Project - Stack Overflow Developer Survey.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src='https://wizardsourcer.com/wp-content/uploads/2019/03/Stackoverflow.png'></img>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<center><h1> A Data Analysis using Stackoverflow’s 2017 and 2018 Annual Developer Survey.</h1></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Each stage of the CRISP-DM process. These stages are:\n",
    "\n",
    "1. Business Understanding\n",
    "2. Data Understanding\n",
    "3. Prepare Data\n",
    "4. Data Modeling\n",
    "5. Evaluate the Results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Business Understanding\n",
    "\n",
    "In this notebook, I will be exploring the 2017 and 2018 Stack Overflow results in order to glean some information on professional developers and what to focus on to have the best career in India.\n",
    "\n",
    "There will be three questions I will seek to answer in order to get this information:\n",
    "\n",
    "1. What Programming Languages are most used to work and Which Programming Languages are most Required in Stackoverflow survey data of 2017 and 2018 ?\n",
    "2. How does Programming Languages used at work relates with Programming Languages, People Wants to Learn in India According to Stackoverflow survey data of 2017 and 2018?\n",
    "3. What are the most wanted Programming Languages in India According to Stackoverflow survey data of 2017 and 2018?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Understanding\n",
    "\n",
    "In order to gain some understanding of the data. I have to do these steps:\n",
    "* Handle categorical and missing data\n",
    "* Analyze, Model, and Visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import python libraries to handle datasets\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from collections import Counter\n",
    "\n",
    "#make plots\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "#ignore warnings\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# to display graphs in jupyter notebook\n",
    "%matplotlib inline\n",
    "\n",
    "# to visualise al the columns in the dataframe\n",
    "pd.pandas.set_option('display.max_columns', None)\n",
    "\n",
    "from jupyterthemes import jtplot\n",
    "jtplot.style(theme='onedork')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Loading Stackoverflow survey data of 2017 and 2018\n",
    "# Ref link: https://insights.stackoverflow.com/survey\n",
    "df_2017 = pd.read_csv('2017/survey_results_public.csv')\n",
    "df_2018 = pd.read_csv('2018/survey_results_public.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Respondent</th>\n",
       "      <th>Professional</th>\n",
       "      <th>ProgramHobby</th>\n",
       "      <th>Country</th>\n",
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       "      <th>CompanyType</th>\n",
       "      <th>YearsProgram</th>\n",
       "      <th>YearsCodedJob</th>\n",
       "      <th>YearsCodedJobPast</th>\n",
       "      <th>DeveloperType</th>\n",
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       "      <th>NonDeveloperType</th>\n",
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       "      <th>JobSatisfaction</th>\n",
       "      <th>ExCoderReturn</th>\n",
       "      <th>ExCoderNotForMe</th>\n",
       "      <th>ExCoderBalance</th>\n",
       "      <th>ExCoder10Years</th>\n",
       "      <th>ExCoderBelonged</th>\n",
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       "      <th>ExCoderWillNotCode</th>\n",
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       "      <th>ProblemSolving</th>\n",
       "      <th>BuildingThings</th>\n",
       "      <th>LearningNewTech</th>\n",
       "      <th>BoringDetails</th>\n",
       "      <th>JobSecurity</th>\n",
       "      <th>DiversityImportant</th>\n",
       "      <th>AnnoyingUI</th>\n",
       "      <th>FriendsDevelopers</th>\n",
       "      <th>RightWrongWay</th>\n",
       "      <th>UnderstandComputers</th>\n",
       "      <th>SeriousWork</th>\n",
       "      <th>InvestTimeTools</th>\n",
       "      <th>WorkPayCare</th>\n",
       "      <th>KinshipDevelopers</th>\n",
       "      <th>ChallengeMyself</th>\n",
       "      <th>CompetePeers</th>\n",
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       "      <th>AssessJobIndustry</th>\n",
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       "      <th>AssessJobExp</th>\n",
       "      <th>AssessJobDept</th>\n",
       "      <th>AssessJobTech</th>\n",
       "      <th>AssessJobProjects</th>\n",
       "      <th>AssessJobCompensation</th>\n",
       "      <th>AssessJobOffice</th>\n",
       "      <th>AssessJobCommute</th>\n",
       "      <th>AssessJobRemote</th>\n",
       "      <th>AssessJobLeaders</th>\n",
       "      <th>AssessJobProfDevel</th>\n",
       "      <th>AssessJobDiversity</th>\n",
       "      <th>AssessJobProduct</th>\n",
       "      <th>AssessJobFinances</th>\n",
       "      <th>ImportantBenefits</th>\n",
       "      <th>ClickyKeys</th>\n",
       "      <th>JobProfile</th>\n",
       "      <th>ResumePrompted</th>\n",
       "      <th>LearnedHiring</th>\n",
       "      <th>ImportantHiringAlgorithms</th>\n",
       "      <th>ImportantHiringTechExp</th>\n",
       "      <th>ImportantHiringCommunication</th>\n",
       "      <th>ImportantHiringOpenSource</th>\n",
       "      <th>ImportantHiringPMExp</th>\n",
       "      <th>ImportantHiringCompanies</th>\n",
       "      <th>ImportantHiringTitles</th>\n",
       "      <th>ImportantHiringEducation</th>\n",
       "      <th>ImportantHiringRep</th>\n",
       "      <th>ImportantHiringGettingThingsDone</th>\n",
       "      <th>Currency</th>\n",
       "      <th>Overpaid</th>\n",
       "      <th>TabsSpaces</th>\n",
       "      <th>EducationImportant</th>\n",
       "      <th>EducationTypes</th>\n",
       "      <th>SelfTaughtTypes</th>\n",
       "      <th>TimeAfterBootcamp</th>\n",
       "      <th>CousinEducation</th>\n",
       "      <th>WorkStart</th>\n",
       "      <th>HaveWorkedLanguage</th>\n",
       "      <th>WantWorkLanguage</th>\n",
       "      <th>HaveWorkedFramework</th>\n",
       "      <th>WantWorkFramework</th>\n",
       "      <th>HaveWorkedDatabase</th>\n",
       "      <th>WantWorkDatabase</th>\n",
       "      <th>HaveWorkedPlatform</th>\n",
       "      <th>WantWorkPlatform</th>\n",
       "      <th>IDE</th>\n",
       "      <th>AuditoryEnvironment</th>\n",
       "      <th>Methodology</th>\n",
       "      <th>VersionControl</th>\n",
       "      <th>CheckInCode</th>\n",
       "      <th>ShipIt</th>\n",
       "      <th>OtherPeoplesCode</th>\n",
       "      <th>ProjectManagement</th>\n",
       "      <th>EnjoyDebugging</th>\n",
       "      <th>InTheZone</th>\n",
       "      <th>DifficultCommunication</th>\n",
       "      <th>CollaborateRemote</th>\n",
       "      <th>MetricAssess</th>\n",
       "      <th>EquipmentSatisfiedMonitors</th>\n",
       "      <th>EquipmentSatisfiedCPU</th>\n",
       "      <th>EquipmentSatisfiedRAM</th>\n",
       "      <th>EquipmentSatisfiedStorage</th>\n",
       "      <th>EquipmentSatisfiedRW</th>\n",
       "      <th>InfluenceInternet</th>\n",
       "      <th>InfluenceWorkstation</th>\n",
       "      <th>InfluenceHardware</th>\n",
       "      <th>InfluenceServers</th>\n",
       "      <th>InfluenceTechStack</th>\n",
       "      <th>InfluenceDeptTech</th>\n",
       "      <th>InfluenceVizTools</th>\n",
       "      <th>InfluenceDatabase</th>\n",
       "      <th>InfluenceCloud</th>\n",
       "      <th>InfluenceConsultants</th>\n",
       "      <th>InfluenceRecruitment</th>\n",
       "      <th>InfluenceCommunication</th>\n",
       "      <th>StackOverflowDescribes</th>\n",
       "      <th>StackOverflowSatisfaction</th>\n",
       "      <th>StackOverflowDevices</th>\n",
       "      <th>StackOverflowFoundAnswer</th>\n",
       "      <th>StackOverflowCopiedCode</th>\n",
       "      <th>StackOverflowJobListing</th>\n",
       "      <th>StackOverflowCompanyPage</th>\n",
       "      <th>StackOverflowJobSearch</th>\n",
       "      <th>StackOverflowNewQuestion</th>\n",
       "      <th>StackOverflowAnswer</th>\n",
       "      <th>StackOverflowMetaChat</th>\n",
       "      <th>StackOverflowAdsRelevant</th>\n",
       "      <th>StackOverflowAdsDistracting</th>\n",
       "      <th>StackOverflowModeration</th>\n",
       "      <th>StackOverflowCommunity</th>\n",
       "      <th>StackOverflowHelpful</th>\n",
       "      <th>StackOverflowBetter</th>\n",
       "      <th>StackOverflowWhatDo</th>\n",
       "      <th>StackOverflowMakeMoney</th>\n",
       "      <th>Gender</th>\n",
       "      <th>HighestEducationParents</th>\n",
       "      <th>Race</th>\n",
       "      <th>SurveyLong</th>\n",
       "      <th>QuestionsInteresting</th>\n",
       "      <th>QuestionsConfusing</th>\n",
       "      <th>InterestedAnswers</th>\n",
       "      <th>Salary</th>\n",
       "      <th>ExpectedSalary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>36806</th>\n",
       "      <td>36807</td>\n",
       "      <td>Student</td>\n",
       "      <td>Yes, both</td>\n",
       "      <td>India</td>\n",
       "      <td>Yes, full-time</td>\n",
       "      <td>Not employed, and not looking for work</td>\n",
       "      <td>Secondary school</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 to 3 years</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>With a soft \"g,\" like \"jiff\"</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>I am actively looking for a job</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Not applicable/ never</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Not at all important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Health benefits; Equipment; Professional devel...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Both</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9:00 AM</td>\n",
       "      <td>C++; Java; JavaScript; PHP</td>\n",
       "      <td>C++; Java; Python</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MySQL; Oracle</td>\n",
       "      <td>MySQL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sublime Text; Eclipse</td>\n",
       "      <td>Keep the room absolutely quiet</td>\n",
       "      <td>Agile; Extreme</td>\n",
       "      <td>Git</td>\n",
       "      <td>Multiple times a day</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Hours worked; Customer satisfaction; Benchmark...</td>\n",
       "      <td>Satisfied</td>\n",
       "      <td>Not very satisfied</td>\n",
       "      <td>Satisfied</td>\n",
       "      <td>Very satisfied</td>\n",
       "      <td>Somewhat satisfied</td>\n",
       "      <td>Not at all satisfied</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>I have a login for Stack Overflow, but haven't...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>Several times</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Male</td>\n",
       "      <td>A master's degree</td>\n",
       "      <td>I don’t know</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37689</th>\n",
       "      <td>37690</td>\n",
       "      <td>Professional developer</td>\n",
       "      <td>No</td>\n",
       "      <td>Germany</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed part-time</td>\n",
       "      <td>Master's degree</td>\n",
       "      <td>A natural science</td>\n",
       "      <td>Never</td>\n",
       "      <td>10,000 or more employees</td>\n",
       "      <td>Government agency or public school/university</td>\n",
       "      <td>7 to 8 years</td>\n",
       "      <td>3 to 4 years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Data scientist</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.0</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>With a hard \"g,\" like \"gift\"</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>I am actively looking for a job</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Between 2 and 4 years ago</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Vacation/days off; Health benefits; Private of...</td>\n",
       "      <td>No</td>\n",
       "      <td>Xing</td>\n",
       "      <td>I was just giving it a regular update</td>\n",
       "      <td>A friend, family member, or former colleague t...</td>\n",
       "      <td>Important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Euros (€)</td>\n",
       "      <td>Greatly underpaid</td>\n",
       "      <td>Spaces</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Part-time/evening course; Self-taught</td>\n",
       "      <td>Trade book; Stack Overflow Q&amp;A; Non-Stack onli...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Return to college; Contribute to open source; ...</td>\n",
       "      <td>10:00 AM</td>\n",
       "      <td>C; C++; Matlab; Python</td>\n",
       "      <td>C; C++; Python</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Android; Linux Desktop</td>\n",
       "      <td>Android; Linux Desktop</td>\n",
       "      <td>Vim</td>\n",
       "      <td>Keep the room absolutely quiet</td>\n",
       "      <td>Agile</td>\n",
       "      <td>Git</td>\n",
       "      <td>A few times a month</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Customer satisfaction; Benchmarked product per...</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>I have a login for Stack Overflow, but haven't...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Desktop; Android browser</td>\n",
       "      <td>Several times</td>\n",
       "      <td>Several times</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Several times</td>\n",
       "      <td>Several times</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Male</td>\n",
