project.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows', None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Project: Write a data science blog post"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Business Understanding\n",
    "\n",
    "#### Here we have a data of the responses taken from developers on Stack Overflow and the aim of the project is to answer some business questions which are listed below. The data shall be used to answer the business questions as necessary.\n",
    "\n",
    "##### Business Questions\n",
    "\n",
    "1. What are the predominant undergraduate majors of developers?\n",
    "3. What does the distribution of respondent ethnicity look like?\n",
    "1. How often do developers seek help online?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Understanding\n",
    "#### In this section, I will be importing and exploring the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "64461\n"
     ]
    },
    {
     "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>Respondent</th>\n",
       "      <th>MainBranch</th>\n",
       "      <th>Hobbyist</th>\n",
       "      <th>Age</th>\n",
       "      <th>Age1stCode</th>\n",
       "      <th>CompFreq</th>\n",
       "      <th>CompTotal</th>\n",
       "      <th>ConvertedComp</th>\n",
       "      <th>Country</th>\n",
       "      <th>CurrencyDesc</th>\n",
       "      <th>CurrencySymbol</th>\n",
       "      <th>DatabaseDesireNextYear</th>\n",
       "      <th>DatabaseWorkedWith</th>\n",
       "      <th>DevType</th>\n",
       "      <th>EdLevel</th>\n",
       "      <th>Employment</th>\n",
       "      <th>Ethnicity</th>\n",
       "      <th>Gender</th>\n",
       "      <th>JobFactors</th>\n",
       "      <th>JobSat</th>\n",
       "      <th>JobSeek</th>\n",
       "      <th>LanguageDesireNextYear</th>\n",
       "      <th>LanguageWorkedWith</th>\n",
       "      <th>MiscTechDesireNextYear</th>\n",
       "      <th>MiscTechWorkedWith</th>\n",
       "      <th>NEWCollabToolsDesireNextYear</th>\n",
       "      <th>NEWCollabToolsWorkedWith</th>\n",
       "      <th>NEWDevOps</th>\n",
       "      <th>NEWDevOpsImpt</th>\n",
       "      <th>NEWEdImpt</th>\n",
       "      <th>NEWJobHunt</th>\n",
       "      <th>NEWJobHuntResearch</th>\n",
       "      <th>NEWLearn</th>\n",
       "      <th>NEWOffTopic</th>\n",
       "      <th>NEWOnboardGood</th>\n",
       "      <th>NEWOtherComms</th>\n",
       "      <th>NEWOvertime</th>\n",
       "      <th>NEWPurchaseResearch</th>\n",
       "      <th>NEWPurpleLink</th>\n",
       "      <th>NEWSOSites</th>\n",
       "      <th>NEWStuck</th>\n",
       "      <th>OpSys</th>\n",
       "      <th>OrgSize</th>\n",
       "      <th>PlatformDesireNextYear</th>\n",
       "      <th>PlatformWorkedWith</th>\n",
       "      <th>PurchaseWhat</th>\n",
       "      <th>Sexuality</th>\n",
       "      <th>SOAccount</th>\n",
       "      <th>SOComm</th>\n",
       "      <th>SOPartFreq</th>\n",
       "      <th>SOVisitFreq</th>\n",
       "      <th>SurveyEase</th>\n",
       "      <th>SurveyLength</th>\n",
       "      <th>Trans</th>\n",
       "      <th>UndergradMajor</th>\n",
       "      <th>WebframeDesireNextYear</th>\n",
       "      <th>WebframeWorkedWith</th>\n",
       "      <th>WelcomeChange</th>\n",
       "      <th>WorkWeekHrs</th>\n",
       "      <th>YearsCode</th>\n",
       "      <th>YearsCodePro</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>Monthly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Germany</td>\n",
       "      <td>European Euro</td>\n",
       "      <td>EUR</td>\n",
       "      <td>Microsoft SQL Server</td>\n",
       "      <td>Elasticsearch;Microsoft SQL Server;Oracle</td>\n",
       "      <td>Developer, desktop or enterprise applications;...</td>\n",
       "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
       "      <td>Independent contractor, freelancer, or self-em...</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Man</td>\n",
       "      <td>Languages, frameworks, and other technologies ...</td>\n",
       "      <td>Slightly satisfied</td>\n",
       "      <td>I am not interested in new job opportunities</td>\n",
       "      <td>C#;HTML/CSS;JavaScript</td>\n",
       "      <td>C#;HTML/CSS;JavaScript</td>\n",
       "      <td>.NET Core;Xamarin</td>\n",
       "      <td>.NET;.NET Core</td>\n",
       "      <td>Microsoft Teams;Microsoft Azure;Trello</td>\n",
       "      <td>Confluence;Jira;Slack;Microsoft Azure;Trello</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Fairly important</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Often: 1-2 days per week or more</td>\n",
       "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
       "      <td>Amused</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
       "      <td>Visit Stack Overflow;Go for a walk or other ph...</td>\n",
       "      <td>Windows</td>\n",
       "      <td>2 to 9 employees</td>\n",
       "      <td>Android;iOS;Kubernetes;Microsoft Azure;Windows</td>\n",
       "      <td>Windows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>No</td>\n",
       "      <td>No, not at all</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>ASP.NET Core</td>\n",
       "      <td>ASP.NET;ASP.NET Core</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>50.0</td>\n",
       "      <td>36</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Pound sterling</td>\n",
       "      <td>GBP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Developer, full-stack;Developer, mobile</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Very dissatisfied</td>\n",
       "      <td>I am not interested in new job opportunities</td>\n",
       "      <td>Python;Swift</td>\n",
       "      <td>JavaScript;Swift</td>\n",
       "      <td>React Native;TensorFlow;Unity 3D</td>\n",
       "      <td>React Native</td>\n",
       "      <td>Github;Slack</td>\n",
       "      <td>Confluence;Jira;Github;Gitlab;Slack</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fairly important</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Amused</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
       "      <td>Visit Stack Overflow;Go for a walk or other ph...</td>\n",
       "      <td>MacOS</td>\n",
       "      <td>1,000 to 4,999 employees</td>\n",
       "      <td>iOS;Kubernetes;Linux;MacOS</td>\n",
       "      <td>iOS</td>\n",
       "      <td>I have little or no influence</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat more welcome now than last year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>I code primarily as a hobby</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Russian Federation</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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Objective-C;Python;Swift</td>\n",
       "      <td>Objective-C;Python;Swift</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>Once a decade</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, somewhat</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Daily or almost daily</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat more welcome now than last year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Albania</td>\n",
       "      <td>Albanian lek</td>\n",
       "      <td>ALL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Man</td>\n",
       "      <td>Flex time or a flexible schedule;Office enviro...</td>\n",
       "      <td>Slightly dissatisfied</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</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>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Not at all important/not necessary</td>\n",
       "      <td>Curious about other opportunities;Wanting to w...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Occasionally: 1-2 days per quarter but less th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>20 to 99 employees</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I have a great deal of influence</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat less welcome now than last year</td>\n",
       "      <td>40.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>I used to be a developer by profession, but no...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MySQL;PostgreSQL</td>\n",
       "      <td>MySQL;PostgreSQL;Redis;SQLite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Man</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Java;Ruby;Scala</td>\n",
       "      <td>HTML/CSS;Ruby;SQL</td>\n",
       "      <td>Ansible;Chef</td>\n",
       "      <td>Ansible</td>\n",
       "      <td>Github;Google Suite (Docs, Meet, etc)</td>\n",
       "      <td>Confluence;Jira;Github;Slack;Google Suite (Doc...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Very important</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
       "      <td>Hello, old friend</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
       "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
       "      <td>Windows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Docker;Google Cloud Platform;Heroku;Linux;Windows</td>\n",
       "      <td>AWS;Docker;Linux;MacOS;Windows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, somewhat</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Too short</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>Django;Ruby on Rails</td>\n",
       "      <td>Ruby on Rails</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Respondent                                         MainBranch Hobbyist  \\\n",
       "0           1                     I am a developer by profession      Yes   \n",
       "1           2                     I am a developer by profession       No   \n",
       "2           3                        I code primarily as a hobby      Yes   \n",
       "3           4                     I am a developer by profession      Yes   \n",
       "4           5  I used to be a developer by profession, but no...      Yes   \n",
       "\n",
       "    Age Age1stCode CompFreq  CompTotal  ConvertedComp             Country  \\\n",
       "0   NaN         13  Monthly        NaN            NaN             Germany   \n",
       "1   NaN         19      NaN        NaN            NaN      United Kingdom   \n",
       "2   NaN         15      NaN        NaN            NaN  Russian Federation   \n",
       "3  25.0         18      NaN        NaN            NaN             Albania   \n",
       "4  31.0         16      NaN        NaN            NaN       United States   \n",
       "\n",
       "     CurrencyDesc CurrencySymbol DatabaseDesireNextYear  \\\n",
       "0   European Euro            EUR   Microsoft SQL Server   \n",
       "1  Pound sterling            GBP                    NaN   \n",
       "2             NaN            NaN                    NaN   \n",
       "3    Albanian lek            ALL                    NaN   \n",
       "4             NaN            NaN       MySQL;PostgreSQL   \n",
       "\n",
       "                          DatabaseWorkedWith  \\\n",
       "0  Elasticsearch;Microsoft SQL Server;Oracle   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        NaN   \n",
       "4              MySQL;PostgreSQL;Redis;SQLite   \n",
       "\n",
       "                                             DevType  \\\n",
       "0  Developer, desktop or enterprise applications;...   \n",
       "1            Developer, full-stack;Developer, mobile   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4                                                NaN   \n",
       "\n",
       "                                           EdLevel  \\\n",
       "0  Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
       "1     Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "2                                              NaN   \n",
       "3  Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
       "4     Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "\n",
       "                                          Employment  \\\n",
       "0  Independent contractor, freelancer, or self-em...   \n",
       "1                                 Employed full-time   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4                                 Employed full-time   \n",
       "\n",
       "                      Ethnicity Gender  \\\n",
       "0  White or of European descent    Man   \n",
       "1                           NaN    NaN   \n",
       "2                           NaN    NaN   \n",
       "3  White or of European descent    Man   \n",
       "4  White or of European descent    Man   \n",
       "\n",
       "                                          JobFactors                 JobSat  \\\n",
       "0  Languages, frameworks, and other technologies ...     Slightly satisfied   \n",
       "1                                                NaN      Very dissatisfied   \n",
       "2                                                NaN                    NaN   \n",
       "3  Flex time or a flexible schedule;Office enviro...  Slightly dissatisfied   \n",
       "4                                                NaN                    NaN   \n",
       "\n",
       "                                             JobSeek  \\\n",
       "0       I am not interested in new job opportunities   \n",
       "1       I am not interested in new job opportunities   \n",
       "2                                                NaN   \n",
       "3  I’m not actively looking, but I am open to new...   \n",
       "4                                                NaN   \n",
       "\n",
       "     LanguageDesireNextYear        LanguageWorkedWith  \\\n",
       "0    C#;HTML/CSS;JavaScript    C#;HTML/CSS;JavaScript   \n",
       "1              Python;Swift          JavaScript;Swift   \n",
       "2  Objective-C;Python;Swift  Objective-C;Python;Swift   \n",
       "3                       NaN                       NaN   \n",
       "4           Java;Ruby;Scala         HTML/CSS;Ruby;SQL   \n",
       "\n",
       "             MiscTechDesireNextYear MiscTechWorkedWith  \\\n",
       "0                 .NET Core;Xamarin     .NET;.NET Core   \n",
