKSKswOou/gJo9YcPHhQISEh9jAgSS4uLvZbqG7dulVt27bVwoULtWXLFl25ckVGo9F+OVTCAFDzjh49qkGDBmnLli1KT0+XJDVocO1wspYtW2rFihUKCgrSmjVr9Pbbb0uSjEYj1/+oBzjLALUiMzNT/fr107PPPquJEydWeM5oNOrq1asyGo16/PHH9Ze//EWfffaZPDw8FDp9KtIAAAoESURBVBISIldXVydVDdRd12cFpkyZoj/96U9q166d5s6dqwsXLqhhw4Zq2bKlJMnT01N9+vTRF198oX379unKlSuKiIjgOgP1ALsMUOMOHTqknj17Kj4+XvPnz7e3p6en6xe/+IUaNWokqeL+yEGDBqmkpETbt2/n9qpALSgrK5Orq6syMzMVFxenadOmyWQyafr06fLx8ZGrq6sWLFggPz8/NWvWTLm5uYqNjZWbm5s2btwob29vZ28CahmBADXq5MmT6t69u5544gmtWbPG3j537ly9+eab2rdvn1q1amVv/3koOH36dIXnANSMo0ePasuWLXr++ed15coVxcXFaeDAgfrP//xPXbhwQYWFhWrdurW6desmX19fvfDCC4qOjtaPP/6oixcv8rmsJziGADUqKytLP/74o7y9ve3XNl+0aJFWrlypdevW3fCLxcXFxX5fdX7pADUvMzNTXbt2VYMGDeTl5aXmzZtr4MCBSkhIUEFBgXx8fJSYmKhWrVppwoQJCgkJ0dChQzV69Gi5ubnxuaxHmCFAjduwYYOmTp2qsWPHqqysTG+99ZY2btyomJiYCv1OnTqltm3bOqlKoO47duyYIiIi9NJLLykxMdF+HEFZWZmeeOIJPfLII/rss8/0+eefa8eOHeratask6YsvvlBQUJDatGnj5C3AnUQgwG27fPmyLl++rMzMTHXs2FEBAQH6+OOP9dRTT+mHH37Q73//e40bN07STwc2JSYmat++fdq0aZM8PT2duwFAHXTkyBENHDhQzZo107FjxyT9dHqhJE2dOlVLlixR27ZttW3bNnXu3NmZ5eIuwC4D3JYTJ07ov/7rv9SvXz8NHTpUnTp10m9+8xuFhYVp27Zt8vX1VWZmpk6cOCHp2iVRZ8+erXnz5mnevHmEAaAWZGZmKioqSl26dFFhYaGef/55SddOL7y+i27mzJkKDw/XI488QhiAJAIBbsOhQ4c0YMAAeXh4aNq0aTp48KAmTJigtLQ0xcTEqEWLFnrnnXe0efNmrVy5UmfPntX8+fO1aNEi7du3j2ugA7Vg//79uv/++/XSSy9p586dmj17tt5//317KHB1dVVpaanMZrNiYmJ04sQJFRUVOblq3BXu5K0VUXdkZmbaPDw8bAkJCbaysrIKz23evNkWGhpqi4yMtF26dMn2P//zP7bg4GBbp06dbB4eHrb9+/c7qWqg7vvyyy9tcXFx9scXLlywrVmzxta0adMK7TbbtVseGwwG28aNG+90mbgLcWEiOCw3N1d9+vTRgw8+qNWrV9uvYlZeXi6j0ajOnTvLxcVF7777rgICAvTkk0/Ky8tLn3/+uXbu3Knu3bs7exOAOisoKEgPP/ywpGvH7JjNZrVv315+fn5asWKFzpw5Y3/e399fly5d0sMPP6xmzZo5s2zcBTioEA7Lzs7Wv//7v6tFixaaMmWK+vbta3/O9rNrpPfv319NmjTR1q1bJUmXLl2yX5QIwJ1VVFSkTZs2afr06RozZoyWLVsmSSotLZWbm5uTq8PdgGMI4LDg4GC99957Ki0t1fz587Vr165K+xmNRnl4eNgfEwYA5/Hy8tLjjz8ui8WiV199VVOnTpUkwgDsCASolvbt2+u1116TwWDQ/PnztXv3bknXziKwWq06ffq03N3d9eCDD0oSN0YB7gJeXl4aOXKk3nrrLT399NPOLgd3GXYZ4LZ88803iouLk81m04wZM+y7D6ZNm6bk5GR98sknXOkMuMvY/un2x4BEIEAN+HkosFgs2rFjh+bNm6ddu3YpNDTU2eUBAKqAQIAa8c033yg+Pl579+7VDz/8oLS0NIWHhzu7LABAFXEMAWpE+/bttXTpUvXs2VMHDx4kDADAPYYZAtSo6/dcBwDcWwgEAACAXQYAAIBAAAAARCAAAAAiEAAAABEIAACACAQAAEAEAgDVtH79evn4+Di7DAA1hEAA1FHjxo3T8OHDa2RdwcHBSkpKqtA2atQonThxwv44MTFRYWFhDq87NTVVBoNBFy5cuO06AVRfA2cXAODe5O7uLnd3d2eXAaCGMEMA1AMDBgxQXFycXnrpJTVp0kT+/v5KTEy0P2+z2ZSYmKj77rtPJpNJLVu2VFxcnH3s3/72N02ePFkGg8F+29yf7zJYv3695syZo8zMTHuf9evXKzs7WwaDQRkZGfbXunDhggwGg1JTU5Wdna2BAwdKkho3biyDwaBx48ZJkqxWqywWi1q3bi13d3eFhobqgw8+uAPvFlA/MUMA1BNvv/224uPjtWfPHqWlpWncuHHq06ePYmJi9OGHH+rVV1/Vpk2b1LlzZ+Xl5SkzM1OStGXLFoWGhuo//uM/NH78+ErXPWrUKB05ckTJycnauXOnJMnb21v5+fm3rCkwMFAffvihHnvsMWVlZcnLy8s+62CxWLRhwwatXr1a7du311dffaXf/va3atasmfr371+D7wwAiUAA1BvdunXT7NmzJV27O+XKlSuVkpKimJgY5eTkyN/fX9HR0XJ1ddV9992nyMhISVKTJk3k4uIiT09P+fv7V7pud3d3NWrUSA0aNLhpn8q4uLioSZMmkqTmzZvbZxxKSkq0YMEC7dy5U7169ZIktWnTRrt27dKaNWsIBEAtYJcBUE9069atwuMWLVqooKBAkjRy5Ej9+OOPatOmjcaPH6+tW7fq6tWrzihTknTy5EldvnxZMTExatSokX155513dOrUKafVBdRlzBAA9cQ/35baYDDIarVKujZ1n5WVpZ07d2rHjh2aMGGClixZoi+//PK2bmdtNF77m+PnN1UtKyv7l+MuXbokSfr0008VEBBQ4TmTyVTtegDcHIEAgKRr0/7Dhg3TsGHD9Nxzz6ljx446fPiwevToITc3N5WXl99yfGV9mjVrJkk6e/asunfvLkkVDjC8Pk5ShbEhISEymUzKyclh9wBwhxAIAGj9+vUqLy9XVFSUPDw8tGHDBrm7uysoKEjStesQfPXVV3r88cdlMpnUtGnTG9YRHBys7777ThkZGWrVqpU8PT3l7u6unj17auHChWrdurUKCgo0Y8aMCuOCgoJkMBj0ySef6Fe/+pXc3d3l6empF198UZMnT5bValXfvn1VWFio3bt3y8vLS2PHjr0j7wtQn3AMAQD5+Pho7dq16tOnj7p166adO3fq448/lq+vryRp7ty5ys7OVtu2be1/9f+zxx57TA899JAGDhyoZs2aaePGjZKkdevW6erVqwoPD9ekSZM0f/78CuMCAgI0Z84cTZs2TX5+fpo4caIkad68eZo5c6YsFos6deqkhx56SJ9++qlat25di+8EUH8ZbD/fuQcAAOolZggAAACBAAAAEAgAAIAIBAAAQAQCAAAgAgEAABCBAAAAiEAAAABEIAAAACIQAAAAEQgAAICk/wPlSJVkCKO31AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "institute_pvt.plot(kind='bar', rot=45)\n",
    "plt.xlabel('Institute')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion:\n",
    "At the start of our analysis, we wanted to find out what type of employees were resigning due to some sort of dissatisfaction. After analysing our data, we found out the following:\n",
    "* Employees who have worked at both institutes for more than 7 years(established - veterans) were more likely to resign because of a dissatisfaction.\n",
    "* Employees in their Sixties were also more likely to resign due to some satisfaction than employees in other age groups.\n",
    "* There  were more resignations due to dissatisfaction in the DETE institute than there was in the TAFE institute."
   ]
  }
 ],
 "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": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}