       "      <td>A master's degree</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>26881.72043</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48857</th>\n",
       "      <td>48858</td>\n",
       "      <td>Professional non-developer who sometimes write...</td>\n",
       "      <td>Yes, both</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Master's degree</td>\n",
       "      <td>A business discipline</td>\n",
       "      <td>Never</td>\n",
       "      <td>10,000 or more employees</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20 or more years</td>\n",
       "      <td>15 to 16 years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Analyst or consultant; Educator or academic</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</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>With a hard \"g,\" like \"gift\"</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>I am actively looking for a job</td>\n",
       "      <td>4.0</td>\n",
       "      <td>More than 4 years ago</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Vacation/days off; Equipment; Private office; ...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>Spaces</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Online course; On-the-job training; Self-taugh...</td>\n",
       "      <td>Official documentation; Stack Overflow Q&amp;A; No...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10:00 AM</td>\n",
       "      <td>F#; JavaScript; PHP; Python</td>\n",
       "      <td>F#; Go; Python; Ruby</td>\n",
       "      <td>Node.js</td>\n",
       "      <td>Xamarin</td>\n",
       "      <td>MySQL; SQLite</td>\n",
       "      <td>MySQL; SQLite</td>\n",
       "      <td>Linux Desktop; WordPress; Amazon Web Services ...</td>\n",
       "      <td>Linux Desktop; Raspberry Pi; Serverless; Amazo...</td>\n",
       "      <td>Atom; Vim; Eclipse; IPython / Jupyter; NetBean...</td>\n",
       "      <td>Turn on some music</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>Satisfied</td>\n",
       "      <td>Very satisfied</td>\n",
       "      <td>Very satisfied</td>\n",
       "      <td>Satisfied</td>\n",
       "      <td>Very satisfied</td>\n",
       "      <td>Not very satisfied</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>Not much influence</td>\n",
       "      <td>Not much influence</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>Not much influence</td>\n",
       "      <td>Some influence</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>I have created a CV or Developer Story on Stac...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Desktop</td>\n",
       "      <td>At least once each week</td>\n",
       "      <td>Several times</td>\n",
       "      <td>At least once each week</td>\n",
       "      <td>Several times</td>\n",
       "      <td>At least once each week</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Once or twice</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Male</td>\n",
       "      <td>A doctoral degree</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6580</th>\n",
       "      <td>6581</td>\n",
       "      <td>Student</td>\n",
       "      <td>Yes, I program as a hobby</td>\n",
       "      <td>United States</td>\n",
       "      <td>I prefer not to say</td>\n",
       "      <td>I prefer not to say</td>\n",
       "      <td>I prefer not to answer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4 to 5 years</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>With a soft \"g,\" like \"jiff\"</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <th>20914</th>\n",
       "      <td>20915</td>\n",
       "      <td>None of these</td>\n",
       "      <td>Yes, I program as a hobby</td>\n",
       "      <td>Tunisia</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Some college/university study without earning ...</td>\n",
       "      <td>A non-computer-focused engineering discipline</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14 to 15 years</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>9.0</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>With a hard \"g,\" like \"gift\"</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>I am not interested in new job opportunities</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Less than a year ago</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>Expected work hours</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Not at all important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spaces</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Online course</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Take online courses; Participate in online cod...</td>\n",
       "      <td>10:00 PM</td>\n",
       "      <td>JavaScript; Python; SQL</td>\n",
       "      <td>Go; Python; R; Rust</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hadoop</td>\n",
       "      <td>MongoDB; MySQL; SQLite</td>\n",
       "      <td>Cassandra; Redis</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Android; Raspberry Pi; Amazon Web Services (AWS)</td>\n",
       "      <td>Vim; IPython / Jupyter</td>\n",
       "      <td>Keep the room absolutely quiet</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>Not at all satisfied</td>\n",
       "      <td>Not very satisfied</td>\n",
       "      <td>Not at all satisfied</td>\n",
       "      <td>Satisfied</td>\n",
       "      <td>Satisfied</td>\n",
       "      <td>Not at all satisfied</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>I have a login for Stack Overflow, but haven't...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Desktop; Android browser; Android app</td>\n",
       "      <td>Several times</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Male</td>\n",
       "      <td>High school</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Respondent                                       Professional  \\\n",
       "36806       36807                                            Student   \n",
       "37689       37690                             Professional developer   \n",
       "48857       48858  Professional non-developer who sometimes write...   \n",
       "6580         6581                                            Student   \n",
       "20914       20915                                      None of these   \n",
       "\n",
       "                    ProgramHobby              Country           University  \\\n",
       "36806                  Yes, both                India       Yes, full-time   \n",
       "37689                         No              Germany                   No   \n",
       "48857                  Yes, both  Trinidad and Tobago                   No   \n",
       "6580   Yes, I program as a hobby        United States  I prefer not to say   \n",
       "20914  Yes, I program as a hobby              Tunisia                   No   \n",
       "\n",
       "                             EmploymentStatus  \\\n",
       "36806  Not employed, and not looking for work   \n",
       "37689                      Employed part-time   \n",
       "48857                      Employed full-time   \n",
       "6580                      I prefer not to say   \n",
       "20914                      Employed full-time   \n",
       "\n",
       "                                         FormalEducation  \\\n",
       "36806                                   Secondary school   \n",
       "37689                                    Master's degree   \n",
       "48857                                    Master's degree   \n",
       "6580                              I prefer not to answer   \n",
       "20914  Some college/university study without earning ...   \n",
       "\n",
       "                                      MajorUndergrad HomeRemote  \\\n",
       "36806                                            NaN        NaN   \n",
       "37689                              A natural science      Never   \n",
       "48857                          A business discipline      Never   \n",
       "6580                                             NaN        NaN   \n",
       "20914  A non-computer-focused engineering discipline        NaN   \n",
       "\n",
       "                    CompanySize  \\\n",
       "36806                       NaN   \n",
       "37689  10,000 or more employees   \n",
       "48857  10,000 or more employees   \n",
       "6580                        NaN   \n",
       "20914                       NaN   \n",
       "\n",
       "                                         CompanyType      YearsProgram  \\\n",
       "36806                                            NaN      2 to 3 years   \n",
       "37689  Government agency or public school/university      7 to 8 years   \n",
       "48857                                            NaN  20 or more years   \n",
       "6580                                             NaN      4 to 5 years   \n",
       "20914                                            NaN    14 to 15 years   \n",
       "\n",
       "        YearsCodedJob YearsCodedJobPast   DeveloperType WebDeveloperType  \\\n",
       "36806             NaN               NaN             NaN              NaN   \n",
       "37689    3 to 4 years               NaN  Data scientist              NaN   \n",
       "48857  15 to 16 years               NaN             NaN              NaN   \n",
       "6580              NaN               NaN             NaN              NaN   \n",
       "20914             NaN               NaN             NaN              NaN   \n",
       "\n",
       "      MobileDeveloperType                             NonDeveloperType  \\\n",
       "36806                 NaN                                          NaN   \n",
       "37689                 NaN                                          NaN   \n",
       "48857                 NaN  Analyst or consultant; Educator or academic   \n",
       "6580                  NaN                                          NaN   \n",
       "20914                 NaN                                          NaN   \n",
       "\n",
       "       CareerSatisfaction  JobSatisfaction ExCoderReturn ExCoderNotForMe  \\\n",
       "36806                 NaN              NaN           NaN             NaN   \n",
       "37689                 8.0              9.0           NaN             NaN   \n",
       "48857                 7.0              6.0           NaN             NaN   \n",
       "6580                  NaN              NaN           NaN             NaN   \n",
       "20914                 9.0              NaN           NaN             NaN   \n",
       "\n",
       "      ExCoderBalance ExCoder10Years ExCoderBelonged ExCoderSkills  \\\n",
       "36806            NaN            NaN             NaN           NaN   \n",
       "37689            NaN            NaN             NaN           NaN   \n",
       "48857            NaN            NaN             NaN           NaN   \n",
       "6580             NaN            NaN             NaN           NaN   \n",
       "20914            NaN            NaN             NaN           NaN   \n",
       "\n",
       "      ExCoderWillNotCode ExCoderActive                  PronounceGIF  \\\n",
       "36806                NaN           NaN  With a soft \"g,\" like \"jiff\"   \n",
       "37689                NaN           NaN  With a hard \"g,\" like \"gift\"   \n",
       "48857                NaN           NaN  With a hard \"g,\" like \"gift\"   \n",
       "6580                 NaN           NaN  With a soft \"g,\" like \"jiff\"   \n",
       "20914                NaN           NaN  With a hard \"g,\" like \"gift\"   \n",
       "\n",
       "       ProblemSolving  BuildingThings LearningNewTech BoringDetails  \\\n",
       "36806  Strongly agree  Strongly agree  Strongly agree      Disagree   \n",
       "37689             NaN             NaN             NaN           NaN   \n",
       "48857  Strongly agree  Strongly agree           Agree         Agree   \n",
       "6580              NaN             NaN             NaN           NaN   \n",
       "20914           Agree  Strongly agree  Strongly agree      Disagree   \n",
       "\n",
       "          JobSecurity DiversityImportant      AnnoyingUI  FriendsDevelopers  \\\n",
       "36806  Somewhat agree           Disagree           Agree     Strongly agree   \n",
       "37689             NaN                NaN             NaN                NaN   \n",
       "48857  Somewhat agree              Agree  Strongly agree           Disagree   \n",
       "6580              NaN                NaN             NaN                NaN   \n",
       "20914           Agree           Disagree  Somewhat agree  Strongly disagree   \n",
       "\n",
       "      RightWrongWay UnderstandComputers SeriousWork InvestTimeTools  \\\n",
       "36806      Disagree      Strongly agree       Agree           Agree   \n",
       "37689           NaN                 NaN         NaN             NaN   \n",
       "48857         Agree               Agree       Agree           Agree   \n",
       "6580            NaN                 NaN         NaN             NaN   \n",
       "20914      Disagree      Strongly agree       Agree           Agree   \n",
       "\n",
       "             WorkPayCare KinshipDevelopers ChallengeMyself    CompetePeers  \\\n",
       "36806  Strongly disagree    Strongly agree  Strongly agree           Agree   \n",
       "37689                NaN               NaN             NaN             NaN   \n",
       "48857           Disagree             Agree           Agree  Somewhat agree   \n",
       "6580                 NaN               NaN             NaN             NaN   \n",
       "20914           Disagree             Agree           Agree           Agree   \n",
       "\n",
       "          ChangeWorld                              JobSeekingStatus  \\\n",
       "36806           Agree               I am actively looking for a job   \n",