       "1  React Native;TensorFlow;Unity 3D       React Native   \n",
       "2                               NaN                NaN   \n",
       "3                               NaN                NaN   \n",
       "4                      Ansible;Chef            Ansible   \n",
       "\n",
       "             NEWCollabToolsDesireNextYear  \\\n",
       "0  Microsoft Teams;Microsoft Azure;Trello   \n",
       "1                            Github;Slack   \n",
       "2                                     NaN   \n",
       "3                                     NaN   \n",
       "4   Github;Google Suite (Docs, Meet, etc)   \n",
       "\n",
       "                            NEWCollabToolsWorkedWith NEWDevOps  \\\n",
       "0       Confluence;Jira;Slack;Microsoft Azure;Trello        No   \n",
       "1                Confluence;Jira;Github;Gitlab;Slack       NaN   \n",
       "2                                                NaN       NaN   \n",
       "3                                                NaN        No   \n",
       "4  Confluence;Jira;Github;Slack;Google Suite (Doc...       NaN   \n",
       "\n",
       "        NEWDevOpsImpt                           NEWEdImpt  \\\n",
       "0  Somewhat important                    Fairly important   \n",
       "1                 NaN                    Fairly important   \n",
       "2                 NaN                                 NaN   \n",
       "3                 NaN  Not at all important/not necessary   \n",
       "4                 NaN                      Very important   \n",
       "\n",
       "                                          NEWJobHunt NEWJobHuntResearch  \\\n",
       "0                                                NaN                NaN   \n",
       "1                                                NaN                NaN   \n",
       "2                                                NaN                NaN   \n",
       "3  Curious about other opportunities;Wanting to w...                NaN   \n",
       "4                                                NaN                NaN   \n",
       "\n",
       "        NEWLearn NEWOffTopic NEWOnboardGood NEWOtherComms  \\\n",
       "0    Once a year    Not sure            NaN            No   \n",
       "1    Once a year    Not sure            NaN            No   \n",
       "2  Once a decade         NaN            NaN            No   \n",
       "3    Once a year    Not sure            Yes           Yes   \n",
       "4    Once a year          No            NaN           Yes   \n",
       "\n",
       "                                         NEWOvertime  \\\n",
       "0                   Often: 1-2 days per week or more   \n",
       "1                                                NaN   \n",
       "2                                                NaN   \n",
       "3  Occasionally: 1-2 days per quarter but less th...   \n",
       "4                                                NaN   \n",
       "\n",
       "                                 NEWPurchaseResearch      NEWPurpleLink  \\\n",
       "0  Start a free trial;Ask developers I know/work ...             Amused   \n",
       "1                                                NaN             Amused   \n",
       "2                                                NaN                NaN   \n",
       "3                                                NaN                NaN   \n",
       "4  Start a free trial;Ask developers I know/work ...  Hello, old friend   \n",
       "\n",
       "                                          NEWSOSites  \\\n",
       "0   Stack Overflow (public Q&A for anyone who codes)   \n",
       "1  Stack Overflow (public Q&A for anyone who code...   \n",
       "2   Stack Overflow (public Q&A for anyone who codes)   \n",
       "3  Stack Overflow (public Q&A for anyone who code...   \n",
       "4  Stack Overflow (public Q&A for anyone who code...   \n",
       "\n",
       "                                            NEWStuck        OpSys  \\\n",
       "0  Visit Stack Overflow;Go for a walk or other ph...      Windows   \n",
       "1  Visit Stack Overflow;Go for a walk or other ph...        MacOS   \n",
       "2                                                NaN  Linux-based   \n",
       "3                                                NaN  Linux-based   \n",
       "4  Call a coworker or friend;Visit Stack Overflow...      Windows   \n",
       "\n",
       "                    OrgSize  \\\n",
       "0          2 to 9 employees   \n",
       "1  1,000 to 4,999 employees   \n",
       "2                       NaN   \n",
       "3        20 to 99 employees   \n",
       "4                       NaN   \n",
       "\n",
       "                              PlatformDesireNextYear  \\\n",
       "0     Android;iOS;Kubernetes;Microsoft Azure;Windows   \n",
       "1                         iOS;Kubernetes;Linux;MacOS   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4  Docker;Google Cloud Platform;Heroku;Linux;Windows   \n",
       "\n",
       "               PlatformWorkedWith                      PurchaseWhat  \\\n",
       "0                         Windows                               NaN   \n",
       "1                             iOS     I have little or no influence   \n",
       "2                             NaN                               NaN   \n",
       "3                             NaN  I have a great deal of influence   \n",
       "4  AWS;Docker;Linux;MacOS;Windows                               NaN   \n",
       "\n",
       "                 Sexuality SOAccount           SOComm  \\\n",
       "0  Straight / Heterosexual        No   No, not at all   \n",
       "1                      NaN       Yes  Yes, definitely   \n",
       "2                      NaN       Yes    Yes, somewhat   \n",
       "3  Straight / Heterosexual       Yes  Yes, definitely   \n",
       "4  Straight / Heterosexual       Yes    Yes, somewhat   \n",
       "\n",
       "                            SOPartFreq                      SOVisitFreq  \\\n",
       "0                                  NaN           Multiple times per day   \n",
       "1  Less than once per month or monthly           Multiple times per day   \n",
       "2      A few times per month or weekly            Daily or almost daily   \n",
       "3      A few times per month or weekly           Multiple times per day   \n",
       "4  Less than once per month or monthly  A few times per month or weekly   \n",
       "\n",
       "                   SurveyEase           SurveyLength Trans  \\\n",
       "0  Neither easy nor difficult  Appropriate in length    No   \n",
       "1                         NaN                    NaN   NaN   \n",
       "2  Neither easy nor difficult  Appropriate in length   NaN   \n",
       "3                         NaN                    NaN    No   \n",
       "4                        Easy              Too short    No   \n",
       "\n",
       "                                      UndergradMajor WebframeDesireNextYear  \\\n",
       "0  Computer science, computer engineering, or sof...           ASP.NET Core   \n",
       "1  Computer science, computer engineering, or sof...                    NaN   \n",
       "2                                                NaN                    NaN   \n",
       "3  Computer science, computer engineering, or sof...                    NaN   \n",
       "4  Computer science, computer engineering, or sof...   Django;Ruby on Rails   \n",
       "\n",
       "     WebframeWorkedWith                             WelcomeChange  \\\n",
       "0  ASP.NET;ASP.NET Core   Just as welcome now as I felt last year   \n",
       "1                   NaN  Somewhat more welcome now than last year   \n",
       "2                   NaN  Somewhat more welcome now than last year   \n",
       "3                   NaN  Somewhat less welcome now than last year   \n",
       "4         Ruby on Rails   Just as welcome now as I felt last year   \n",
       "\n",
       "   WorkWeekHrs YearsCode YearsCodePro  \n",
       "0         50.0        36           27  \n",
       "1          NaN         7            4  \n",
       "2          NaN         4          NaN  \n",
       "3         40.0         7            4  \n",
       "4          NaN        15            8  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey = pd.read_csv('2020 Stack Overflow Survey Responses.csv')\n",
    "print(len(survey))\n",
    "survey.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>Column</th>\n",
       "      <th>QuestionText</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Respondent</td>\n",
       "      <td>Randomized respondent ID number (not in order ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>MainBranch</td>\n",
       "      <td>Which of the following options best describes ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Hobbyist</td>\n",
       "      <td>Do you code as a hobby?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Age</td>\n",
       "      <td>What is your age (in years)? If you prefer not...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Age1stCode</td>\n",
       "      <td>At what age did you write your first line of c...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Column                                       QuestionText\n",
       "0  Respondent  Randomized respondent ID number (not in order ...\n",
       "1  MainBranch  Which of the following options best describes ...\n",
       "2    Hobbyist                            Do you code as a hobby?\n",
       "3         Age  What is your age (in years)? If you prefer not...\n",
       "4  Age1stCode  At what age did you write your first line of c..."
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "schema = pd.read_csv('schema_20.csv')\n",
    "schema.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_schema(column, schema = schema):\n",
    "    \"\"\"\n",
    "    (column_name, dataframe) -> str\n",
    "    function to get the question prompt for each column of the survey data\n",
    "    >>> get_schema(Hobbyist)\n",
    "    'Do you code as a hobby?'\n",
    "    \"\"\"\n",
    "    desc = list(schema[schema.Column == column]['QuestionText'])[0]\n",
    "    return desc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_unique(df_column, delimiter):\n",
    "    \"\"\"\n",
    "    gets unique items in a pandas column where cells contain items with a delimiter\n",
    "    df = pd.DataFrame({'col': ['A','B'], 'A', ['B','C'])\n",
    "    >>> get_unique(df.col, ',')\n",
    "    {'A','B','C'}\n",
    "    \"\"\"\n",
    "    lst = df_column.dropna().astype(str).apply(lambda x: x.split(delimiter)).to_list()\n",
    "    \n",
    "    return list(set([item for sublist in lst for item in sublist]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def split_and_join(df, col, delimiter):\n",
    "    \"\"\"\n",
    "    splits a delimited column and add the resulting split to the original df while dropping the splitted column\n",
    "    \n",
    "    df: dataframe containing column col to be splitted\n",
    "    col: column containing delimited items to be splitted\n",
    "    delimiter: delimiter of items in column col\n",
    "    \"\"\"\n",
    "    split_df = df[col].str.split(delimiter, n = -1, expand = True)\n",
    "    other_columns = df.columns.tolist()\n",
    "    other_columns.remove(col)\n",
    "    \n",
    "    split_df[other_columns] = df[other_columns]\n",
    "    \n",
    "    return split_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. What are the predominant undergraduate majors of developers?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Which of the following describe you? Please select all that apply.'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_schema('DevType')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>Respondent</th>\n",
       "      <th>MainBranch</th>\n",
       "      <th>Hobbyist</th>\n",
       "      <th>Age</th>\n",
       "      <th>Age1stCode</th>\n",
       "      <th>CompFreq</th>\n",
       "      <th>CompTotal</th>\n",
       "      <th>ConvertedComp</th>\n",
       "      <th>Country</th>\n",
       "      <th>CurrencyDesc</th>\n",
       "      <th>CurrencySymbol</th>\n",
       "      <th>DatabaseDesireNextYear</th>\n",
       "      <th>DatabaseWorkedWith</th>\n",
       "      <th>DevType</th>\n",
       "      <th>EdLevel</th>\n",
       "      <th>Employment</th>\n",
       "      <th>Ethnicity</th>\n",
       "      <th>Gender</th>\n",
       "      <th>JobFactors</th>\n",
       "      <th>JobSat</th>\n",
       "      <th>JobSeek</th>\n",
       "      <th>LanguageDesireNextYear</th>\n",
       "      <th>LanguageWorkedWith</th>\n",
       "      <th>MiscTechDesireNextYear</th>\n",
       "      <th>MiscTechWorkedWith</th>\n",
       "      <th>NEWCollabToolsDesireNextYear</th>\n",
       "      <th>NEWCollabToolsWorkedWith</th>\n",
       "      <th>NEWDevOps</th>\n",
       "      <th>NEWDevOpsImpt</th>\n",
       "      <th>NEWEdImpt</th>\n",
       "      <th>NEWJobHunt</th>\n",
       "      <th>NEWJobHuntResearch</th>\n",
       "      <th>NEWLearn</th>\n",
       "      <th>NEWOffTopic</th>\n",
       "      <th>NEWOnboardGood</th>\n",
       "      <th>NEWOtherComms</th>\n",
       "      <th>NEWOvertime</th>\n",
       "      <th>NEWPurchaseResearch</th>\n",
       "      <th>NEWPurpleLink</th>\n",
       "      <th>NEWSOSites</th>\n",
       "      <th>NEWStuck</th>\n",
       "      <th>OpSys</th>\n",
       "      <th>OrgSize</th>\n",
       "      <th>PlatformDesireNextYear</th>\n",
       "      <th>PlatformWorkedWith</th>\n",
       "      <th>PurchaseWhat</th>\n",
       "      <th>Sexuality</th>\n",
       "      <th>SOAccount</th>\n",
       "      <th>SOComm</th>\n",
       "      <th>SOPartFreq</th>\n",
       "      <th>SOVisitFreq</th>\n",
       "      <th>SurveyEase</th>\n",
       "      <th>SurveyLength</th>\n",
       "      <th>Trans</th>\n",
       "      <th>UndergradMajor</th>\n",
       "      <th>WebframeDesireNextYear</th>\n",
       "      <th>WebframeWorkedWith</th>\n",
       "      <th>WelcomeChange</th>\n",
       "      <th>WorkWeekHrs</th>\n",
       "      <th>YearsCode</th>\n",
       "      <th>YearsCodePro</th>\n",