       "37689             NaN               I am actively looking for a job   \n",
       "48857  Strongly agree               I am actively looking for a job   \n",
       "6580              NaN                                           NaN   \n",
       "20914  Somewhat agree  I am not interested in new job opportunities   \n",
       "\n",
       "       HoursPerWeek                 LastNewJob   AssessJobIndustry  \\\n",
       "36806           NaN      Not applicable/ never  Somewhat important   \n",
       "37689           2.0  Between 2 and 4 years ago      Very important   \n",
       "48857           4.0      More than 4 years ago      Very important   \n",
       "6580            NaN                        NaN                 NaN   \n",
       "20914           NaN       Less than a year ago                 NaN   \n",
       "\n",
       "        AssessJobRole        AssessJobExp   AssessJobDept       AssessJobTech  \\\n",
       "36806       Important           Important  Very important  Not very important   \n",
       "37689  Very important      Very important       Important           Important   \n",
       "48857       Important  Somewhat important  Very important           Important   \n",
       "6580              NaN                 NaN             NaN                 NaN   \n",
       "20914             NaN                 NaN             NaN                 NaN   \n",
       "\n",
       "        AssessJobProjects AssessJobCompensation     AssessJobOffice  \\\n",
       "36806  Somewhat important             Important           Important   \n",
       "37689           Important        Very important  Somewhat important   \n",
       "48857           Important             Important           Important   \n",
       "6580                  NaN                   NaN                 NaN   \n",
       "20914                 NaN                   NaN                 NaN   \n",
       "\n",
       "      AssessJobCommute     AssessJobRemote      AssessJobLeaders  \\\n",
       "36806        Important  Somewhat important  Not at all important   \n",
       "37689        Important  Somewhat important             Important   \n",
       "48857   Very important      Very important             Important   \n",
       "6580               NaN                 NaN                   NaN   \n",
       "20914              NaN                 NaN                   NaN   \n",
       "\n",
       "      AssessJobProfDevel  AssessJobDiversity AssessJobProduct  \\\n",
       "36806     Very important  Not very important   Very important   \n",
       "37689          Important  Not very important   Very important   \n",
       "48857          Important           Important   Very important   \n",
       "6580                 NaN                 NaN              NaN   \n",
       "20914                NaN                 NaN              NaN   \n",
       "\n",
       "        AssessJobFinances                                  ImportantBenefits  \\\n",
       "36806           Important  Health benefits; Equipment; Professional devel...   \n",
       "37689      Very important  Vacation/days off; Health benefits; Private of...   \n",
       "48857  Somewhat important  Vacation/days off; Equipment; Private office; ...   \n",
       "6580                  NaN                                                NaN   \n",
       "20914                 NaN                                Expected work hours   \n",
       "\n",
       "      ClickyKeys JobProfile                         ResumePrompted  \\\n",
       "36806        Yes        NaN                                    NaN   \n",
       "37689         No       Xing  I was just giving it a regular update   \n",
       "48857        Yes        NaN                                    NaN   \n",
       "6580         NaN        NaN                                    NaN   \n",
       "20914         No        NaN                                    NaN   \n",
       "\n",
       "                                           LearnedHiring  \\\n",
       "36806                                                NaN   \n",
       "37689  A friend, family member, or former colleague t...   \n",
       "48857                                                NaN   \n",
       "6580                                                 NaN   \n",
       "20914                                                NaN   \n",
       "\n",
       "      ImportantHiringAlgorithms ImportantHiringTechExp  \\\n",
       "36806            Very important     Not very important   \n",
       "37689                 Important         Very important   \n",
       "48857                       NaN                    NaN   \n",
       "6580                        NaN                    NaN   \n",
       "20914        Not very important              Important   \n",
       "\n",
       "      ImportantHiringCommunication ImportantHiringOpenSource  \\\n",
       "36806                    Important        Somewhat important   \n",
       "37689           Somewhat important        Not very important   \n",
       "48857                          NaN                       NaN   \n",
       "6580                           NaN                       NaN   \n",
       "20914                    Important        Not very important   \n",
       "\n",
       "      ImportantHiringPMExp ImportantHiringCompanies ImportantHiringTitles  \\\n",
       "36806   Not very important       Somewhat important    Somewhat important   \n",
       "37689            Important       Somewhat important    Somewhat important   \n",
       "48857                  NaN                      NaN                   NaN   \n",
       "6580                   NaN                      NaN                   NaN   \n",
       "20914   Not very important       Not very important             Important   \n",
       "\n",
       "      ImportantHiringEducation    ImportantHiringRep  \\\n",
       "36806       Somewhat important    Not very important   \n",
       "37689                Important    Somewhat important   \n",
       "48857                      NaN                   NaN   \n",
       "6580                       NaN                   NaN   \n",
       "20914       Not very important  Not at all important   \n",
       "\n",
       "      ImportantHiringGettingThingsDone   Currency           Overpaid  \\\n",
       "36806                   Very important        NaN                NaN   \n",
       "37689                   Very important  Euros (€)  Greatly underpaid   \n",
       "48857                              NaN        NaN                NaN   \n",
       "6580                               NaN        NaN                NaN   \n",
       "20914                   Very important        NaN                NaN   \n",
       "\n",
       "      TabsSpaces  EducationImportant  \\\n",
       "36806       Both                 NaN   \n",
       "37689     Spaces  Somewhat important   \n",
       "48857     Spaces                 NaN   \n",
       "6580         NaN                 NaN   \n",
       "20914     Spaces                 NaN   \n",
       "\n",
       "                                          EducationTypes  \\\n",
       "36806                                                NaN   \n",
       "37689              Part-time/evening course; Self-taught   \n",
       "48857  Online course; On-the-job training; Self-taugh...   \n",
       "6580                                                 NaN   \n",
       "20914                                      Online course   \n",
       "\n",
       "                                         SelfTaughtTypes TimeAfterBootcamp  \\\n",
       "36806                                                NaN               NaN   \n",
       "37689  Trade book; Stack Overflow Q&A; Non-Stack onli...               NaN   \n",
       "48857  Official documentation; Stack Overflow Q&A; No...               NaN   \n",
       "6580                                                 NaN               NaN   \n",
       "20914                                                NaN               NaN   \n",
       "\n",
       "                                         CousinEducation WorkStart  \\\n",
       "36806                                                NaN   9:00 AM   \n",
       "37689  Return to college; Contribute to open source; ...  10:00 AM   \n",
       "48857                                                NaN  10:00 AM   \n",
       "6580                                                 NaN       NaN   \n",
       "20914  Take online courses; Participate in online cod...  10:00 PM   \n",
       "\n",
       "                HaveWorkedLanguage      WantWorkLanguage HaveWorkedFramework  \\\n",
       "36806   C++; Java; JavaScript; PHP     C++; Java; Python                 NaN   \n",
       "37689       C; C++; Matlab; Python        C; C++; Python                 NaN   \n",
       "48857  F#; JavaScript; PHP; Python  F#; Go; Python; Ruby             Node.js   \n",
       "6580                           NaN                   NaN                 NaN   \n",
       "20914      JavaScript; Python; SQL   Go; Python; R; Rust                 NaN   \n",
       "\n",
       "      WantWorkFramework      HaveWorkedDatabase  WantWorkDatabase  \\\n",
       "36806               NaN           MySQL; Oracle             MySQL   \n",
       "37689               NaN                     NaN               NaN   \n",
       "48857           Xamarin           MySQL; SQLite     MySQL; SQLite   \n",
       "6580                NaN                     NaN               NaN   \n",
       "20914            Hadoop  MongoDB; MySQL; SQLite  Cassandra; Redis   \n",
       "\n",
       "                                      HaveWorkedPlatform  \\\n",
       "36806                                                NaN   \n",
       "37689                             Android; Linux Desktop   \n",
       "48857  Linux Desktop; WordPress; Amazon Web Services ...   \n",
       "6580                                                 NaN   \n",
       "20914                                                NaN   \n",
       "\n",
       "                                        WantWorkPlatform  \\\n",
       "36806                                                NaN   \n",
       "37689                             Android; Linux Desktop   \n",
       "48857  Linux Desktop; Raspberry Pi; Serverless; Amazo...   \n",
       "6580                                                 NaN   \n",
       "20914   Android; Raspberry Pi; Amazon Web Services (AWS)   \n",
       "\n",
       "                                                     IDE  \\\n",
       "36806                              Sublime Text; Eclipse   \n",
       "37689                                                Vim   \n",
       "48857  Atom; Vim; Eclipse; IPython / Jupyter; NetBean...   \n",
       "6580                                                 NaN   \n",
       "20914                             Vim; IPython / Jupyter   \n",
       "\n",
       "                  AuditoryEnvironment     Methodology VersionControl  \\\n",
       "36806  Keep the room absolutely quiet  Agile; Extreme            Git   \n",
       "37689  Keep the room absolutely quiet           Agile            Git   \n",
       "48857              Turn on some music             NaN            NaN   \n",
       "6580                              NaN             NaN            NaN   \n",
       "20914  Keep the room absolutely quiet             NaN            NaN   \n",
       "\n",
       "                CheckInCode    ShipIt OtherPeoplesCode  ProjectManagement  \\\n",
       "36806  Multiple times a day  Disagree            Agree  Strongly disagree   \n",
       "37689   A few times a month     Agree   Strongly agree     Somewhat agree   \n",
       "48857                   NaN       NaN              NaN                NaN   \n",
       "6580                    NaN       NaN              NaN                NaN   \n",
       "20914                   NaN       NaN              NaN                NaN   \n",
       "\n",
       "       EnjoyDebugging       InTheZone DifficultCommunication  \\\n",
       "36806  Strongly agree  Strongly agree      Strongly disagree   \n",
       "37689  Somewhat agree  Strongly agree                  Agree   \n",
       "48857             NaN             NaN                    NaN   \n",
       "6580              NaN             NaN                    NaN   \n",
       "20914             NaN             NaN                    NaN   \n",
       "\n",
       "      CollaborateRemote                                       MetricAssess  \\\n",
       "36806             Agree  Hours worked; Customer satisfaction; Benchmark...   \n",
       "37689    Somewhat agree  Customer satisfaction; Benchmarked product per...   \n",
       "48857               NaN                                                NaN   \n",
       "6580                NaN                                                NaN   \n",
       "20914               NaN                                                NaN   \n",
       "\n",
       "      EquipmentSatisfiedMonitors EquipmentSatisfiedCPU EquipmentSatisfiedRAM  \\\n",
       "36806                  Satisfied    Not very satisfied             Satisfied   \n",
       "37689                        NaN                   NaN                   NaN   \n",
       "48857                  Satisfied        Very satisfied        Very satisfied   \n",
       "6580                         NaN                   NaN                   NaN   \n",
       "20914       Not at all satisfied    Not very satisfied  Not at all satisfied   \n",
       "\n",
       "      EquipmentSatisfiedStorage EquipmentSatisfiedRW     InfluenceInternet  \\\n",
       "36806            Very satisfied   Somewhat satisfied  Not at all satisfied   \n",
       "37689                       NaN                  NaN                   NaN   \n",