       "      <th>DevTypeCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>Monthly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Germany</td>\n",
       "      <td>European Euro</td>\n",
       "      <td>EUR</td>\n",
       "      <td>Microsoft SQL Server</td>\n",
       "      <td>Elasticsearch;Microsoft SQL Server;Oracle</td>\n",
       "      <td>Developer, desktop or enterprise applications;...</td>\n",
       "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
       "      <td>Independent contractor, freelancer, or self-em...</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Man</td>\n",
       "      <td>Languages, frameworks, and other technologies ...</td>\n",
       "      <td>Slightly satisfied</td>\n",
       "      <td>I am not interested in new job opportunities</td>\n",
       "      <td>C#;HTML/CSS;JavaScript</td>\n",
       "      <td>C#;HTML/CSS;JavaScript</td>\n",
       "      <td>.NET Core;Xamarin</td>\n",
       "      <td>.NET;.NET Core</td>\n",
       "      <td>Microsoft Teams;Microsoft Azure;Trello</td>\n",
       "      <td>Confluence;Jira;Slack;Microsoft Azure;Trello</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Fairly important</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Often: 1-2 days per week or more</td>\n",
       "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
       "      <td>Amused</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
       "      <td>Visit Stack Overflow;Go for a walk or other ph...</td>\n",
       "      <td>Windows</td>\n",
       "      <td>2 to 9 employees</td>\n",
       "      <td>Android;iOS;Kubernetes;Microsoft Azure;Windows</td>\n",
       "      <td>Windows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>No</td>\n",
       "      <td>No, not at all</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>ASP.NET Core</td>\n",
       "      <td>ASP.NET;ASP.NET Core</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>50.0</td>\n",
       "      <td>36</td>\n",
       "      <td>27</td>\n",
       "      <td>300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Pound sterling</td>\n",
       "      <td>GBP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Developer, full-stack;Developer, mobile</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Very dissatisfied</td>\n",
       "      <td>I am not interested in new job opportunities</td>\n",
       "      <td>Python;Swift</td>\n",
       "      <td>JavaScript;Swift</td>\n",
       "      <td>React Native;TensorFlow;Unity 3D</td>\n",
       "      <td>React Native</td>\n",
       "      <td>Github;Slack</td>\n",
       "      <td>Confluence;Jira;Github;Gitlab;Slack</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fairly important</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Amused</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
       "      <td>Visit Stack Overflow;Go for a walk or other ph...</td>\n",
       "      <td>MacOS</td>\n",
       "      <td>1,000 to 4,999 employees</td>\n",
       "      <td>iOS;Kubernetes;Linux;MacOS</td>\n",
       "      <td>iOS</td>\n",
       "      <td>I have little or no influence</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat more welcome now than last year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>363.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>I code primarily as a hobby</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Russian Federation</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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Objective-C;Python;Swift</td>\n",
       "      <td>Objective-C;Python;Swift</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>Once a decade</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, somewhat</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Daily or almost daily</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat more welcome now than last year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Albania</td>\n",
       "      <td>Albanian lek</td>\n",
       "      <td>ALL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Man</td>\n",
       "      <td>Flex time or a flexible schedule;Office enviro...</td>\n",
       "      <td>Slightly dissatisfied</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</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>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Not at all important/not necessary</td>\n",
       "      <td>Curious about other opportunities;Wanting to w...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Occasionally: 1-2 days per quarter but less th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>20 to 99 employees</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I have a great deal of influence</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat less welcome now than last year</td>\n",
       "      <td>40.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>I used to be a developer by profession, but no...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MySQL;PostgreSQL</td>\n",
       "      <td>MySQL;PostgreSQL;Redis;SQLite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Man</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Java;Ruby;Scala</td>\n",
       "      <td>HTML/CSS;Ruby;SQL</td>\n",
       "      <td>Ansible;Chef</td>\n",
       "      <td>Ansible</td>\n",
       "      <td>Github;Google Suite (Docs, Meet, etc)</td>\n",
       "      <td>Confluence;Jira;Github;Slack;Google Suite (Doc...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Very important</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
       "      <td>Hello, old friend</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
       "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
       "      <td>Windows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Docker;Google Cloud Platform;Heroku;Linux;Windows</td>\n",
       "      <td>AWS;Docker;Linux;MacOS;Windows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, somewhat</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Too short</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>Django;Ruby on Rails</td>\n",
       "      <td>Ruby on Rails</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Respondent                                         MainBranch Hobbyist  \\\n",
       "0           1                     I am a developer by profession      Yes   \n",
       "1           2                     I am a developer by profession       No   \n",
       "2           3                        I code primarily as a hobby      Yes   \n",
       "3           4                     I am a developer by profession      Yes   \n",
       "4           5  I used to be a developer by profession, but no...      Yes   \n",
       "\n",
       "    Age Age1stCode CompFreq  CompTotal  ConvertedComp             Country  \\\n",
       "0   NaN         13  Monthly        NaN            NaN             Germany   \n",
       "1   NaN         19      NaN        NaN            NaN      United Kingdom   \n",
       "2   NaN         15      NaN        NaN            NaN  Russian Federation   \n",
       "3  25.0         18      NaN        NaN            NaN             Albania   \n",
       "4  31.0         16      NaN        NaN            NaN       United States   \n",
       "\n",
       "     CurrencyDesc CurrencySymbol DatabaseDesireNextYear  \\\n",
       "0   European Euro            EUR   Microsoft SQL Server   \n",
       "1  Pound sterling            GBP                    NaN   \n",
       "2             NaN            NaN                    NaN   \n",
       "3    Albanian lek            ALL                    NaN   \n",
       "4             NaN            NaN       MySQL;PostgreSQL   \n",
       "\n",
       "                          DatabaseWorkedWith  \\\n",
       "0  Elasticsearch;Microsoft SQL Server;Oracle   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        NaN   \n",
       "4              MySQL;PostgreSQL;Redis;SQLite   \n",
       "\n",
       "                                             DevType  \\\n",
       "0  Developer, desktop or enterprise applications;...   \n",
       "1            Developer, full-stack;Developer, mobile   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4                                                NaN   \n",
       "\n",
       "                                           EdLevel  \\\n",
       "0  Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
       "1     Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "2                                              NaN   \n",
       "3  Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
       "4     Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "\n",
       "                                          Employment  \\\n",
       "0  Independent contractor, freelancer, or self-em...   \n",
       "1                                 Employed full-time   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4                                 Employed full-time   \n",
       "\n",
       "                      Ethnicity Gender  \\\n",
       "0  White or of European descent    Man   \n",
       "1                           NaN    NaN   \n",
       "2                           NaN    NaN   \n",
       "3  White or of European descent    Man   \n",
       "4  White or of European descent    Man   \n",
       "\n",
       "                                          JobFactors                 JobSat  \\\n",
       "0  Languages, frameworks, and other technologies ...     Slightly satisfied   \n",
       "1                                                NaN      Very dissatisfied   \n",
       "2                                                NaN                    NaN   \n",
       "3  Flex time or a flexible schedule;Office enviro...  Slightly dissatisfied   \n",
       "4                                                NaN                    NaN   \n",
       "\n",
       "                                             JobSeek  \\\n",
       "0       I am not interested in new job opportunities   \n",
       "1       I am not interested in new job opportunities   \n",
       "2                                                NaN   \n",
       "3  I’m not actively looking, but I am open to new...   \n",
       "4                                                NaN   \n",
       "\n",
       "     LanguageDesireNextYear        LanguageWorkedWith  \\\n",
       "0    C#;HTML/CSS;JavaScript    C#;HTML/CSS;JavaScript   \n",
       "1              Python;Swift          JavaScript;Swift   \n",
       "2  Objective-C;Python;Swift  Objective-C;Python;Swift   \n",
       "3                       NaN                       NaN   \n",
       "4           Java;Ruby;Scala         HTML/CSS;Ruby;SQL   \n",
       "\n",
       "             MiscTechDesireNextYear MiscTechWorkedWith  \\\n",
       "0                 .NET Core;Xamarin     .NET;.NET Core   \n",
       "1  React Native;TensorFlow;Unity 3D       React Native   \n",
       "2                               NaN                NaN   \n",
       "3                               NaN                NaN   \n",
       "4                      Ansible;Chef            Ansible   \n",
       "\n",
       "             NEWCollabToolsDesireNextYear  \\\n",
       "0  Microsoft Teams;Microsoft Azure;Trello   \n",
       "1                            Github;Slack   \n",
       "2                                     NaN   \n",
       "3                                     NaN   \n",
       "4   Github;Google Suite (Docs, Meet, etc)   \n",
       "\n",
       "                            NEWCollabToolsWorkedWith NEWDevOps  \\\n",
       "0       Confluence;Jira;Slack;Microsoft Azure;Trello        No   \n",
       "1                Confluence;Jira;Github;Gitlab;Slack       NaN   \n",
       "2                                                NaN       NaN   \n",
       "3                                                NaN        No   \n",
       "4  Confluence;Jira;Github;Slack;Google Suite (Doc...       NaN   \n",
       "\n",
       "        NEWDevOpsImpt                           NEWEdImpt  \\\n",
       "0  Somewhat important                    Fairly important   \n",
       "1                 NaN                    Fairly important   \n",
       "2                 NaN                                 NaN   \n",
       "3                 NaN  Not at all important/not necessary   \n",
       "4                 NaN                      Very important   \n",
       "\n",
       "                                          NEWJobHunt NEWJobHuntResearch  \\\n",
       "0                                                NaN                NaN   \n",
       "1                                                NaN                NaN   \n",
       "2                                                NaN                NaN   \n",
       "3  Curious about other opportunities;Wanting to w...                NaN   \n",
       "4                                                NaN                NaN   \n",
       "\n",
       "        NEWLearn NEWOffTopic NEWOnboardGood NEWOtherComms  \\\n",
       "0    Once a year    Not sure            NaN            No   \n",
       "1    Once a year    Not sure            NaN            No   \n",
       "2  Once a decade         NaN            NaN            No   \n",
       "3    Once a year    Not sure            Yes           Yes   \n",
       "4    Once a year          No            NaN           Yes   \n",
       "\n",
       "                                         NEWOvertime  \\\n",
       "0                   Often: 1-2 days per week or more   \n",
       "1                                                NaN   \n",
       "2                                                NaN   \n",
       "3  Occasionally: 1-2 days per quarter but less th...   \n",
       "4                                                NaN   \n",
       "\n",
       "                                 NEWPurchaseResearch      NEWPurpleLink  \\\n",
       "0  Start a free trial;Ask developers I know/work ...             Amused   \n",
       "1                                                NaN             Amused   \n",
       "2                                                NaN                NaN   \n",