       "48857                 Satisfied       Very satisfied    Not very satisfied   \n",
       "6580                        NaN                  NaN                   NaN   \n",
       "20914                 Satisfied            Satisfied  Not at all satisfied   \n",
       "\n",
       "      InfluenceWorkstation    InfluenceHardware     InfluenceServers  \\\n",
       "36806                  NaN                  NaN                  NaN   \n",
       "37689                  NaN                  NaN                  NaN   \n",
       "48857  No influence at all  No influence at all  No influence at all   \n",
       "6580                   NaN                  NaN                  NaN   \n",
       "20914                  NaN                  NaN                  NaN   \n",
       "\n",
       "        InfluenceTechStack   InfluenceDeptTech   InfluenceVizTools  \\\n",
       "36806                  NaN                 NaN                 NaN   \n",
       "37689                  NaN                 NaN                 NaN   \n",
       "48857  No influence at all  Not much influence  Not much influence   \n",
       "6580                   NaN                 NaN                 NaN   \n",
       "20914                  NaN                 NaN                 NaN   \n",
       "\n",
       "         InfluenceDatabase      InfluenceCloud InfluenceConsultants  \\\n",
       "36806                  NaN                 NaN                  NaN   \n",
       "37689                  NaN                 NaN                  NaN   \n",
       "48857  No influence at all  Not much influence       Some influence   \n",
       "6580                   NaN                 NaN                  NaN   \n",
       "20914                  NaN                 NaN                  NaN   \n",
       "\n",
       "      InfluenceRecruitment InfluenceCommunication  \\\n",
       "36806                  NaN                    NaN   \n",
       "37689                  NaN                    NaN   \n",
       "48857  No influence at all    No influence at all   \n",
       "6580                   NaN                    NaN   \n",
       "20914                  NaN                    NaN   \n",
       "\n",
       "                                  StackOverflowDescribes  \\\n",
       "36806  I have a login for Stack Overflow, but haven't...   \n",
       "37689  I have a login for Stack Overflow, but haven't...   \n",
       "48857  I have created a CV or Developer Story on Stac...   \n",
       "6580                                                 NaN   \n",
       "20914  I have a login for Stack Overflow, but haven't...   \n",
       "\n",
       "       StackOverflowSatisfaction                   StackOverflowDevices  \\\n",
       "36806                        9.0                                Desktop   \n",
       "37689                        9.0               Desktop; Android browser   \n",
       "48857                        6.0                                Desktop   \n",
       "6580                         NaN                                    NaN   \n",
       "20914                        8.0  Desktop; Android browser; Android app   \n",
       "\n",
       "      StackOverflowFoundAnswer StackOverflowCopiedCode  \\\n",
       "36806            Several times     Haven't done at all   \n",
       "37689            Several times           Several times   \n",
       "48857  At least once each week           Several times   \n",
       "6580                       NaN                     NaN   \n",
       "20914            Several times     Haven't done at all   \n",
       "\n",
       "       StackOverflowJobListing StackOverflowCompanyPage  \\\n",
       "36806      Haven't done at all      Haven't done at all   \n",
       "37689      Haven't done at all      Haven't done at all   \n",
       "48857  At least once each week            Several times   \n",
       "6580                       NaN                      NaN   \n",
       "20914      Haven't done at all      Haven't done at all   \n",
       "\n",
       "        StackOverflowJobSearch StackOverflowNewQuestion  StackOverflowAnswer  \\\n",
       "36806      Haven't done at all      Haven't done at all  Haven't done at all   \n",
       "37689      Haven't done at all            Several times        Several times   \n",
       "48857  At least once each week      Haven't done at all        Once or twice   \n",
       "6580                       NaN                      NaN                  NaN   \n",
       "20914      Haven't done at all      Haven't done at all  Haven't done at all   \n",
       "\n",
       "      StackOverflowMetaChat StackOverflowAdsRelevant  \\\n",
       "36806   Haven't done at all           Somewhat agree   \n",
       "37689   Haven't done at all           Strongly agree   \n",
       "48857   Haven't done at all           Somewhat agree   \n",
       "6580                    NaN                      NaN   \n",
       "20914   Haven't done at all           Somewhat agree   \n",
       "\n",
       "      StackOverflowAdsDistracting StackOverflowModeration  \\\n",
       "36806           Strongly disagree                Disagree   \n",
       "37689                         NaN                Disagree   \n",
       "48857                    Disagree          Somewhat agree   \n",
       "6580                          NaN                     NaN   \n",
       "20914           Strongly disagree                   Agree   \n",
       "\n",
       "      StackOverflowCommunity StackOverflowHelpful StackOverflowBetter  \\\n",
       "36806         Somewhat agree                Agree               Agree   \n",
       "37689               Disagree       Strongly agree      Strongly agree   \n",
       "48857         Somewhat agree                Agree               Agree   \n",
       "6580                     NaN                  NaN                 NaN   \n",
       "20914               Disagree                Agree      Strongly agree   \n",
       "\n",
       "      StackOverflowWhatDo StackOverflowMakeMoney Gender  \\\n",
       "36806            Disagree      Strongly disagree   Male   \n",
       "37689               Agree         Somewhat agree   Male   \n",
       "48857      Somewhat agree         Somewhat agree   Male   \n",
       "6580                  NaN                    NaN    NaN   \n",
       "20914      Strongly agree               Disagree   Male   \n",
       "\n",
       "      HighestEducationParents                          Race      SurveyLong  \\\n",
       "36806       A master's degree                  I don’t know           Agree   \n",
       "37689       A master's degree  White or of European descent  Somewhat agree   \n",
       "48857       A doctoral degree  White or of European descent        Disagree   \n",
       "6580                      NaN                           NaN             NaN   \n",
       "20914             High school                           NaN  Somewhat agree   \n",
       "\n",
       "      QuestionsInteresting QuestionsConfusing InterestedAnswers       Salary  \\\n",
       "36806       Somewhat agree           Disagree             Agree          NaN   \n",
       "37689       Somewhat agree           Disagree             Agree  26881.72043   \n",
       "48857       Somewhat agree           Disagree             Agree          NaN   \n",
       "6580                   NaN                NaN               NaN          NaN   \n",
       "20914                Agree           Disagree    Strongly agree          NaN   \n",
       "\n",
       "       ExpectedSalary  \n",
       "36806             NaN  \n",
       "37689             NaN  \n",
       "48857             NaN  \n",
       "6580              NaN  \n",
       "20914             NaN  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Little Exploration on Stackoverflow survey data of 2017\n",
    "df_2017.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Respondent</th>\n",
       "      <th>Professional</th>\n",
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       "      <th>NonDeveloperType</th>\n",
       "      <th>CareerSatisfaction</th>\n",
       "      <th>JobSatisfaction</th>\n",
       "      <th>ExCoderReturn</th>\n",
       "      <th>ExCoderNotForMe</th>\n",
       "      <th>ExCoderBalance</th>\n",
       "      <th>ExCoder10Years</th>\n",
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       "      <th>DiversityImportant</th>\n",
       "      <th>AnnoyingUI</th>\n",
       "      <th>FriendsDevelopers</th>\n",
       "      <th>RightWrongWay</th>\n",
       "      <th>UnderstandComputers</th>\n",
       "      <th>SeriousWork</th>\n",
       "      <th>InvestTimeTools</th>\n",
       "      <th>WorkPayCare</th>\n",
       "      <th>KinshipDevelopers</th>\n",
       "      <th>ChallengeMyself</th>\n",
       "      <th>CompetePeers</th>\n",
       "      <th>ChangeWorld</th>\n",
       "      <th>JobSeekingStatus</th>\n",
       "      <th>HoursPerWeek</th>\n",
       "      <th>LastNewJob</th>\n",
       "      <th>AssessJobIndustry</th>\n",
       "      <th>AssessJobRole</th>\n",
       "      <th>AssessJobExp</th>\n",
       "      <th>AssessJobDept</th>\n",
       "      <th>AssessJobTech</th>\n",
       "      <th>AssessJobProjects</th>\n",
       "      <th>AssessJobCompensation</th>\n",
       "      <th>AssessJobOffice</th>\n",
       "      <th>AssessJobCommute</th>\n",
       "      <th>AssessJobRemote</th>\n",
       "      <th>AssessJobLeaders</th>\n",
       "      <th>AssessJobProfDevel</th>\n",
       "      <th>AssessJobDiversity</th>\n",
       "      <th>AssessJobProduct</th>\n",
       "      <th>AssessJobFinances</th>\n",
       "      <th>ImportantBenefits</th>\n",
       "      <th>ClickyKeys</th>\n",
       "      <th>JobProfile</th>\n",
       "      <th>ResumePrompted</th>\n",
       "      <th>LearnedHiring</th>\n",
       "      <th>ImportantHiringAlgorithms</th>\n",
       "      <th>ImportantHiringTechExp</th>\n",
       "      <th>ImportantHiringCommunication</th>\n",
       "      <th>ImportantHiringOpenSource</th>\n",
       "      <th>ImportantHiringPMExp</th>\n",
       "      <th>ImportantHiringCompanies</th>\n",
       "      <th>ImportantHiringTitles</th>\n",
       "      <th>ImportantHiringEducation</th>\n",
       "      <th>ImportantHiringRep</th>\n",
       "      <th>ImportantHiringGettingThingsDone</th>\n",
       "      <th>Currency</th>\n",
       "      <th>Overpaid</th>\n",
       "      <th>TabsSpaces</th>\n",
       "      <th>EducationImportant</th>\n",
       "      <th>EducationTypes</th>\n",
       "      <th>SelfTaughtTypes</th>\n",
       "      <th>TimeAfterBootcamp</th>\n",
       "      <th>CousinEducation</th>\n",
       "      <th>WorkStart</th>\n",
       "      <th>HaveWorkedLanguage</th>\n",
       "      <th>WantWorkLanguage</th>\n",
       "      <th>HaveWorkedFramework</th>\n",
       "      <th>WantWorkFramework</th>\n",
       "      <th>HaveWorkedDatabase</th>\n",
       "      <th>WantWorkDatabase</th>\n",
       "      <th>HaveWorkedPlatform</th>\n",
       "      <th>WantWorkPlatform</th>\n",
       "      <th>IDE</th>\n",
       "      <th>AuditoryEnvironment</th>\n",
       "      <th>Methodology</th>\n",
       "      <th>VersionControl</th>\n",
       "      <th>CheckInCode</th>\n",
       "      <th>ShipIt</th>\n",
       "      <th>OtherPeoplesCode</th>\n",
       "      <th>ProjectManagement</th>\n",
       "      <th>EnjoyDebugging</th>\n",
       "      <th>InTheZone</th>\n",
       "      <th>DifficultCommunication</th>\n",
       "      <th>CollaborateRemote</th>\n",
       "      <th>MetricAssess</th>\n",
       "      <th>EquipmentSatisfiedMonitors</th>\n",
       "      <th>EquipmentSatisfiedCPU</th>\n",
       "      <th>EquipmentSatisfiedRAM</th>\n",
       "      <th>EquipmentSatisfiedStorage</th>\n",
       "      <th>EquipmentSatisfiedRW</th>\n",
       "      <th>InfluenceInternet</th>\n",
       "      <th>InfluenceWorkstation</th>\n",
       "      <th>InfluenceHardware</th>\n",
       "      <th>InfluenceServers</th>\n",
       "      <th>InfluenceTechStack</th>\n",
       "      <th>InfluenceDeptTech</th>\n",
       "      <th>InfluenceVizTools</th>\n",
       "      <th>InfluenceDatabase</th>\n",
       "      <th>InfluenceCloud</th>\n",
       "      <th>InfluenceConsultants</th>\n",
       "      <th>InfluenceRecruitment</th>\n",
       "      <th>InfluenceCommunication</th>\n",
       "      <th>StackOverflowDescribes</th>\n",
       "      <th>StackOverflowSatisfaction</th>\n",
       "      <th>StackOverflowDevices</th>\n",
       "      <th>StackOverflowFoundAnswer</th>\n",
       "      <th>StackOverflowCopiedCode</th>\n",
       "      <th>StackOverflowJobListing</th>\n",
       "      <th>StackOverflowCompanyPage</th>\n",
       "      <th>StackOverflowJobSearch</th>\n",
       "      <th>StackOverflowNewQuestion</th>\n",
       "      <th>StackOverflowAnswer</th>\n",
       "      <th>StackOverflowMetaChat</th>\n",
       "      <th>StackOverflowAdsRelevant</th>\n",
       "      <th>StackOverflowAdsDistracting</th>\n",
       "      <th>StackOverflowModeration</th>\n",
       "      <th>StackOverflowCommunity</th>\n",
       "      <th>StackOverflowHelpful</th>\n",
       "      <th>StackOverflowBetter</th>\n",
       "      <th>StackOverflowWhatDo</th>\n",
       "      <th>StackOverflowMakeMoney</th>\n",
       "      <th>Gender</th>\n",
       "      <th>HighestEducationParents</th>\n",
       "      <th>Race</th>\n",
       "      <th>SurveyLong</th>\n",
       "      <th>QuestionsInteresting</th>\n",
       "      <th>QuestionsConfusing</th>\n",
       "      <th>InterestedAnswers</th>\n",
       "      <th>Salary</th>\n",
       "      <th>ExpectedSalary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Student</td>\n",
       "      <td>Yes, both</td>\n",