       "3                                                NaN                NaN   \n",
       "4  Start a free trial;Ask developers I know/work ...  Hello, old friend   \n",
       "\n",
       "                                          NEWSOSites  \\\n",
       "0   Stack Overflow (public Q&A for anyone who codes)   \n",
       "1  Stack Overflow (public Q&A for anyone who code...   \n",
       "2   Stack Overflow (public Q&A for anyone who codes)   \n",
       "3  Stack Overflow (public Q&A for anyone who code...   \n",
       "4  Stack Overflow (public Q&A for anyone who code...   \n",
       "\n",
       "                                            NEWStuck        OpSys  \\\n",
       "0  Visit Stack Overflow;Go for a walk or other ph...      Windows   \n",
       "1  Visit Stack Overflow;Go for a walk or other ph...        MacOS   \n",
       "2                                                NaN  Linux-based   \n",
       "3                                                NaN  Linux-based   \n",
       "4  Call a coworker or friend;Visit Stack Overflow...      Windows   \n",
       "\n",
       "                    OrgSize  \\\n",
       "0          2 to 9 employees   \n",
       "1  1,000 to 4,999 employees   \n",
       "2                       NaN   \n",
       "3        20 to 99 employees   \n",
       "4                       NaN   \n",
       "\n",
       "                              PlatformDesireNextYear  \\\n",
       "0     Android;iOS;Kubernetes;Microsoft Azure;Windows   \n",
       "1                         iOS;Kubernetes;Linux;MacOS   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4  Docker;Google Cloud Platform;Heroku;Linux;Windows   \n",
       "\n",
       "               PlatformWorkedWith                      PurchaseWhat  \\\n",
       "0                         Windows                               NaN   \n",
       "1                             iOS     I have little or no influence   \n",
       "2                             NaN                               NaN   \n",
       "3                             NaN  I have a great deal of influence   \n",
       "4  AWS;Docker;Linux;MacOS;Windows                               NaN   \n",
       "\n",
       "                 Sexuality SOAccount           SOComm  \\\n",
       "0  Straight / Heterosexual        No   No, not at all   \n",
       "1                      NaN       Yes  Yes, definitely   \n",
       "2                      NaN       Yes    Yes, somewhat   \n",
       "3  Straight / Heterosexual       Yes  Yes, definitely   \n",
       "4  Straight / Heterosexual       Yes    Yes, somewhat   \n",
       "\n",
       "                            SOPartFreq                      SOVisitFreq  \\\n",
       "0                                  NaN           Multiple times per day   \n",
       "1  Less than once per month or monthly           Multiple times per day   \n",
       "2      A few times per month or weekly            Daily or almost daily   \n",
       "3      A few times per month or weekly           Multiple times per day   \n",
       "4  Less than once per month or monthly  A few times per month or weekly   \n",
       "\n",
       "                   SurveyEase           SurveyLength Trans  \\\n",
       "0  Neither easy nor difficult  Appropriate in length    No   \n",
       "1                         NaN                    NaN   NaN   \n",
       "2  Neither easy nor difficult  Appropriate in length   NaN   \n",
       "3                         NaN                    NaN    No   \n",
       "4                        Easy              Too short    No   \n",
       "\n",
       "                                      UndergradMajor WebframeDesireNextYear  \\\n",
       "0  Computer science, computer engineering, or sof...           ASP.NET Core   \n",
       "1  Computer science, computer engineering, or sof...                    NaN   \n",
       "2                                                NaN                    NaN   \n",
       "3  Computer science, computer engineering, or sof...                    NaN   \n",
       "4  Computer science, computer engineering, or sof...   Django;Ruby on Rails   \n",
       "\n",
       "     WebframeWorkedWith                             WelcomeChange  \\\n",
       "0  ASP.NET;ASP.NET Core   Just as welcome now as I felt last year   \n",
       "1                   NaN  Somewhat more welcome now than last year   \n",
       "2                   NaN  Somewhat more welcome now than last year   \n",
       "3                   NaN  Somewhat less welcome now than last year   \n",
       "4         Ruby on Rails   Just as welcome now as I felt last year   \n",
       "\n",
       "   WorkWeekHrs YearsCode YearsCodePro  DevTypeCount  \n",
       "0         50.0        36           27         300.0  \n",
       "1          NaN         7            4         363.0  \n",
       "2          NaN         4          NaN           NaN  \n",
       "3         40.0         7            4           NaN  \n",
       "4          NaN        15            8           NaN  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# this is the count of each development position to be used in further analysis\n",
    "survey['DevTypeCount'] = survey.groupby('DevType')['DevType'].transform('count')\n",
    "survey.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Several development roles were listed by respondents so the roles were split and only the first role was counted as this is expected to be the main role for each respondent."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# the text of the majors are long, they are abbreviated for easier wrangling\n",
    "\n",
    "UndergradMajorMap = {'Computer science, computer engineering, or software engineering': 'CSE',\n",
    "                    'Another engineering discipline (such as civil, electrical, mechanical, etc.)': 'Other Eng',\n",
    "                    'Information systems, information technology, or system administration': 'IS,IT or sys adm',\n",
    "                    'A natural science (such as biology, chemistry, physics, etc.)': 'Nat Sci',\n",
    "                    'Mathematics or statistics': 'Math or Stat',\n",
    "                    'Web development or web design': 'Web Dev/Design',\n",
    "                    'A business discipline (such as accounting, finance, marketing, etc.)': 'Business',\n",
    "                    'A humanities discipline (such as literature, history, philosophy, etc.)': 'Humanities',\n",
    "                    'A social science (such as anthropology, psychology, political science, etc.)': 'Social Science',\n",
    "                    'Fine arts or performing arts (such as graphic design, music, studio art, etc.)': 'FArts/PArts',\n",
    "                    'I never declared a major':'Never Declared',\n",
    "                    'A health science (such as nursing, pharmacy, radiology, etc.)': 'Health Science'}"
   ]
  },
  {
   "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>Respondent</th>\n",
       "      <th>MainBranch</th>\n",
       "      <th>Hobbyist</th>\n",
       "      <th>Age</th>\n",
       "      <th>Age1stCode</th>\n",
       "      <th>CompFreq</th>\n",
       "      <th>CompTotal</th>\n",
       "      <th>ConvertedComp</th>\n",
       "      <th>Country</th>\n",
       "      <th>CurrencyDesc</th>\n",
       "      <th>CurrencySymbol</th>\n",
       "      <th>DatabaseDesireNextYear</th>\n",
       "      <th>DatabaseWorkedWith</th>\n",
       "      <th>DevType</th>\n",
       "      <th>EdLevel</th>\n",
       "      <th>Employment</th>\n",
       "      <th>Ethnicity</th>\n",
       "      <th>Gender</th>\n",
       "      <th>JobFactors</th>\n",
       "      <th>JobSat</th>\n",
       "      <th>JobSeek</th>\n",
       "      <th>LanguageDesireNextYear</th>\n",
       "      <th>LanguageWorkedWith</th>\n",
       "      <th>MiscTechDesireNextYear</th>\n",
       "      <th>MiscTechWorkedWith</th>\n",
       "      <th>NEWCollabToolsDesireNextYear</th>\n",
       "      <th>NEWCollabToolsWorkedWith</th>\n",
       "      <th>NEWDevOps</th>\n",
       "      <th>NEWDevOpsImpt</th>\n",
       "      <th>NEWEdImpt</th>\n",
       "      <th>NEWJobHunt</th>\n",
       "      <th>NEWJobHuntResearch</th>\n",
       "      <th>NEWLearn</th>\n",
       "      <th>NEWOffTopic</th>\n",
       "      <th>NEWOnboardGood</th>\n",
       "      <th>NEWOtherComms</th>\n",
       "      <th>NEWOvertime</th>\n",
       "      <th>NEWPurchaseResearch</th>\n",
       "      <th>NEWPurpleLink</th>\n",
       "      <th>NEWSOSites</th>\n",
       "      <th>NEWStuck</th>\n",
       "      <th>OpSys</th>\n",
       "      <th>OrgSize</th>\n",
       "      <th>PlatformDesireNextYear</th>\n",
       "      <th>PlatformWorkedWith</th>\n",
       "      <th>PurchaseWhat</th>\n",
       "      <th>Sexuality</th>\n",
       "      <th>SOAccount</th>\n",
       "      <th>SOComm</th>\n",
       "      <th>SOPartFreq</th>\n",
       "      <th>SOVisitFreq</th>\n",
       "      <th>SurveyEase</th>\n",
       "      <th>SurveyLength</th>\n",
       "      <th>Trans</th>\n",
       "      <th>UndergradMajor</th>\n",
       "      <th>WebframeDesireNextYear</th>\n",
       "      <th>WebframeWorkedWith</th>\n",
       "      <th>WelcomeChange</th>\n",
       "      <th>WorkWeekHrs</th>\n",
       "      <th>YearsCode</th>\n",
       "      <th>YearsCodePro</th>\n",
       "      <th>DevTypeCount</th>\n",
       "      <th>und_major</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>Monthly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Germany</td>\n",
       "      <td>European Euro</td>\n",
       "      <td>EUR</td>\n",
       "      <td>Microsoft SQL Server</td>\n",
       "      <td>Elasticsearch;Microsoft SQL Server;Oracle</td>\n",
       "      <td>Developer, desktop or enterprise applications;...</td>\n",
       "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
       "      <td>Independent contractor, freelancer, or self-em...</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Man</td>\n",
       "      <td>Languages, frameworks, and other technologies ...</td>\n",
       "      <td>Slightly satisfied</td>\n",
       "      <td>I am not interested in new job opportunities</td>\n",
       "      <td>C#;HTML/CSS;JavaScript</td>\n",
       "      <td>C#;HTML/CSS;JavaScript</td>\n",
       "      <td>.NET Core;Xamarin</td>\n",
       "      <td>.NET;.NET Core</td>\n",
       "      <td>Microsoft Teams;Microsoft Azure;Trello</td>\n",
       "      <td>Confluence;Jira;Slack;Microsoft Azure;Trello</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Fairly important</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Often: 1-2 days per week or more</td>\n",
       "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
       "      <td>Amused</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
       "      <td>Visit Stack Overflow;Go for a walk or other ph...</td>\n",
       "      <td>Windows</td>\n",
       "      <td>2 to 9 employees</td>\n",
       "      <td>Android;iOS;Kubernetes;Microsoft Azure;Windows</td>\n",
       "      <td>Windows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>No</td>\n",
       "      <td>No, not at all</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>ASP.NET Core</td>\n",
       "      <td>ASP.NET;ASP.NET Core</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>50.0</td>\n",
       "      <td>36</td>\n",
       "      <td>27</td>\n",
       "      <td>300.0</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Pound sterling</td>\n",
       "      <td>GBP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Developer, full-stack;Developer, mobile</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Very dissatisfied</td>\n",
       "      <td>I am not interested in new job opportunities</td>\n",
       "      <td>Python;Swift</td>\n",
       "      <td>JavaScript;Swift</td>\n",
       "      <td>React Native;TensorFlow;Unity 3D</td>\n",
       "      <td>React Native</td>\n",
       "      <td>Github;Slack</td>\n",
       "      <td>Confluence;Jira;Github;Gitlab;Slack</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fairly important</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Amused</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
       "      <td>Visit Stack Overflow;Go for a walk or other ph...</td>\n",
       "      <td>MacOS</td>\n",
       "      <td>1,000 to 4,999 employees</td>\n",
       "      <td>iOS;Kubernetes;Linux;MacOS</td>\n",
       "      <td>iOS</td>\n",
       "      <td>I have little or no influence</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat more welcome now than last year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>363.0</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>I code primarily as a hobby</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Russian Federation</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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Objective-C;Python;Swift</td>\n",
       "      <td>Objective-C;Python;Swift</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>Once a decade</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, somewhat</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Daily or almost daily</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat more welcome now than last year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Albania</td>\n",
       "      <td>Albanian lek</td>\n",
       "      <td>ALL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Man</td>\n",
       "      <td>Flex time or a flexible schedule;Office enviro...</td>\n",
       "      <td>Slightly dissatisfied</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</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>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Not at all important/not necessary</td>\n",
       "      <td>Curious about other opportunities;Wanting to w...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Occasionally: 1-2 days per quarter but less th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>20 to 99 employees</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I have a great deal of influence</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat less welcome now than last year</td>\n",