       "      <td>United States</td>\n",
       "      <td>No</td>\n",
       "      <td>Not employed, and not looking for work</td>\n",
       "      <td>Secondary school</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2 to 3 years</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>With a soft \"g,\" like \"jiff\"</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>I'm not actively looking, but I am open to new...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Not applicable/ never</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Stock options; Vacation/days off; Remote options</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Not at all important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tabs</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Online course; Open source contributions</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6:00 AM</td>\n",
       "      <td>Swift</td>\n",
       "      <td>Swift</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>iOS</td>\n",
       "      <td>iOS</td>\n",
       "      <td>Atom; Xcode</td>\n",
       "      <td>Turn on some music</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>Somewhat satisfied</td>\n",
       "      <td>Not very satisfied</td>\n",
       "      <td>Not at all satisfied</td>\n",
       "      <td>Very satisfied</td>\n",
       "      <td>Satisfied</td>\n",
       "      <td>Not very satisfied</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>I have created a CV or Developer Story on Stac...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Desktop; iOS app</td>\n",
       "      <td>At least once each week</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Once or twice</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Several times</td>\n",
       "      <td>Several times</td>\n",
       "      <td>Once or twice</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Male</td>\n",
       "      <td>High school</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Student</td>\n",
       "      <td>Yes, both</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Yes, full-time</td>\n",
       "      <td>Employed part-time</td>\n",
       "      <td>Some college/university study without earning ...</td>\n",
       "      <td>Computer science or software engineering</td>\n",
       "      <td>More than half, but not all, the time</td>\n",
       "      <td>20 to 99 employees</td>\n",
       "      <td>Privately-held limited company, not in startup...</td>\n",
       "      <td>9 to 10 years</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>With a hard \"g,\" like \"gift\"</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",
       "      <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>No</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Some other way</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Somewhat important</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Very important</td>\n",
       "      <td>British pounds sterling (£)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spaces</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Online course; Self-taught; Hackathon; Open so...</td>\n",
       "      <td>Official documentation; Stack Overflow Q&amp;A; Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10:00 AM</td>\n",
       "      <td>JavaScript; Python; Ruby; SQL</td>\n",
       "      <td>Java; Python; Ruby; SQL</td>\n",
       "      <td>.NET Core</td>\n",
       "      <td>.NET Core</td>\n",
       "      <td>MySQL; SQLite</td>\n",
       "      <td>MySQL; SQLite</td>\n",
       "      <td>Amazon Web Services (AWS)</td>\n",
       "      <td>Linux Desktop; Raspberry Pi; Amazon Web Servic...</td>\n",
       "      <td>Atom; Notepad++; Vim; PyCharm; RubyMine; Visua...</td>\n",
       "      <td>Put on some ambient sounds (e.g. whale songs, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Git</td>\n",
       "      <td>Multiple times a day</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Customer satisfaction; On time/in budget; Peer...</td>\n",
       "      <td>Not very satisfied</td>\n",
       "      <td>Satisfied</td>\n",
       "      <td>Satisfied</td>\n",
       "      <td>Satisfied</td>\n",
       "      <td>Somewhat satisfied</td>\n",
       "      <td>Satisfied</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>No influence at all</td>\n",
       "      <td>I have created a CV or Developer Story on Stac...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Desktop; iOS browser; iOS app; Android browser...</td>\n",
       "      <td>Several times</td>\n",
       "      <td>Several times</td>\n",
       "      <td>Once or twice</td>\n",
       "      <td>Once or twice</td>\n",
       "      <td>Once or twice</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Several times</td>\n",
       "      <td>At least once each week</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Male</td>\n",
       "      <td>A master's degree</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Professional developer</td>\n",
       "      <td>Yes, both</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Bachelor's degree</td>\n",
       "      <td>Computer science or software engineering</td>\n",
       "      <td>Less than half the time, but at least one day ...</td>\n",
       "      <td>10,000 or more employees</td>\n",
       "      <td>Publicly-traded corporation</td>\n",
       "      <td>20 or more years</td>\n",
       "      <td>20 or more years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.0</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>With a hard \"g,\" like \"gift\"</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</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>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>British pounds sterling (£)</td>\n",
       "      <td>Neither underpaid nor overpaid</td>\n",
       "      <td>Spaces</td>\n",
       "      <td>Not very important</td>\n",
       "      <td>Self-taught; Coding competition; Hackathon; Op...</td>\n",
       "      <td>Official documentation; Trade book; Textbook; ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9:00 AM</td>\n",
       "      <td>Java; PHP; Python</td>\n",
       "      <td>C; Python; Rust</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MySQL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sublime Text; Vim; IntelliJ</td>\n",
       "      <td>Turn on some music</td>\n",
       "      <td>Agile; Lean; Scrum; Extreme; Pair; Kanban</td>\n",
       "      <td>Mercurial</td>\n",
       "      <td>Multiple times a day</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Customer satisfaction; Benchmarked product per...</td>\n",
       "      <td>Very satisfied</td>\n",
       "      <td>Somewhat satisfied</td>\n",
       "      <td>Satisfied</td>\n",
       "      <td>Satisfied</td>\n",
       "      <td>Somewhat satisfied</td>\n",
       "      <td>Very satisfied</td>\n",
       "      <td>A lot of influence</td>\n",
       "      <td>Some influence</td>\n",
       "      <td>Some influence</td>\n",
       "      <td>Some influence</td>\n",
       "      <td>A lot of influence</td>\n",
       "      <td>Some influence</td>\n",
       "      <td>Some influence</td>\n",
       "      <td>Some influence</td>\n",
       "      <td>Some influence</td>\n",
       "      <td>Some influence</td>\n",
       "      <td>Some influence</td>\n",
       "      <td>I have created a CV or Developer Story on Stac...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Desktop; iOS browser; iOS app</td>\n",
       "      <td>Once or twice</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>Haven't done at all</td>\n",
       "      <td>At least once each day</td>\n",
       "      <td>At least once each day</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Male</td>\n",
       "      <td>A professional degree</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Disagree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>113750.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Respondent            Professional ProgramHobby         Country  \\\n",
       "0           1                 Student    Yes, both   United States   \n",
       "1           2                 Student    Yes, both  United Kingdom   \n",
       "2           3  Professional developer    Yes, both  United Kingdom   \n",
       "\n",
       "       University                        EmploymentStatus  \\\n",
       "0              No  Not employed, and not looking for work   \n",
       "1  Yes, full-time                      Employed part-time   \n",
       "2              No                      Employed full-time   \n",
       "\n",
       "                                     FormalEducation  \\\n",
       "0                                   Secondary school   \n",
       "1  Some college/university study without earning ...   \n",
       "2                                  Bachelor's degree   \n",
       "\n",
       "                             MajorUndergrad  \\\n",
       "0                                       NaN   \n",
       "1  Computer science or software engineering   \n",
       "2  Computer science or software engineering   \n",
       "\n",
       "                                          HomeRemote  \\\n",
       "0                                                NaN   \n",
       "1              More than half, but not all, the time   \n",
       "2  Less than half the time, but at least one day ...   \n",
       "\n",
       "                CompanySize  \\\n",
       "0                       NaN   \n",
       "1        20 to 99 employees   \n",
       "2  10,000 or more employees   \n",
       "\n",
       "                                         CompanyType      YearsProgram  \\\n",
       "0                                                NaN      2 to 3 years   \n",
       "1  Privately-held limited company, not in startup...     9 to 10 years   \n",
       "2                        Publicly-traded corporation  20 or more years   \n",
       "\n",
       "      YearsCodedJob YearsCodedJobPast DeveloperType WebDeveloperType  \\\n",
       "0               NaN               NaN           NaN              NaN   \n",
       "1               NaN               NaN           NaN              NaN   \n",
       "2  20 or more years               NaN         Other              NaN   \n",
       "\n",
       "  MobileDeveloperType NonDeveloperType  CareerSatisfaction  JobSatisfaction  \\\n",
       "0                 NaN              NaN                 NaN              NaN   \n",
       "1                 NaN              NaN                 NaN              NaN   \n",
       "2                 NaN              NaN                 8.0              9.0   \n",
       "\n",
       "  ExCoderReturn ExCoderNotForMe ExCoderBalance ExCoder10Years ExCoderBelonged  \\\n",
       "0           NaN             NaN            NaN            NaN             NaN   \n",
       "1           NaN             NaN            NaN            NaN             NaN   \n",
       "2           NaN             NaN            NaN            NaN             NaN   \n",
       "\n",
       "  ExCoderSkills ExCoderWillNotCode ExCoderActive  \\\n",
       "0           NaN                NaN           NaN   \n",
       "1           NaN                NaN           NaN   \n",
       "2           NaN                NaN           NaN   \n",
       "\n",
       "                   PronounceGIF  ProblemSolving  BuildingThings  \\\n",
       "0  With a soft \"g,\" like \"jiff\"  Strongly agree  Strongly agree   \n",
       "1  With a hard \"g,\" like \"gift\"             NaN             NaN   \n",
       "2  With a hard \"g,\" like \"gift\"  Strongly agree  Strongly agree   \n",
       "\n",
       "  LearningNewTech   BoringDetails     JobSecurity DiversityImportant  \\\n",
       "0           Agree        Disagree  Strongly agree              Agree   \n",
       "1             NaN             NaN             NaN                NaN   \n",
       "2  Strongly agree  Somewhat agree           Agree     Strongly agree   \n",
       "\n",
       "  AnnoyingUI FriendsDevelopers   RightWrongWay UnderstandComputers  \\\n",
       "0      Agree          Disagree  Somewhat agree            Disagree   \n",
       "1        NaN               NaN             NaN                 NaN   \n",
       "2      Agree    Somewhat agree        Disagree            Disagree   \n",
       "\n",
       "      SeriousWork InvestTimeTools        WorkPayCare KinshipDevelopers  \\\n",
       "0  Strongly agree  Strongly agree  Strongly disagree             Agree   \n",
       "1             NaN             NaN                NaN               NaN   \n",
       "2           Agree  Somewhat agree           Disagree    Somewhat agree   \n",
       "\n",
       "  ChallengeMyself CompetePeers ChangeWorld  \\\n",
       "0           Agree     Disagree       Agree   \n",
       "1             NaN          NaN         NaN   \n",
       "2           Agree     Disagree       Agree   \n",
       "\n",
       "                                    JobSeekingStatus  HoursPerWeek  \\\n",
       "0  I'm not actively looking, but I am open to new...           0.0   \n",
       "1                                                NaN           NaN   \n",
       "2                                                NaN           NaN   \n",
       "\n",
       "              LastNewJob AssessJobIndustry   AssessJobRole AssessJobExp  \\\n",
       "0  Not applicable/ never    Very important  Very important    Important   \n",
       "1                    NaN               NaN             NaN          NaN   \n",
       "2                    NaN               NaN             NaN          NaN   \n",
       "\n",
       "    AssessJobDept   AssessJobTech AssessJobProjects AssessJobCompensation  \\\n",
       "0  Very important  Very important    Very important             Important   \n",