       "      <td>40.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>I used to be a developer by profession, but no...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MySQL;PostgreSQL</td>\n",
       "      <td>MySQL;PostgreSQL;Redis;SQLite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Man</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Java;Ruby;Scala</td>\n",
       "      <td>HTML/CSS;Ruby;SQL</td>\n",
       "      <td>Ansible;Chef</td>\n",
       "      <td>Ansible</td>\n",
       "      <td>Github;Google Suite (Docs, Meet, etc)</td>\n",
       "      <td>Confluence;Jira;Github;Slack;Google Suite (Doc...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Very important</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
       "      <td>Hello, old friend</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
       "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
       "      <td>Windows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Docker;Google Cloud Platform;Heroku;Linux;Windows</td>\n",
       "      <td>AWS;Docker;Linux;MacOS;Windows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, somewhat</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Too short</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>Django;Ruby on Rails</td>\n",
       "      <td>Ruby on Rails</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Respondent                                         MainBranch Hobbyist  \\\n",
       "0           1                     I am a developer by profession      Yes   \n",
       "1           2                     I am a developer by profession       No   \n",
       "2           3                        I code primarily as a hobby      Yes   \n",
       "3           4                     I am a developer by profession      Yes   \n",
       "4           5  I used to be a developer by profession, but no...      Yes   \n",
       "\n",
       "    Age Age1stCode CompFreq  CompTotal  ConvertedComp             Country  \\\n",
       "0   NaN         13  Monthly        NaN            NaN             Germany   \n",
       "1   NaN         19      NaN        NaN            NaN      United Kingdom   \n",
       "2   NaN         15      NaN        NaN            NaN  Russian Federation   \n",
       "3  25.0         18      NaN        NaN            NaN             Albania   \n",
       "4  31.0         16      NaN        NaN            NaN       United States   \n",
       "\n",
       "     CurrencyDesc CurrencySymbol DatabaseDesireNextYear  \\\n",
       "0   European Euro            EUR   Microsoft SQL Server   \n",
       "1  Pound sterling            GBP                    NaN   \n",
       "2             NaN            NaN                    NaN   \n",
       "3    Albanian lek            ALL                    NaN   \n",
       "4             NaN            NaN       MySQL;PostgreSQL   \n",
       "\n",
       "                          DatabaseWorkedWith  \\\n",
       "0  Elasticsearch;Microsoft SQL Server;Oracle   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        NaN   \n",
       "4              MySQL;PostgreSQL;Redis;SQLite   \n",
       "\n",
       "                                             DevType  \\\n",
       "0  Developer, desktop or enterprise applications;...   \n",
       "1            Developer, full-stack;Developer, mobile   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4                                                NaN   \n",
       "\n",
       "                                           EdLevel  \\\n",
       "0  Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
       "1     Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "2                                              NaN   \n",
       "3  Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
       "4     Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "\n",
       "                                          Employment  \\\n",
       "0  Independent contractor, freelancer, or self-em...   \n",
       "1                                 Employed full-time   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4                                 Employed full-time   \n",
       "\n",
       "                      Ethnicity Gender  \\\n",
       "0  White or of European descent    Man   \n",
       "1                           NaN    NaN   \n",
       "2                           NaN    NaN   \n",
       "3  White or of European descent    Man   \n",
       "4  White or of European descent    Man   \n",
       "\n",
       "                                          JobFactors                 JobSat  \\\n",
       "0  Languages, frameworks, and other technologies ...     Slightly satisfied   \n",
       "1                                                NaN      Very dissatisfied   \n",
       "2                                                NaN                    NaN   \n",
       "3  Flex time or a flexible schedule;Office enviro...  Slightly dissatisfied   \n",
       "4                                                NaN                    NaN   \n",
       "\n",
       "                                             JobSeek  \\\n",
       "0       I am not interested in new job opportunities   \n",
       "1       I am not interested in new job opportunities   \n",
       "2                                                NaN   \n",
       "3  I’m not actively looking, but I am open to new...   \n",
       "4                                                NaN   \n",
       "\n",
       "     LanguageDesireNextYear        LanguageWorkedWith  \\\n",
       "0    C#;HTML/CSS;JavaScript    C#;HTML/CSS;JavaScript   \n",
       "1              Python;Swift          JavaScript;Swift   \n",
       "2  Objective-C;Python;Swift  Objective-C;Python;Swift   \n",
       "3                       NaN                       NaN   \n",
       "4           Java;Ruby;Scala         HTML/CSS;Ruby;SQL   \n",
       "\n",
       "             MiscTechDesireNextYear MiscTechWorkedWith  \\\n",
       "0                 .NET Core;Xamarin     .NET;.NET Core   \n",
       "1  React Native;TensorFlow;Unity 3D       React Native   \n",
       "2                               NaN                NaN   \n",
       "3                               NaN                NaN   \n",
       "4                      Ansible;Chef            Ansible   \n",
       "\n",
       "             NEWCollabToolsDesireNextYear  \\\n",
       "0  Microsoft Teams;Microsoft Azure;Trello   \n",
       "1                            Github;Slack   \n",
       "2                                     NaN   \n",
       "3                                     NaN   \n",
       "4   Github;Google Suite (Docs, Meet, etc)   \n",
       "\n",
       "                            NEWCollabToolsWorkedWith NEWDevOps  \\\n",
       "0       Confluence;Jira;Slack;Microsoft Azure;Trello        No   \n",
       "1                Confluence;Jira;Github;Gitlab;Slack       NaN   \n",
       "2                                                NaN       NaN   \n",
       "3                                                NaN        No   \n",
       "4  Confluence;Jira;Github;Slack;Google Suite (Doc...       NaN   \n",
       "\n",
       "        NEWDevOpsImpt                           NEWEdImpt  \\\n",
       "0  Somewhat important                    Fairly important   \n",
       "1                 NaN                    Fairly important   \n",
       "2                 NaN                                 NaN   \n",
       "3                 NaN  Not at all important/not necessary   \n",
       "4                 NaN                      Very important   \n",
       "\n",
       "                                          NEWJobHunt NEWJobHuntResearch  \\\n",
       "0                                                NaN                NaN   \n",
       "1                                                NaN                NaN   \n",
       "2                                                NaN                NaN   \n",
       "3  Curious about other opportunities;Wanting to w...                NaN   \n",
       "4                                                NaN                NaN   \n",
       "\n",
       "        NEWLearn NEWOffTopic NEWOnboardGood NEWOtherComms  \\\n",
       "0    Once a year    Not sure            NaN            No   \n",
       "1    Once a year    Not sure            NaN            No   \n",
       "2  Once a decade         NaN            NaN            No   \n",
       "3    Once a year    Not sure            Yes           Yes   \n",
       "4    Once a year          No            NaN           Yes   \n",
       "\n",
       "                                         NEWOvertime  \\\n",
       "0                   Often: 1-2 days per week or more   \n",
       "1                                                NaN   \n",
       "2                                                NaN   \n",
       "3  Occasionally: 1-2 days per quarter but less th...   \n",
       "4                                                NaN   \n",
       "\n",
       "                                 NEWPurchaseResearch      NEWPurpleLink  \\\n",
       "0  Start a free trial;Ask developers I know/work ...             Amused   \n",
       "1                                                NaN             Amused   \n",
       "2                                                NaN                NaN   \n",
       "3                                                NaN                NaN   \n",
       "4  Start a free trial;Ask developers I know/work ...  Hello, old friend   \n",
       "\n",
       "                                          NEWSOSites  \\\n",
       "0   Stack Overflow (public Q&A for anyone who codes)   \n",
       "1  Stack Overflow (public Q&A for anyone who code...   \n",
       "2   Stack Overflow (public Q&A for anyone who codes)   \n",
       "3  Stack Overflow (public Q&A for anyone who code...   \n",
       "4  Stack Overflow (public Q&A for anyone who code...   \n",
       "\n",
       "                                            NEWStuck        OpSys  \\\n",
       "0  Visit Stack Overflow;Go for a walk or other ph...      Windows   \n",
       "1  Visit Stack Overflow;Go for a walk or other ph...        MacOS   \n",
       "2                                                NaN  Linux-based   \n",
       "3                                                NaN  Linux-based   \n",
       "4  Call a coworker or friend;Visit Stack Overflow...      Windows   \n",
       "\n",
       "                    OrgSize  \\\n",
       "0          2 to 9 employees   \n",
       "1  1,000 to 4,999 employees   \n",
       "2                       NaN   \n",
       "3        20 to 99 employees   \n",
       "4                       NaN   \n",
       "\n",
       "                              PlatformDesireNextYear  \\\n",
       "0     Android;iOS;Kubernetes;Microsoft Azure;Windows   \n",
       "1                         iOS;Kubernetes;Linux;MacOS   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4  Docker;Google Cloud Platform;Heroku;Linux;Windows   \n",
       "\n",
       "               PlatformWorkedWith                      PurchaseWhat  \\\n",
       "0                         Windows                               NaN   \n",
       "1                             iOS     I have little or no influence   \n",
       "2                             NaN                               NaN   \n",
       "3                             NaN  I have a great deal of influence   \n",
       "4  AWS;Docker;Linux;MacOS;Windows                               NaN   \n",
       "\n",
       "                 Sexuality SOAccount           SOComm  \\\n",
       "0  Straight / Heterosexual        No   No, not at all   \n",
       "1                      NaN       Yes  Yes, definitely   \n",
       "2                      NaN       Yes    Yes, somewhat   \n",
       "3  Straight / Heterosexual       Yes  Yes, definitely   \n",
       "4  Straight / Heterosexual       Yes    Yes, somewhat   \n",
       "\n",
       "                            SOPartFreq                      SOVisitFreq  \\\n",
       "0                                  NaN           Multiple times per day   \n",
       "1  Less than once per month or monthly           Multiple times per day   \n",
       "2      A few times per month or weekly            Daily or almost daily   \n",
       "3      A few times per month or weekly           Multiple times per day   \n",
       "4  Less than once per month or monthly  A few times per month or weekly   \n",
       "\n",
       "                   SurveyEase           SurveyLength Trans  \\\n",
       "0  Neither easy nor difficult  Appropriate in length    No   \n",
       "1                         NaN                    NaN   NaN   \n",
       "2  Neither easy nor difficult  Appropriate in length   NaN   \n",
       "3                         NaN                    NaN    No   \n",
       "4                        Easy              Too short    No   \n",
       "\n",
       "                                      UndergradMajor WebframeDesireNextYear  \\\n",
       "0  Computer science, computer engineering, or sof...           ASP.NET Core   \n",
       "1  Computer science, computer engineering, or sof...                    NaN   \n",
       "2                                                NaN                    NaN   \n",
       "3  Computer science, computer engineering, or sof...                    NaN   \n",
       "4  Computer science, computer engineering, or sof...   Django;Ruby on Rails   \n",
       "\n",
       "     WebframeWorkedWith                             WelcomeChange  \\\n",
       "0  ASP.NET;ASP.NET Core   Just as welcome now as I felt last year   \n",
       "1                   NaN  Somewhat more welcome now than last year   \n",
       "2                   NaN  Somewhat more welcome now than last year   \n",
       "3                   NaN  Somewhat less welcome now than last year   \n",
       "4         Ruby on Rails   Just as welcome now as I felt last year   \n",
       "\n",
       "   WorkWeekHrs YearsCode YearsCodePro  DevTypeCount und_major  \n",