       "1             NaN             NaN               NaN                   NaN   \n",
       "2             NaN             NaN               NaN                   NaN   \n",
       "\n",
       "  AssessJobOffice AssessJobCommute AssessJobRemote AssessJobLeaders  \\\n",
       "0  Very important   Very important  Very important   Very important   \n",
       "1             NaN              NaN             NaN              NaN   \n",
       "2             NaN              NaN             NaN              NaN   \n",
       "\n",
       "  AssessJobProfDevel  AssessJobDiversity    AssessJobProduct  \\\n",
       "0     Very important  Somewhat important  Not very important   \n",
       "1                NaN                 NaN                 NaN   \n",
       "2                NaN                 NaN                 NaN   \n",
       "\n",
       "    AssessJobFinances                                 ImportantBenefits  \\\n",
       "0  Somewhat important  Stock options; Vacation/days off; Remote options   \n",
       "1                 NaN                                               NaN   \n",
       "2                 NaN                                               NaN   \n",
       "\n",
       "  ClickyKeys JobProfile ResumePrompted   LearnedHiring  \\\n",
       "0        Yes      Other            NaN             NaN   \n",
       "1         No      Other            NaN  Some other way   \n",
       "2        Yes        NaN            NaN             NaN   \n",
       "\n",
       "  ImportantHiringAlgorithms ImportantHiringTechExp  \\\n",
       "0                 Important              Important   \n",
       "1                 Important              Important   \n",
       "2                       NaN                    NaN   \n",
       "\n",
       "  ImportantHiringCommunication ImportantHiringOpenSource ImportantHiringPMExp  \\\n",
       "0                    Important        Somewhat important            Important   \n",
       "1                    Important                 Important   Somewhat important   \n",
       "2                          NaN                       NaN                  NaN   \n",
       "\n",
       "  ImportantHiringCompanies ImportantHiringTitles ImportantHiringEducation  \\\n",
       "0       Not very important    Not very important     Not at all important   \n",
       "1       Somewhat important    Not very important       Somewhat important   \n",
       "2                      NaN                   NaN                      NaN   \n",
       "\n",
       "   ImportantHiringRep ImportantHiringGettingThingsDone  \\\n",
       "0  Somewhat important                   Very important   \n",
       "1  Not very important                   Very important   \n",
       "2                 NaN                              NaN   \n",
       "\n",
       "                      Currency                        Overpaid TabsSpaces  \\\n",
       "0                          NaN                             NaN       Tabs   \n",
       "1  British pounds sterling (£)                             NaN     Spaces   \n",
       "2  British pounds sterling (£)  Neither underpaid nor overpaid     Spaces   \n",
       "\n",
       "   EducationImportant                                     EducationTypes  \\\n",
       "0                 NaN           Online course; Open source contributions   \n",
       "1                 NaN  Online course; Self-taught; Hackathon; Open so...   \n",
       "2  Not very important  Self-taught; Coding competition; Hackathon; Op...   \n",
       "\n",
       "                                     SelfTaughtTypes TimeAfterBootcamp  \\\n",
       "0                                                NaN               NaN   \n",
       "1  Official documentation; Stack Overflow Q&A; Other               NaN   \n",
       "2  Official documentation; Trade book; Textbook; ...               NaN   \n",
       "\n",
       "  CousinEducation WorkStart             HaveWorkedLanguage  \\\n",
       "0             NaN   6:00 AM                          Swift   \n",
       "1             NaN  10:00 AM  JavaScript; Python; Ruby; SQL   \n",
       "2             NaN   9:00 AM              Java; PHP; Python   \n",
       "\n",
       "          WantWorkLanguage HaveWorkedFramework WantWorkFramework  \\\n",
       "0                    Swift                 NaN               NaN   \n",
       "1  Java; Python; Ruby; SQL           .NET Core         .NET Core   \n",
       "2          C; Python; Rust                 NaN               NaN   \n",
       "\n",
       "  HaveWorkedDatabase WantWorkDatabase         HaveWorkedPlatform  \\\n",
       "0                NaN              NaN                        iOS   \n",
       "1      MySQL; SQLite    MySQL; SQLite  Amazon Web Services (AWS)   \n",
       "2              MySQL              NaN                        NaN   \n",
       "\n",
       "                                    WantWorkPlatform  \\\n",
       "0                                                iOS   \n",
       "1  Linux Desktop; Raspberry Pi; Amazon Web Servic...   \n",
       "2                                                NaN   \n",
       "\n",
       "                                                 IDE  \\\n",
       "0                                        Atom; Xcode   \n",
       "1  Atom; Notepad++; Vim; PyCharm; RubyMine; Visua...   \n",
       "2                        Sublime Text; Vim; IntelliJ   \n",
       "\n",
       "                                 AuditoryEnvironment  \\\n",
       "0                                 Turn on some music   \n",
       "1  Put on some ambient sounds (e.g. whale songs, ...   \n",
       "2                                 Turn on some music   \n",
       "\n",
       "                                 Methodology VersionControl  \\\n",
       "0                                        NaN            NaN   \n",
       "1                                        NaN            Git   \n",
       "2  Agile; Lean; Scrum; Extreme; Pair; Kanban      Mercurial   \n",
       "\n",
       "            CheckInCode ShipIt OtherPeoplesCode  ProjectManagement  \\\n",
       "0                   NaN    NaN              NaN                NaN   \n",
       "1  Multiple times a day  Agree         Disagree  Strongly disagree   \n",
       "2  Multiple times a day  Agree         Disagree           Disagree   \n",
       "\n",
       "  EnjoyDebugging       InTheZone DifficultCommunication  CollaborateRemote  \\\n",
       "0            NaN             NaN                    NaN                NaN   \n",
       "1          Agree  Somewhat agree               Disagree  Strongly disagree   \n",
       "2          Agree           Agree               Disagree     Somewhat agree   \n",
       "\n",
       "                                        MetricAssess  \\\n",
       "0                                                NaN   \n",
       "1  Customer satisfaction; On time/in budget; Peer...   \n",
       "2  Customer satisfaction; Benchmarked product per...   \n",
       "\n",
       "  EquipmentSatisfiedMonitors EquipmentSatisfiedCPU EquipmentSatisfiedRAM  \\\n",
       "0         Somewhat satisfied    Not very satisfied  Not at all satisfied   \n",
       "1         Not very satisfied             Satisfied             Satisfied   \n",
       "2             Very satisfied    Somewhat satisfied             Satisfied   \n",
       "\n",
       "  EquipmentSatisfiedStorage EquipmentSatisfiedRW   InfluenceInternet  \\\n",
       "0            Very satisfied            Satisfied  Not very satisfied   \n",
       "1                 Satisfied   Somewhat satisfied           Satisfied   \n",
       "2                 Satisfied   Somewhat satisfied      Very satisfied   \n",
       "\n",
       "  InfluenceWorkstation    InfluenceHardware     InfluenceServers  \\\n",
       "0                  NaN                  NaN                  NaN   \n",
       "1  No influence at all  No influence at all  No influence at all   \n",
       "2   A lot of influence       Some influence       Some influence   \n",
       "\n",
       "    InfluenceTechStack    InfluenceDeptTech    InfluenceVizTools  \\\n",
       "0                  NaN                  NaN                  NaN   \n",
       "1  No influence at all  No influence at all  No influence at all   \n",
       "2       Some influence   A lot of influence       Some influence   \n",
       "\n",
       "     InfluenceDatabase       InfluenceCloud InfluenceConsultants  \\\n",
       "0                  NaN                  NaN                  NaN   \n",
       "1  No influence at all  No influence at all  No influence at all   \n",
       "2       Some influence       Some influence       Some influence   \n",
       "\n",
       "  InfluenceRecruitment InfluenceCommunication  \\\n",
       "0                  NaN                    NaN   \n",
       "1  No influence at all    No influence at all   \n",
       "2       Some influence         Some influence   \n",
       "\n",
       "                              StackOverflowDescribes  \\\n",
       "0  I have created a CV or Developer Story on Stac...   \n",
       "1  I have created a CV or Developer Story on Stac...   \n",
       "2  I have created a CV or Developer Story on Stac...   \n",
       "\n",
       "   StackOverflowSatisfaction  \\\n",
       "0                        9.0   \n",
       "1                        8.0   \n",
       "2                        8.0   \n",
       "\n",
       "                                StackOverflowDevices StackOverflowFoundAnswer  \\\n",
       "0                                   Desktop; iOS app  At least once each week   \n",
       "1  Desktop; iOS browser; iOS app; Android browser...            Several times   \n",
       "2                      Desktop; iOS browser; iOS app            Once or twice   \n",
       "\n",
       "  StackOverflowCopiedCode StackOverflowJobListing StackOverflowCompanyPage  \\\n",
       "0     Haven't done at all           Once or twice      Haven't done at all   \n",
       "1           Several times           Once or twice            Once or twice   \n",
       "2     Haven't done at all     Haven't done at all      Haven't done at all   \n",
       "\n",
       "  StackOverflowJobSearch StackOverflowNewQuestion     StackOverflowAnswer  \\\n",
       "0    Haven't done at all            Several times           Several times   \n",
       "1          Once or twice      Haven't done at all           Several times   \n",
       "2    Haven't done at all      Haven't done at all  At least once each day   \n",
       "\n",
       "     StackOverflowMetaChat StackOverflowAdsRelevant  \\\n",
       "0            Once or twice           Somewhat agree   \n",
       "1  At least once each week                 Disagree   \n",
       "2   At least once each day                 Disagree   \n",
       "\n",
       "  StackOverflowAdsDistracting StackOverflowModeration StackOverflowCommunity  \\\n",
       "0           Strongly disagree       Strongly disagree         Strongly agree   \n",
       "1           Strongly disagree       Strongly disagree         Strongly agree   \n",
       "2                    Disagree       Strongly disagree         Strongly agree   \n",
       "\n",
       "  StackOverflowHelpful StackOverflowBetter StackOverflowWhatDo  \\\n",
       "0                Agree      Strongly agree      Strongly agree   \n",
       "1                Agree      Strongly agree      Strongly agree   \n",
       "2                Agree               Agree               Agree   \n",
       "\n",
       "  StackOverflowMakeMoney Gender HighestEducationParents  \\\n",
       "0      Strongly disagree   Male             High school   \n",
       "1      Strongly disagree   Male       A master's degree   \n",
       "2               Disagree   Male   A professional degree   \n",
       "\n",
       "                           Race         SurveyLong QuestionsInteresting  \\\n",
       "0  White or of European descent  Strongly disagree       Strongly agree   \n",
       "1  White or of European descent     Somewhat agree       Somewhat agree   \n",
       "2  White or of European descent     Somewhat agree                Agree   \n",
       "\n",
       "  QuestionsConfusing InterestedAnswers    Salary  ExpectedSalary  \n",
       "0           Disagree    Strongly agree       NaN             NaN  \n",
       "1           Disagree    Strongly agree       NaN         37500.0  \n",
       "2           Disagree             Agree  113750.0             NaN  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2017.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Respondent</th>\n",
       "      <th>Hobby</th>\n",
       "      <th>OpenSource</th>\n",
       "      <th>Country</th>\n",
       "      <th>Student</th>\n",
       "      <th>Employment</th>\n",
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       "      <th>DevType</th>\n",
       "      <th>YearsCoding</th>\n",
       "      <th>YearsCodingProf</th>\n",
       "      <th>JobSatisfaction</th>\n",
       "      <th>CareerSatisfaction</th>\n",
       "      <th>HopeFiveYears</th>\n",
       "      <th>JobSearchStatus</th>\n",
       "      <th>LastNewJob</th>\n",
       "      <th>AssessJob1</th>\n",
       "      <th>AssessJob2</th>\n",
       "      <th>AssessJob3</th>\n",
       "      <th>AssessJob4</th>\n",
       "      <th>AssessJob5</th>\n",
       "      <th>AssessJob6</th>\n",
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       "      <th>AssessJob8</th>\n",
       "      <th>AssessJob9</th>\n",
       "      <th>AssessJob10</th>\n",
       "      <th>AssessBenefits1</th>\n",
       "      <th>AssessBenefits2</th>\n",
       "      <th>AssessBenefits3</th>\n",
       "      <th>AssessBenefits4</th>\n",
       "      <th>AssessBenefits5</th>\n",
       "      <th>AssessBenefits6</th>\n",