       "0         50.0        36           27         300.0       CSE  \n",
       "1          NaN         7            4         363.0       CSE  \n",
       "2          NaN         4          NaN           NaN       NaN  \n",
       "3         40.0         7            4           NaN       CSE  \n",
       "4          NaN        15            8           NaN       CSE  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey['und_major'] = survey.UndergradMajor.replace(UndergradMajorMap)\n",
    "survey.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>DevType</th>\n",
       "      <th>und_major</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Developer, desktop or enterprise applications;...</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Developer, full-stack;Developer, mobile</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Developer, back-end;Developer, front-end;Devel...</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Developer, back-end;Developer, desktop or ente...</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Developer, full-stack</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             DevType und_major\n",
       "0  Developer, desktop or enterprise applications;...       CSE\n",
       "1            Developer, full-stack;Developer, mobile       CSE\n",
       "2  Developer, back-end;Developer, front-end;Devel...       CSE\n",
       "3  Developer, back-end;Developer, desktop or ente...       CSE\n",
       "4                              Developer, full-stack       CSE"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# missing values were dropped because I need information from both columns for visualisation\n",
    "dev_major = survey[['DevType', 'und_major']].dropna().reset_index(drop = True)\n",
    "dev_major.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "23\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['Developer, mobile',\n",
       " 'Developer, game or graphics',\n",
       " 'Educator',\n",
       " 'Academic researcher',\n",
       " 'Product manager',\n",
       " 'DevOps specialist',\n",
       " 'Scientist',\n",
       " 'Developer, QA or test',\n",
       " 'Data scientist or machine learning specialist',\n",
       " 'Developer, front-end',\n",
       " 'System administrator',\n",
       " 'Developer, back-end',\n",
       " 'Developer, embedded applications or devices',\n",
       " 'Engineer, site reliability',\n",
       " 'Developer, full-stack',\n",
       " 'Marketing or sales professional',\n",
       " 'Senior executive/VP',\n",
       " 'Database administrator',\n",
       " 'Engineer, data',\n",
       " 'Data or business analyst',\n",
       " 'Engineering manager',\n",
       " 'Developer, desktop or enterprise applications',\n",
       " 'Designer']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique_devs = get_unique(survey.DevType, ';')\n",
    "print(len(unique_devs))\n",
    "unique_devs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "      <th>20</th>\n",
       "      <th>21</th>\n",
       "      <th>22</th>\n",
       "      <th>YearsCodePro</th>\n",
       "      <th>und_major</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Developer, desktop or enterprise applications</td>\n",
       "      <td>Developer, full-stack</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",
       "      <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",
       "      <td>NaN</td>\n",
       "      <td>27</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Developer, full-stack</td>\n",
       "      <td>Developer, mobile</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",
       "      <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",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</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",
       "      <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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</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",
       "      <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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</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",
       "      <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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               0                      1    2  \\\n",
       "0  Developer, desktop or enterprise applications  Developer, full-stack  NaN   \n",
       "1                          Developer, full-stack      Developer, mobile  NaN   \n",
       "2                                            NaN                    NaN  NaN   \n",
       "3                                            NaN                    NaN  NaN   \n",
       "4                                            NaN                    NaN  NaN   \n",
       "\n",
       "     3    4    5    6    7    8    9   10   11   12   13   14   15   16   17  \\\n",
       "0  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "1  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "2  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "3  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "4  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "    18   19   20   21   22 YearsCodePro und_major  \n",
       "0  NaN  NaN  NaN  NaN  NaN           27       CSE  \n",
       "1  NaN  NaN  NaN  NaN  NaN            4       CSE  \n",
       "2  NaN  NaN  NaN  NaN  NaN          NaN       NaN  \n",
       "3  NaN  NaN  NaN  NaN  NaN            4       CSE  \n",
       "4  NaN  NaN  NaN  NaN  NaN            8       CSE  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_dev = split_and_join(survey, 'DevType', ';')\n",
    "# select all DevType, YearsCodePro and und_major for further analysis\n",
    "\n",
    "# split function returned None for dev positions that are not found in a row. they were replaced with nan for easy \n",
    "# missing values removal in subsequent steps\n",
    "survey_devMajor1 = survey_dev.iloc[:,np.r_[0:23,82,84]].fillna(value=np.nan)\n",
    "survey_devMajor1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>und_major</th>\n",
       "      <th>YearsCodePro</th>\n",
       "      <th>variable</th>\n",
       "      <th>DevType</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>CSE</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>Developer, desktop or enterprise applications</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>CSE</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Developer, full-stack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>CSE</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Developer, back-end</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>CSE</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>Developer, back-end</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>CSE</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Developer, full-stack</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  und_major YearsCodePro variable  \\\n",
       "0       CSE           27        0   \n",
       "1       CSE            4        0   \n",
       "2       CSE            4        0   \n",
       "3       CSE           13        0   \n",
       "4       CSE            4        0   \n",
       "\n",
       "                                         DevType  \n",
       "0  Developer, desktop or enterprise applications  \n",
       "1                          Developer, full-stack  \n",
       "2                            Developer, back-end  \n",
       "3                            Developer, back-end  \n",
       "4                          Developer, full-stack  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_devMajor = survey_devMajor1.melt(id_vars = ['und_major','YearsCodePro'], value_name = 'DevType')\n",
    "\n",
    "# from the nature of the dataframe, a lot of missing values were introduced in the rows upon melting and they were \n",
    "# dropped because they would add no information to further analysis\n",
    "survey_devMajor.dropna(axis = 0, how = 'any', subset = ['und_major', 'DevType'], inplace=True)\n",
    "survey_devMajor = survey_devMajor.reset_index(drop = True)\n",
    "survey_devMajor.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>DevType</th>\n",
       "      <th>und_major</th>\n",
       "      <th>major_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>265</td>\n",
       "      <td>System administrator</td>\n",
       "      <td>CSE</td>\n",
       "      <td>2678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>269</td>\n",
       "      <td>System administrator</td>\n",
       "      <td>IS,IT or sys adm</td>\n",
       "      <td>554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>273</td>\n",
       "      <td>System administrator</td>\n",
       "      <td>Other Eng</td>\n",
       "      <td>389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>271</td>\n",
       "      <td>System administrator</td>\n",
       "      <td>Nat Sci</td>\n",
       "      <td>191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>270</td>\n",
       "      <td>System administrator</td>\n",
       "      <td>Math or Stat</td>\n",
       "      <td>138</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  DevType         und_major  major_count\n",
       "265  System administrator               CSE         2678\n",
       "269  System administrator  IS,IT or sys adm          554\n",
       "273  System administrator         Other Eng          389\n",
       "271  System administrator           Nat Sci          191\n",
       "270  System administrator      Math or Stat          138"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey_devMajor_grp = survey_devMajor.groupby(['DevType','und_major']).agg({'und_major':'count'})\n",
    "survey_devMajor_grp.columns = ['major_count']\n",
    "survey_devMajor_grp.reset_index(level=[0,1], inplace = True)\n",
    "# the values were sorted for easy visualization of the progression of dominant courses\n",
    "survey_devMajor_grp.sort_values(by = ['DevType', 'major_count'], ascending = False, inplace = True)\n",
    "survey_devMajor_grp.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\mikeo\\Anaconda3\\lib\\site-packages\\seaborn\\axisgrid.py:715: UserWarning: Using the barplot function without specifying `order` is likely to produce an incorrect plot.\n",
      "  warnings.warn(warning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1555.2x2304 with 23 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = survey_devMajor_grp.copy()\n",
    "data.columns = ['DevType', 'Undergrad Major', 'Count']\n",
    "g = sns.FacetGrid(data,\n",
    "                 col = 'DevType',\n",
    "                 sharex = False,\n",
    "                  sharey = False,\n",
    "                  col_wrap = 3,\n",
    "                 height = 4,\n",
    "                 aspect =1.8 )\n",
    "\n",
    "g = g.map(sns.barplot, 'Count','Undergrad Major');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Computer science is the dominant major in all of the 23 development types listed. The dominance of computer science is attributed to the fact that the respondents are developers and it is likely that most of them will have a computer science background. Another possible reason is the fact that respondents listed more than one development role, and their responses were recorded in alphabetical order which leaves no information about main and subsidiary roles. while computer science majors might be involved in all of the development positions listed, some roles are merely secondary positions. While CS majors dominate the roles, the relative dominance of other majors are seen in some domain specific roles like system administrator where Information System, Information Technology or System Admin is the second most dominant undergrad degree. And scientist, where natural science is the second most dominant degree followed by other engineering and Math or Stat. The same is true for Marketing or sales professional where Business degree is the second most dominating degree. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Ethnicity and Gender Distribution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyze"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Which of the following describe you, if any? Please check all that apply. If you prefer not to answer, you may leave this question blank.'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_schema('Ethnicity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "unique_ethnic = get_unique(survey.Ethnicity,';')\n",
    "ethnic_counts = survey.Ethnicity.value_counts().reset_index()\n",
    "ethnic_counts.rename(columns = {'index' :'group',\n",
    "                    'Ethnicity' : 'count'}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def count_unique(df,col1,col2,unique_col1):\n",
    "    \"\"\"\n",
    "    (df,col1,col2,unique_col1) -> df_of_counts\n",
    "\n",
    "    fxn takes df containing col1 and col2, and unique values of col1 <which is unique_col1>\n",
    "    and returns df_of_counts which is a df of the frequency of each item of unique_col1 in the\n",
    "    original df\n",
    "\n",
    "    \"\"\"\n",
    "    counter = {}\n",
    "    for item in unique_col1:\n",
    "        counter[item] = 0\n",
    "        for idx in range(len(df)):\n",
    "            if item in df[col1][idx]:\n",
    "                counter[item] += df[col2][idx]\n",
    "    counter_df = pd.DataFrame(pd.Series(counter)).reset_index()\n",
    "    counter_df.columns = [col1, col2]\n",
    "    return counter_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>Ethnicity</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>31380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>South Asian</td>\n",
       "      <td>4767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>Hispanic or Latino/a/x</td>\n",
       "      <td>3484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Middle Eastern</td>\n",
       "      <td>2272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>East Asian</td>\n",
       "      <td>2122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>Black or of African descent</td>\n",
       "      <td>2062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Southeast Asian</td>\n",