       "      <th>AssessBenefits7</th>\n",
       "      <th>AssessBenefits8</th>\n",
       "      <th>AssessBenefits9</th>\n",
       "      <th>AssessBenefits10</th>\n",
       "      <th>AssessBenefits11</th>\n",
       "      <th>JobContactPriorities1</th>\n",
       "      <th>JobContactPriorities2</th>\n",
       "      <th>JobContactPriorities3</th>\n",
       "      <th>JobContactPriorities4</th>\n",
       "      <th>JobContactPriorities5</th>\n",
       "      <th>JobEmailPriorities1</th>\n",
       "      <th>JobEmailPriorities2</th>\n",
       "      <th>JobEmailPriorities3</th>\n",
       "      <th>JobEmailPriorities4</th>\n",
       "      <th>JobEmailPriorities5</th>\n",
       "      <th>JobEmailPriorities6</th>\n",
       "      <th>JobEmailPriorities7</th>\n",
       "      <th>UpdateCV</th>\n",
       "      <th>Currency</th>\n",
       "      <th>Salary</th>\n",
       "      <th>SalaryType</th>\n",
       "      <th>ConvertedSalary</th>\n",
       "      <th>CurrencySymbol</th>\n",
       "      <th>CommunicationTools</th>\n",
       "      <th>TimeFullyProductive</th>\n",
       "      <th>EducationTypes</th>\n",
       "      <th>SelfTaughtTypes</th>\n",
       "      <th>TimeAfterBootcamp</th>\n",
       "      <th>HackathonReasons</th>\n",
       "      <th>AgreeDisagree1</th>\n",
       "      <th>AgreeDisagree2</th>\n",
       "      <th>AgreeDisagree3</th>\n",
       "      <th>LanguageWorkedWith</th>\n",
       "      <th>LanguageDesireNextYear</th>\n",
       "      <th>DatabaseWorkedWith</th>\n",
       "      <th>DatabaseDesireNextYear</th>\n",
       "      <th>PlatformWorkedWith</th>\n",
       "      <th>PlatformDesireNextYear</th>\n",
       "      <th>FrameworkWorkedWith</th>\n",
       "      <th>FrameworkDesireNextYear</th>\n",
       "      <th>IDE</th>\n",
       "      <th>OperatingSystem</th>\n",
       "      <th>NumberMonitors</th>\n",
       "      <th>Methodology</th>\n",
       "      <th>VersionControl</th>\n",
       "      <th>CheckInCode</th>\n",
       "      <th>AdBlocker</th>\n",
       "      <th>AdBlockerDisable</th>\n",
       "      <th>AdBlockerReasons</th>\n",
       "      <th>AdsAgreeDisagree1</th>\n",
       "      <th>AdsAgreeDisagree2</th>\n",
       "      <th>AdsAgreeDisagree3</th>\n",
       "      <th>AdsActions</th>\n",
       "      <th>AdsPriorities1</th>\n",
       "      <th>AdsPriorities2</th>\n",
       "      <th>AdsPriorities3</th>\n",
       "      <th>AdsPriorities4</th>\n",
       "      <th>AdsPriorities5</th>\n",
       "      <th>AdsPriorities6</th>\n",
       "      <th>AdsPriorities7</th>\n",
       "      <th>AIDangerous</th>\n",
       "      <th>AIInteresting</th>\n",
       "      <th>AIResponsible</th>\n",
       "      <th>AIFuture</th>\n",
       "      <th>EthicsChoice</th>\n",
       "      <th>EthicsReport</th>\n",
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       "      <th>EthicalImplications</th>\n",
       "      <th>StackOverflowRecommend</th>\n",
       "      <th>StackOverflowVisit</th>\n",
       "      <th>StackOverflowHasAccount</th>\n",
       "      <th>StackOverflowParticipate</th>\n",
       "      <th>StackOverflowJobs</th>\n",
       "      <th>StackOverflowDevStory</th>\n",
       "      <th>StackOverflowJobsRecommend</th>\n",
       "      <th>StackOverflowConsiderMember</th>\n",
       "      <th>HypotheticalTools1</th>\n",
       "      <th>HypotheticalTools2</th>\n",
       "      <th>HypotheticalTools3</th>\n",
       "      <th>HypotheticalTools4</th>\n",
       "      <th>HypotheticalTools5</th>\n",
       "      <th>WakeTime</th>\n",
       "      <th>HoursComputer</th>\n",
       "      <th>HoursOutside</th>\n",
       "      <th>SkipMeals</th>\n",
       "      <th>ErgonomicDevices</th>\n",
       "      <th>Exercise</th>\n",
       "      <th>Gender</th>\n",
       "      <th>SexualOrientation</th>\n",
       "      <th>EducationParents</th>\n",
       "      <th>RaceEthnicity</th>\n",
       "      <th>Age</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>MilitaryUS</th>\n",
       "      <th>SurveyTooLong</th>\n",
       "      <th>SurveyEasy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>98252</th>\n",
       "      <td>90786</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Spain</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Master’s degree (MA, MS, M.Eng., MBA, etc.)</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <th>79662</th>\n",
       "      <td>92625</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sri Lanka</td>\n",
       "      <td>Yes, full-time</td>\n",
       "      <td>Independent contractor, freelancer, or self-em...</td>\n",
       "      <td>Some college/university study without earning ...</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Back-end developer;C-suite executive (CEO, CTO...</td>\n",
       "      <td>6-8 years</td>\n",
       "      <td>6-8 years</td>\n",
       "      <td>Moderately satisfied</td>\n",
       "      <td>Extremely satisfied</td>\n",
       "      <td>Working as a founder or co-founder of my own c...</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>Less than a year ago</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>My job status or other personal status changed</td>\n",
       "      <td>U.S. dollars ($)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook;Jira;Slack;Other chat system (IRC, pr...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Taken a part-time in-person course in programm...</td>\n",
       "      <td>A book or e-book from O’Reilly, Apress, or a s...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>To improve my general technical skills or prog...</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Strongly disagree</td>\n",
       "      <td>C#;Java;PHP;Python;SQL;HTML</td>\n",
       "      <td>C#;Go;Java;Objective-C;SQL;Swift;TypeScript</td>\n",
       "      <td>MongoDB;MySQL;MariaDB;Microsoft Azure (Tables,...</td>\n",
       "      <td>MongoDB;MariaDB</td>\n",
       "      <td>Azure;iOS;Linux;Mac OS</td>\n",
       "      <td>AWS;iOS;Linux;Mac OS;Firebase</td>\n",
       "      <td>.NET Core</td>\n",
       "      <td>Angular;Hadoop;Node.js;React;TensorFlow</td>\n",
       "      <td>IntelliJ;PHPStorm;Sublime Text;Visual Studio;X...</td>\n",
       "      <td>MacOS</td>\n",
       "      <td>1</td>\n",
       "      <td>Agile;Extreme programming (XP);Kanban;Pair pro...</td>\n",
       "      <td>Git;Mercurial</td>\n",
       "      <td>Once a day</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>The website I was visiting forced me to disabl...</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Neither agree nor disagree</td>\n",
       "      <td>Clicked on an online advertisement;Saw an onli...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Evolving definitions of \"fairness\" in algorith...</td>\n",
       "      <td>Algorithms making important decisions</td>\n",
       "      <td>The developers or the people creating the AI</td>\n",
       "      <td>I'm excited about the possibilities more than ...</td>\n",
       "      <td>No</td>\n",
       "      <td>Depends on what it is</td>\n",
       "      <td>The developer who wrote it</td>\n",
       "      <td>Yes</td>\n",
       "      <td>10 (Very Likely)</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No, I have one but it's out of date</td>\n",
       "      <td>6</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Very interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Somewhat interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Between 7:01 - 8:00 AM</td>\n",
       "      <td>9 - 12 hours</td>\n",
       "      <td>Over 4 hours</td>\n",
       "      <td>1 - 2 times per week</td>\n",
       "      <td>Wrist/hand supports or braces</td>\n",
       "      <td>1 - 2 times per week</td>\n",
       "      <td>Male</td>\n",
       "      <td>Straight or heterosexual</td>\n",
       "      <td>Secondary school (e.g. American high school, G...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18 - 24 years old</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The survey was too long</td>\n",
       "      <td>Somewhat easy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80337</th>\n",
       "      <td>100385</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>India</td>\n",
       "      <td>Yes, full-time</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Designer;Mobile developer</td>\n",
       "      <td>0-2 years</td>\n",
       "      <td>0-2 years</td>\n",
       "      <td>Extremely satisfied</td>\n",
       "      <td>Extremely satisfied</td>\n",
       "      <td>Working as a product manager or project manager</td>\n",
       "      <td>I am not interested in new job opportunities</td>\n",
       "      <td>Less than a year ago</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",
       "      <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",
       "      <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",
       "      <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>10 (Very Likely)</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Yes</td>\n",
       "      <td>I have never participated in Q&amp;A on Stack Over...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>10 (Very Likely)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Very interested</td>\n",
       "      <td>Somewhat interested</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>Somewhat interested</td>\n",
       "      <td>Somewhat interested</td>\n",
       "      <td>I do not have a set schedule</td>\n",
       "      <td>9 - 12 hours</td>\n",
       "      <td>3 - 4 hours</td>\n",
       "      <td>1 - 2 times per week</td>\n",
       "      <td>Standing desk</td>\n",
       "      <td>3 - 4 times per week</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9072</th>\n",
       "      <td>12945</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>United States</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Master’s degree (MA, MS, M.Eng., MBA, etc.)</td>\n",
       "      <td>A natural science (ex. biology, chemistry, phy...</td>\n",
       "      <td>500 to 999 employees</td>\n",
       "      <td>Back-end developer;Designer;Front-end develope...</td>\n",
       "      <td>3-5 years</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",
       "      <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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>JavaScript;Python;SQL;HTML;CSS;Bash/Shell</td>\n",
       "      <td>Go;JavaScript;Python;SQL</td>\n",
       "      <td>PostgreSQL</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",
       "      <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",
       "      <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",
       "      <th>48140</th>\n",
       "      <td>68259</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>India</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>10 to 19 employees</td>\n",
       "      <td>Back-end developer;Designer;Front-end develope...</td>\n",
       "      <td>3-5 years</td>\n",
       "      <td>3-5 years</td>\n",
       "      <td>Moderately satisfied</td>\n",
       "      <td>Slightly dissatisfied</td>\n",
       "      <td>Working as a product manager or project manager</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>Between 2 and 4 years ago</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>My job status or other personal status changed</td>\n",
       "      <td>Indian rupees (₹)</td>\n",
       "      <td>30000</td>\n",
       "      <td>Monthly</td>\n",
       "      <td>5640.0</td>\n",
       "      <td>INR</td>\n",
       "      <td>Slack;Trello</td>\n",
       "      <td>Less than a month</td>\n",
       "      <td>Taken a part-time in-person course in programm...</td>\n",
       "      <td>The official documentation and/or standards fo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Neither Agree nor Disagree</td>\n",
       "      <td>C++;CoffeeScript;Java;JavaScript;PHP;TypeScrip...</td>\n",
       "      <td>Go;Java;JavaScript;TypeScript;HTML;CSS</td>\n",
       "      <td>MongoDB;MySQL</td>\n",
       "      <td>MongoDB;MySQL</td>\n",
       "      <td>Android;Heroku;Linux;Mac OS;Raspberry Pi</td>\n",
       "      <td>Android;iOS;Mac OS;Raspberry Pi</td>\n",
       "      <td>Angular;Node.js;React</td>\n",
       "      <td>Angular;Django;Node.js;Spring</td>\n",
       "      <td>Android Studio;Sublime Text;Visual Studio Code</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>2</td>\n",
       "      <td>Agile</td>\n",
       "      <td>Git</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Somewhat disagree</td>\n",
       "      <td>Stopped going to a website because of their ad...</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>Increasing automation of jobs</td>\n",
       "      <td>Artificial intelligence surpassing human intel...</td>\n",
       "      <td>The developers or the people creating the AI</td>\n",
       "      <td>I'm excited about the possibilities more than ...</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes, but only within the company</td>\n",
       "      <td>Upper management at the company/organization</td>\n",
       "      <td>Yes</td>\n",
       "      <td>10 (Very Likely)</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Yes</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>No, I knew that Stack Overflow had a jobs boar...</td>\n",
       "      <td>No, I know what it is but I don't have one</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Somewhat interested</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>Very interested</td>\n",
       "      <td>Not at all interested</td>\n",
       "      <td>Very interested</td>\n",
       "      <td>Between 7:01 - 8:00 AM</td>\n",
       "      <td>5 - 8 hours</td>\n",