       "      <td>2049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>Multiracial</td>\n",
       "      <td>796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>Biracial</td>\n",
       "      <td>572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>Indigenous (such as Native American, Pacific I...</td>\n",
       "      <td>383</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Ethnicity  count\n",
       "2                       White or of European descent  31380\n",
       "4                                        South Asian   4767\n",
       "5                             Hispanic or Latino/a/x   3484\n",
       "1                                     Middle Eastern   2272\n",
       "3                                         East Asian   2122\n",
       "6                        Black or of African descent   2062\n",
       "0                                    Southeast Asian   2049\n",
       "8                                        Multiracial    796\n",
       "9                                           Biracial    572\n",
       "7  Indigenous (such as Native American, Pacific I...    383"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ethnic_groups = count_unique(ethnic_counts, 'group','count', unique_ethnic).sort_values('count', ascending=False)\n",
    "ethnic_groups.columns = ['Ethnicity', 'count']\n",
    "ethnic_groups"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data = ethnic_groups, y = 'Ethnicity', x = 'count');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "ethnic_groups['percentage'] = ethnic_groups['count'] * 100/sum(ethnic_groups['count'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Indegenous renamed for easy visualization\n",
    "ethnic_groups.replace({\"Ethnicity\":{'Indigenous (such as Native American, Pacific Islander, or Indigenous Australian)':\n",
    "                                   'Indigenous'}}, inplace = True)\n",
    "sns.barplot(data = ethnic_groups, y = 'Ethnicity', x = 'percentage');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dominant Ethnicity among the respondents is White or of European descent with a proportion of 62% followed by South Asian and Hispanic or Latino representing 10% and 7% respectively."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. How often do developers seek help online?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyze"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>Respondent</th>\n",
       "      <th>MainBranch</th>\n",
       "      <th>Hobbyist</th>\n",
       "      <th>Age</th>\n",
       "      <th>Age1stCode</th>\n",
       "      <th>CompFreq</th>\n",
       "      <th>CompTotal</th>\n",
       "      <th>ConvertedComp</th>\n",
       "      <th>Country</th>\n",
       "      <th>CurrencyDesc</th>\n",
       "      <th>CurrencySymbol</th>\n",
       "      <th>DatabaseDesireNextYear</th>\n",
       "      <th>DatabaseWorkedWith</th>\n",
       "      <th>DevType</th>\n",
       "      <th>EdLevel</th>\n",
       "      <th>Employment</th>\n",
       "      <th>Ethnicity</th>\n",
       "      <th>Gender</th>\n",
       "      <th>JobFactors</th>\n",
       "      <th>JobSat</th>\n",
       "      <th>JobSeek</th>\n",
       "      <th>LanguageDesireNextYear</th>\n",
       "      <th>LanguageWorkedWith</th>\n",
       "      <th>MiscTechDesireNextYear</th>\n",
       "      <th>MiscTechWorkedWith</th>\n",
       "      <th>NEWCollabToolsDesireNextYear</th>\n",
       "      <th>NEWCollabToolsWorkedWith</th>\n",
       "      <th>NEWDevOps</th>\n",
       "      <th>NEWDevOpsImpt</th>\n",
       "      <th>NEWEdImpt</th>\n",
       "      <th>NEWJobHunt</th>\n",
       "      <th>NEWJobHuntResearch</th>\n",
       "      <th>NEWLearn</th>\n",
       "      <th>NEWOffTopic</th>\n",
       "      <th>NEWOnboardGood</th>\n",
       "      <th>NEWOtherComms</th>\n",
       "      <th>NEWOvertime</th>\n",
       "      <th>NEWPurchaseResearch</th>\n",
       "      <th>NEWPurpleLink</th>\n",
       "      <th>NEWSOSites</th>\n",
       "      <th>NEWStuck</th>\n",
       "      <th>OpSys</th>\n",
       "      <th>OrgSize</th>\n",
       "      <th>PlatformDesireNextYear</th>\n",
       "      <th>PlatformWorkedWith</th>\n",
       "      <th>PurchaseWhat</th>\n",
       "      <th>Sexuality</th>\n",
       "      <th>SOAccount</th>\n",
       "      <th>SOComm</th>\n",
       "      <th>SOPartFreq</th>\n",
       "      <th>SOVisitFreq</th>\n",
       "      <th>SurveyEase</th>\n",
       "      <th>SurveyLength</th>\n",
       "      <th>Trans</th>\n",
       "      <th>UndergradMajor</th>\n",
       "      <th>WebframeDesireNextYear</th>\n",
       "      <th>WebframeWorkedWith</th>\n",
       "      <th>WelcomeChange</th>\n",
       "      <th>WorkWeekHrs</th>\n",
       "      <th>YearsCode</th>\n",
       "      <th>YearsCodePro</th>\n",
       "      <th>DevTypeCount</th>\n",
       "      <th>und_major</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>Monthly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Germany</td>\n",
       "      <td>European Euro</td>\n",
       "      <td>EUR</td>\n",
       "      <td>Microsoft SQL Server</td>\n",
       "      <td>Elasticsearch;Microsoft SQL Server;Oracle</td>\n",
       "      <td>Developer, desktop or enterprise applications;...</td>\n",
       "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
       "      <td>Independent contractor, freelancer, or self-em...</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Man</td>\n",
       "      <td>Languages, frameworks, and other technologies ...</td>\n",
       "      <td>Slightly satisfied</td>\n",
       "      <td>I am not interested in new job opportunities</td>\n",
       "      <td>C#;HTML/CSS;JavaScript</td>\n",
       "      <td>C#;HTML/CSS;JavaScript</td>\n",
       "      <td>.NET Core;Xamarin</td>\n",
       "      <td>.NET;.NET Core</td>\n",
       "      <td>Microsoft Teams;Microsoft Azure;Trello</td>\n",
       "      <td>Confluence;Jira;Slack;Microsoft Azure;Trello</td>\n",
       "      <td>No</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Fairly important</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Often: 1-2 days per week or more</td>\n",
       "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
       "      <td>Amused</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
       "      <td>Visit Stack Overflow;Go for a walk or other ph...</td>\n",
       "      <td>Windows</td>\n",
       "      <td>2 to 9 employees</td>\n",
       "      <td>Android;iOS;Kubernetes;Microsoft Azure;Windows</td>\n",
       "      <td>Windows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>No</td>\n",
       "      <td>No, not at all</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>ASP.NET Core</td>\n",
       "      <td>ASP.NET;ASP.NET Core</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>50.0</td>\n",
       "      <td>36</td>\n",
       "      <td>27</td>\n",
       "      <td>300.0</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Pound sterling</td>\n",
       "      <td>GBP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Developer, full-stack;Developer, mobile</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Very dissatisfied</td>\n",
       "      <td>I am not interested in new job opportunities</td>\n",
       "      <td>Python;Swift</td>\n",
       "      <td>JavaScript;Swift</td>\n",
       "      <td>React Native;TensorFlow;Unity 3D</td>\n",
       "      <td>React Native</td>\n",
       "      <td>Github;Slack</td>\n",
       "      <td>Confluence;Jira;Github;Gitlab;Slack</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fairly important</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Amused</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
       "      <td>Visit Stack Overflow;Go for a walk or other ph...</td>\n",
       "      <td>MacOS</td>\n",
       "      <td>1,000 to 4,999 employees</td>\n",
       "      <td>iOS;Kubernetes;Linux;MacOS</td>\n",
       "      <td>iOS</td>\n",
       "      <td>I have little or no influence</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat more welcome now than last year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>363.0</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>I code primarily as a hobby</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Russian Federation</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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Objective-C;Python;Swift</td>\n",
       "      <td>Objective-C;Python;Swift</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>Once a decade</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who codes)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, somewhat</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Daily or almost daily</td>\n",
       "      <td>Neither easy nor difficult</td>\n",
       "      <td>Appropriate in length</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat more welcome now than last year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>I am a developer by profession</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25.0</td>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Albania</td>\n",
       "      <td>Albanian lek</td>\n",
       "      <td>ALL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Man</td>\n",
       "      <td>Flex time or a flexible schedule;Office enviro...</td>\n",
       "      <td>Slightly dissatisfied</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</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>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Not at all important/not necessary</td>\n",
       "      <td>Curious about other opportunities;Wanting to w...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>Not sure</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Occasionally: 1-2 days per quarter but less th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>20 to 99 employees</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I have a great deal of influence</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, definitely</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat less welcome now than last year</td>\n",
       "      <td>40.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>I used to be a developer by profession, but no...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>31.0</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MySQL;PostgreSQL</td>\n",
       "      <td>MySQL;PostgreSQL;Redis;SQLite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bachelor’s degree (B.A., B.S., B.Eng., etc.)</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Man</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Java;Ruby;Scala</td>\n",
       "      <td>HTML/CSS;Ruby;SQL</td>\n",
       "      <td>Ansible;Chef</td>\n",
       "      <td>Ansible</td>\n",
       "      <td>Github;Google Suite (Docs, Meet, etc)</td>\n",
       "      <td>Confluence;Jira;Github;Slack;Google Suite (Doc...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Very important</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Once a year</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Start a free trial;Ask developers I know/work ...</td>\n",
       "      <td>Hello, old friend</td>\n",
       "      <td>Stack Overflow (public Q&amp;A for anyone who code...</td>\n",
       "      <td>Call a coworker or friend;Visit Stack Overflow...</td>\n",
       "      <td>Windows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Docker;Google Cloud Platform;Heroku;Linux;Windows</td>\n",
       "      <td>AWS;Docker;Linux;MacOS;Windows</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Straight / Heterosexual</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes, somewhat</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Easy</td>\n",
       "      <td>Too short</td>\n",
       "      <td>No</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>Django;Ruby on Rails</td>\n",
       "      <td>Ruby on Rails</td>\n",
       "      <td>Just as welcome now as I felt last year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CSE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Respondent                                         MainBranch Hobbyist  \\\n",
       "0           1                     I am a developer by profession      Yes   \n",
       "1           2                     I am a developer by profession       No   \n",
       "2           3                        I code primarily as a hobby      Yes   \n",
       "3           4                     I am a developer by profession      Yes   \n",
       "4           5  I used to be a developer by profession, but no...      Yes   \n",
       "\n",
       "    Age Age1stCode CompFreq  CompTotal  ConvertedComp             Country  \\\n",
       "0   NaN         13  Monthly        NaN            NaN             Germany   \n",
       "1   NaN         19      NaN        NaN            NaN      United Kingdom   \n",
       "2   NaN         15      NaN        NaN            NaN  Russian Federation   \n",
       "3  25.0         18      NaN        NaN            NaN             Albania   \n",
       "4  31.0         16      NaN        NaN            NaN       United States   \n",
       "\n",
       "     CurrencyDesc CurrencySymbol DatabaseDesireNextYear  \\\n",
       "0   European Euro            EUR   Microsoft SQL Server   \n",
       "1  Pound sterling            GBP                    NaN   \n",
       "2             NaN            NaN                    NaN   \n",
       "3    Albanian lek            ALL                    NaN   \n",
       "4             NaN            NaN       MySQL;PostgreSQL   \n",
       "\n",
       "                          DatabaseWorkedWith  \\\n",
       "0  Elasticsearch;Microsoft SQL Server;Oracle   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        NaN   \n",
       "4              MySQL;PostgreSQL;Redis;SQLite   \n",
       "\n",
       "                                             DevType  \\\n",
       "0  Developer, desktop or enterprise applications;...   \n",
       "1            Developer, full-stack;Developer, mobile   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4                                                NaN   \n",
       "\n",
       "                                           EdLevel  \\\n",
       "0  Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
       "1     Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "2                                              NaN   \n",
       "3  Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
       "4     Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
       "\n",
       "                                          Employment  \\\n",
       "0  Independent contractor, freelancer, or self-em...   \n",
       "1                                 Employed full-time   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4                                 Employed full-time   \n",
       "\n",
       "                      Ethnicity Gender  \\\n",
       "0  White or of European descent    Man   \n",
       "1                           NaN    NaN   \n",
       "2                           NaN    NaN   \n",
       "3  White or of European descent    Man   \n",
       "4  White or of European descent    Man   \n",
       "\n",
       "                                          JobFactors                 JobSat  \\\n",
       "0  Languages, frameworks, and other technologies ...     Slightly satisfied   \n",
       "1                                                NaN      Very dissatisfied   \n",
       "2                                                NaN                    NaN   \n",
       "3  Flex time or a flexible schedule;Office enviro...  Slightly dissatisfied   \n",
       "4                                                NaN                    NaN   \n",
       "\n",
       "                                             JobSeek  \\\n",
       "0       I am not interested in new job opportunities   \n",
       "1       I am not interested in new job opportunities   \n",
       "2                                                NaN   \n",
       "3  I’m not actively looking, but I am open to new...   \n",
       "4                                                NaN   \n",
       "\n",
       "     LanguageDesireNextYear        LanguageWorkedWith  \\\n",
       "0    C#;HTML/CSS;JavaScript    C#;HTML/CSS;JavaScript   \n",
       "1              Python;Swift          JavaScript;Swift   \n",
       "2  Objective-C;Python;Swift  Objective-C;Python;Swift   \n",
       "3                       NaN                       NaN   \n",
       "4           Java;Ruby;Scala         HTML/CSS;Ruby;SQL   \n",
       "\n",
       "             MiscTechDesireNextYear MiscTechWorkedWith  \\\n",
       "0                 .NET Core;Xamarin     .NET;.NET Core   \n",
       "1  React Native;TensorFlow;Unity 3D       React Native   \n",
       "2                               NaN                NaN   \n",
       "3                               NaN                NaN   \n",
       "4                      Ansible;Chef            Ansible   \n",
       "\n",
       "             NEWCollabToolsDesireNextYear  \\\n",
       "0  Microsoft Teams;Microsoft Azure;Trello   \n",
       "1                            Github;Slack   \n",
       "2                                     NaN   \n",
       "3                                     NaN   \n",
       "4   Github;Google Suite (Docs, Meet, etc)   \n",
       "\n",
       "                            NEWCollabToolsWorkedWith NEWDevOps  \\\n",
       "0       Confluence;Jira;Slack;Microsoft Azure;Trello        No   \n",
       "1                Confluence;Jira;Github;Gitlab;Slack       NaN   \n",
       "2                                                NaN       NaN   \n",
       "3                                                NaN        No   \n",
       "4  Confluence;Jira;Github;Slack;Google Suite (Doc...       NaN   \n",
       "\n",
       "        NEWDevOpsImpt                           NEWEdImpt  \\\n",
       "0  Somewhat important                    Fairly important   \n",
       "1                 NaN                    Fairly important   \n",
       "2                 NaN                                 NaN   \n",
       "3                 NaN  Not at all important/not necessary   \n",
       "4                 NaN                      Very important   \n",
       "\n",
       "                                          NEWJobHunt NEWJobHuntResearch  \\\n",
       "0                                                NaN                NaN   \n",
       "1                                                NaN                NaN   \n",
       "2                                                NaN                NaN   \n",
       "3  Curious about other opportunities;Wanting to w...                NaN   \n",
       "4                                                NaN                NaN   \n",
       "\n",
       "        NEWLearn NEWOffTopic NEWOnboardGood NEWOtherComms  \\\n",
       "0    Once a year    Not sure            NaN            No   \n",
       "1    Once a year    Not sure            NaN            No   \n",
       "2  Once a decade         NaN            NaN            No   \n",
       "3    Once a year    Not sure            Yes           Yes   \n",
       "4    Once a year          No            NaN           Yes   \n",
       "\n",
       "                                         NEWOvertime  \\\n",
       "0                   Often: 1-2 days per week or more   \n",
       "1                                                NaN   \n",
       "2                                                NaN   \n",
       "3  Occasionally: 1-2 days per quarter but less th...   \n",
       "4                                                NaN   \n",
       "\n",
       "                                 NEWPurchaseResearch      NEWPurpleLink  \\\n",
       "0  Start a free trial;Ask developers I know/work ...             Amused   \n",
       "1                                                NaN             Amused   \n",
       "2                                                NaN                NaN   \n",
       "3                                                NaN                NaN   \n",
       "4  Start a free trial;Ask developers I know/work ...  Hello, old friend   \n",
       "\n",
       "                                          NEWSOSites  \\\n",
       "0   Stack Overflow (public Q&A for anyone who codes)   \n",
       "1  Stack Overflow (public Q&A for anyone who code...   \n",
       "2   Stack Overflow (public Q&A for anyone who codes)   \n",
       "3  Stack Overflow (public Q&A for anyone who code...   \n",
       "4  Stack Overflow (public Q&A for anyone who code...   \n",
       "\n",
       "                                            NEWStuck        OpSys  \\\n",
       "0  Visit Stack Overflow;Go for a walk or other ph...      Windows   \n",
       "1  Visit Stack Overflow;Go for a walk or other ph...        MacOS   \n",
       "2                                                NaN  Linux-based   \n",
       "3                                                NaN  Linux-based   \n",
       "4  Call a coworker or friend;Visit Stack Overflow...      Windows   \n",
       "\n",
       "                    OrgSize  \\\n",
       "0          2 to 9 employees   \n",
       "1  1,000 to 4,999 employees   \n",
       "2                       NaN   \n",
       "3        20 to 99 employees   \n",
       "4                       NaN   \n",
       "\n",
       "                              PlatformDesireNextYear  \\\n",
       "0     Android;iOS;Kubernetes;Microsoft Azure;Windows   \n",
       "1                         iOS;Kubernetes;Linux;MacOS   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4  Docker;Google Cloud Platform;Heroku;Linux;Windows   \n",
       "\n",
       "               PlatformWorkedWith                      PurchaseWhat  \\\n",
       "0                         Windows                               NaN   \n",
       "1                             iOS     I have little or no influence   \n",
       "2                             NaN                               NaN   \n",
       "3                             NaN  I have a great deal of influence   \n",
       "4  AWS;Docker;Linux;MacOS;Windows                               NaN   \n",
       "\n",
       "                 Sexuality SOAccount           SOComm  \\\n",
       "0  Straight / Heterosexual        No   No, not at all   \n",
       "1                      NaN       Yes  Yes, definitely   \n",
       "2                      NaN       Yes    Yes, somewhat   \n",
       "3  Straight / Heterosexual       Yes  Yes, definitely   \n",
       "4  Straight / Heterosexual       Yes    Yes, somewhat   \n",
       "\n",
       "                            SOPartFreq                      SOVisitFreq  \\\n",
       "0                                  NaN           Multiple times per day   \n",
       "1  Less than once per month or monthly           Multiple times per day   \n",
       "2      A few times per month or weekly            Daily or almost daily   \n",
       "3      A few times per month or weekly           Multiple times per day   \n",
       "4  Less than once per month or monthly  A few times per month or weekly   \n",
       "\n",
       "                   SurveyEase           SurveyLength Trans  \\\n",
       "0  Neither easy nor difficult  Appropriate in length    No   \n",
       "1                         NaN                    NaN   NaN   \n",
       "2  Neither easy nor difficult  Appropriate in length   NaN   \n",
       "3                         NaN                    NaN    No   \n",
       "4                        Easy              Too short    No   \n",
       "\n",
       "                                      UndergradMajor WebframeDesireNextYear  \\\n",
       "0  Computer science, computer engineering, or sof...           ASP.NET Core   \n",
       "1  Computer science, computer engineering, or sof...                    NaN   \n",
       "2                                                NaN                    NaN   \n",
       "3  Computer science, computer engineering, or sof...                    NaN   \n",
       "4  Computer science, computer engineering, or sof...   Django;Ruby on Rails   \n",
       "\n",
       "     WebframeWorkedWith                             WelcomeChange  \\\n",
       "0  ASP.NET;ASP.NET Core   Just as welcome now as I felt last year   \n",
       "1                   NaN  Somewhat more welcome now than last year   \n",
       "2                   NaN  Somewhat more welcome now than last year   \n",
       "3                   NaN  Somewhat less welcome now than last year   \n",
       "4         Ruby on Rails   Just as welcome now as I felt last year   \n",
       "\n",
       "   WorkWeekHrs YearsCode YearsCodePro  DevTypeCount und_major  \n",
       "0         50.0        36           27         300.0       CSE  \n",
       "1          NaN         7            4         363.0       CSE  \n",
       "2          NaN         4          NaN           NaN       NaN  \n",
       "3         40.0         7            4           NaN       CSE  \n",
       "4          NaN        15            8           NaN       CSE  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survey.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'How frequently would you say you visit Stack Overflow?'"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_schema('SOVisitFreq')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>Stack Overflow visit</th>\n",
       "      <th>count</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Daily or almost daily</td>\n",
       "      <td>17372</td>\n",
       "      <td>30.493242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>16273</td>\n",
       "      <td>28.564157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>A few times per week</td>\n",
       "      <td>13493</td>\n",
       "      <td>23.684395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>7901</td>\n",
       "      <td>13.868703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Less than once per month or monthly</td>\n",
       "      <td>1739</td>\n",
       "      <td>3.052484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>I have never visited Stack Overflow (before to...</td>\n",
       "      <td>192</td>\n",
       "      <td>0.337019</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Stack Overflow visit  count  percentage\n",
       "0                              Daily or almost daily  17372   30.493242\n",
       "1                             Multiple times per day  16273   28.564157\n",
       "2                               A few times per week  13493   23.684395\n",
       "3                    A few times per month or weekly   7901   13.868703\n",
       "4                Less than once per month or monthly   1739    3.052484\n",
       "5  I have never visited Stack Overflow (before to...    192    0.337019"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stackOver = survey.SOVisitFreq.value_counts().reset_index()\n",
    "stackOver.columns = ['SO_visit', 'count']\n",
    "stackOver['percentage'] = stackOver['count'] * 100 / sum(stackOver['count'])\n",
    "stackOver.columns = ['Stack Overflow visit','count','percentage']\n",
    "stackOver"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data = stackOver, y = 'Stack Overflow visit', x = 'percentage');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "30% of respondents visit stackoverflow daily, while 29% of the respondents visit multiple times per day and 24% visit a few times per week. The frequency of visiting stackoverflow indicates how often developers look for help online or provide help online. 83% of the respondents visit stackoverflow at least a few times per week. This shows that professional developers also look for help and a young developer should not lose heart if he finds himself searching online for even the basic syntax."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation\n",
    "\n",
    "The dataset was able to provide information on the predominant undergraduate degrees of developers and the distribution of ethnicity of developers. It also answers the question of how frequently developers search for help online."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}