       "      <td>1 - 2 hours</td>\n",
       "      <td>Never</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I don't typically exercise</td>\n",
       "      <td>Male</td>\n",
       "      <td>Straight or heterosexual</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>South Asian</td>\n",
       "      <td>25 - 34 years old</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The survey was too long</td>\n",
       "      <td>Very easy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Respondent Hobby OpenSource        Country         Student  \\\n",
       "98252       90786   Yes         No          Spain              No   \n",
       "79662       92625   Yes        Yes      Sri Lanka  Yes, full-time   \n",
       "80337      100385   Yes        Yes          India  Yes, full-time   \n",
       "9072        12945    No         No  United States              No   \n",
       "48140       68259   Yes         No          India              No   \n",
       "\n",
       "                                              Employment  \\\n",
       "98252                                 Employed full-time   \n",
       "79662  Independent contractor, freelancer, or self-em...   \n",
       "80337                                 Employed full-time   \n",
       "9072                                  Employed full-time   \n",
       "48140                                 Employed full-time   \n",
       "\n",
       "                                         FormalEducation  \\\n",
       "98252        Master’s degree (MA, MS, M.Eng., MBA, etc.)   \n",
       "79662  Some college/university study without earning ...   \n",
       "80337           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "9072         Master’s degree (MA, MS, M.Eng., MBA, etc.)   \n",
       "48140           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "\n",
       "                                          UndergradMajor  \\\n",
       "98252                                                NaN   \n",
       "79662  Computer science, computer engineering, or sof...   \n",
       "80337  Computer science, computer engineering, or sof...   \n",
       "9072   A natural science (ex. biology, chemistry, phy...   \n",
       "48140  Computer science, computer engineering, or sof...   \n",
       "\n",
       "                CompanySize  \\\n",
       "98252                   NaN   \n",
       "79662                   NaN   \n",
       "80337                   NaN   \n",
       "9072   500 to 999 employees   \n",
       "48140    10 to 19 employees   \n",
       "\n",
       "                                                 DevType YearsCoding  \\\n",
       "98252                                                NaN         NaN   \n",
       "79662  Back-end developer;C-suite executive (CEO, CTO...   6-8 years   \n",
       "80337                          Designer;Mobile developer   0-2 years   \n",
       "9072   Back-end developer;Designer;Front-end develope...   3-5 years   \n",
       "48140  Back-end developer;Designer;Front-end develope...   3-5 years   \n",
       "\n",
       "      YearsCodingProf       JobSatisfaction     CareerSatisfaction  \\\n",
       "98252             NaN                   NaN                    NaN   \n",
       "79662       6-8 years  Moderately satisfied    Extremely satisfied   \n",
       "80337       0-2 years   Extremely satisfied    Extremely satisfied   \n",
       "9072              NaN                   NaN                    NaN   \n",
       "48140       3-5 years  Moderately satisfied  Slightly dissatisfied   \n",
       "\n",
       "                                           HopeFiveYears  \\\n",
       "98252                                                NaN   \n",
       "79662  Working as a founder or co-founder of my own c...   \n",
       "80337    Working as a product manager or project manager   \n",
       "9072                                                 NaN   \n",
       "48140    Working as a product manager or project manager   \n",
       "\n",
       "                                         JobSearchStatus  \\\n",
       "98252                                                NaN   \n",
       "79662  I’m not actively looking, but I am open to new...   \n",
       "80337       I am not interested in new job opportunities   \n",
       "9072                                                 NaN   \n",
       "48140  I’m not actively looking, but I am open to new...   \n",
       "\n",
       "                      LastNewJob  AssessJob1  AssessJob2  AssessJob3  \\\n",
       "98252                        NaN         NaN         NaN         NaN   \n",
       "79662       Less than a year ago         1.0         8.0         7.0   \n",
       "80337       Less than a year ago         NaN         NaN         NaN   \n",
       "9072                         NaN         NaN         NaN         NaN   \n",
       "48140  Between 2 and 4 years ago         3.0         2.0        10.0   \n",
       "\n",
       "       AssessJob4  AssessJob5  AssessJob6  AssessJob7  AssessJob8  AssessJob9  \\\n",
       "98252         NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "79662         9.0         2.0         5.0        10.0         6.0         3.0   \n",
       "80337         NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "9072          NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "48140         1.0         5.0         4.0         7.0         6.0         9.0   \n",
       "\n",
       "       AssessJob10  AssessBenefits1  AssessBenefits2  AssessBenefits3  \\\n",
       "98252          NaN              NaN              NaN              NaN   \n",
       "79662          4.0              1.0             11.0              7.0   \n",
       "80337          NaN              NaN              NaN              NaN   \n",
       "9072           NaN              NaN              NaN              NaN   \n",
       "48140          8.0              1.0             11.0              2.0   \n",
       "\n",
       "       AssessBenefits4  AssessBenefits5  AssessBenefits6  AssessBenefits7  \\\n",
       "98252              NaN              NaN              NaN              NaN   \n",
       "79662             10.0              6.0              8.0              2.0   \n",
       "80337              NaN              NaN              NaN              NaN   \n",
       "9072               NaN              NaN              NaN              NaN   \n",
       "48140              8.0              6.0             10.0              4.0   \n",
       "\n",
       "       AssessBenefits8  AssessBenefits9  AssessBenefits10  AssessBenefits11  \\\n",
       "98252              NaN              NaN               NaN               NaN   \n",
       "79662              4.0              9.0               3.0               5.0   \n",
       "80337              NaN              NaN               NaN               NaN   \n",
       "9072               NaN              NaN               NaN               NaN   \n",
       "48140              3.0              7.0               5.0               9.0   \n",
       "\n",
       "       JobContactPriorities1  JobContactPriorities2  JobContactPriorities3  \\\n",
       "98252                    NaN                    NaN                    NaN   \n",
       "79662                    2.0                    1.0                    4.0   \n",
       "80337                    NaN                    NaN                    NaN   \n",
       "9072                     NaN                    NaN                    NaN   \n",
       "48140                    NaN                    NaN                    NaN   \n",
       "\n",
       "       JobContactPriorities4  JobContactPriorities5  JobEmailPriorities1  \\\n",
       "98252                    NaN                    NaN                  NaN   \n",
       "79662                    5.0                    3.0                  1.0   \n",
       "80337                    NaN                    NaN                  NaN   \n",
       "9072                     NaN                    NaN                  NaN   \n",
       "48140                    NaN                    NaN                  3.0   \n",
       "\n",
       "       JobEmailPriorities2  JobEmailPriorities3  JobEmailPriorities4  \\\n",
       "98252                  NaN                  NaN                  NaN   \n",
       "79662                  4.0                  6.0                  2.0   \n",
       "80337                  NaN                  NaN                  NaN   \n",
       "9072                   NaN                  NaN                  NaN   \n",
       "48140                  4.0                  2.0                  1.0   \n",
       "\n",
       "       JobEmailPriorities5  JobEmailPriorities6  JobEmailPriorities7  \\\n",
       "98252                  NaN                  NaN                  NaN   \n",
       "79662                  7.0                  5.0                  3.0   \n",
       "80337                  NaN                  NaN                  NaN   \n",
       "9072                   NaN                  NaN                  NaN   \n",
       "48140                  7.0                  6.0                  5.0   \n",
       "\n",
       "                                             UpdateCV           Currency  \\\n",
       "98252                                             NaN                NaN   \n",
       "79662  My job status or other personal status changed   U.S. dollars ($)   \n",
       "80337                                             NaN                NaN   \n",
       "9072                                              NaN                NaN   \n",
       "48140  My job status or other personal status changed  Indian rupees (₹)   \n",
       "\n",
       "      Salary SalaryType  ConvertedSalary CurrencySymbol  \\\n",
       "98252    NaN        NaN              NaN            NaN   \n",
       "79662    NaN        NaN              NaN            NaN   \n",
       "80337    NaN        NaN              NaN            NaN   \n",
       "9072     NaN        NaN              NaN            NaN   \n",
       "48140  30000    Monthly           5640.0            INR   \n",
       "\n",
       "                                      CommunicationTools TimeFullyProductive  \\\n",
       "98252                                                NaN                 NaN   \n",
       "79662  Facebook;Jira;Slack;Other chat system (IRC, pr...                 NaN   \n",
       "80337                                                NaN                 NaN   \n",
       "9072                                                 NaN                 NaN   \n",
       "48140                                       Slack;Trello   Less than a month   \n",
       "\n",
       "                                          EducationTypes  \\\n",
       "98252                                                NaN   \n",
       "79662  Taken a part-time in-person course in programm...   \n",
       "80337                                                NaN   \n",
       "9072                                                 NaN   \n",
       "48140  Taken a part-time in-person course in programm...   \n",
       "\n",
       "                                         SelfTaughtTypes TimeAfterBootcamp  \\\n",
       "98252                                                NaN               NaN   \n",
       "79662  A book or e-book from O’Reilly, Apress, or a s...               NaN   \n",
       "80337                                                NaN               NaN   \n",
       "9072                                                 NaN               NaN   \n",
       "48140  The official documentation and/or standards fo...               NaN   \n",
       "\n",
       "                                        HackathonReasons  AgreeDisagree1  \\\n",
       "98252                                                NaN             NaN   \n",
       "79662  To improve my general technical skills or prog...  Strongly agree   \n",
       "80337                                                NaN             NaN   \n",
       "9072                                                 NaN             NaN   \n",
       "48140                                                NaN           Agree   \n",
       "\n",
       "      AgreeDisagree2              AgreeDisagree3  \\\n",
       "98252            NaN                         NaN   \n",
       "79662          Agree           Strongly disagree   \n",
       "80337            NaN                         NaN   \n",
       "9072             NaN                         NaN   \n",
       "48140          Agree  Neither Agree nor Disagree   \n",
       "\n",
       "                                      LanguageWorkedWith  \\\n",
       "98252                                                NaN   \n",
       "79662                        C#;Java;PHP;Python;SQL;HTML   \n",
       "80337                                                NaN   \n",
       "9072           JavaScript;Python;SQL;HTML;CSS;Bash/Shell   \n",
       "48140  C++;CoffeeScript;Java;JavaScript;PHP;TypeScrip...   \n",
       "\n",
       "                            LanguageDesireNextYear  \\\n",
       "98252                                          NaN   \n",
       "79662  C#;Go;Java;Objective-C;SQL;Swift;TypeScript   \n",
       "80337                                          NaN   \n",
       "9072                      Go;JavaScript;Python;SQL   \n",
       "48140       Go;Java;JavaScript;TypeScript;HTML;CSS   \n",
       "\n",
       "                                      DatabaseWorkedWith  \\\n",
       "98252                                                NaN   \n",
       "79662  MongoDB;MySQL;MariaDB;Microsoft Azure (Tables,...   \n",
       "80337                                                NaN   \n",
       "9072                                          PostgreSQL   \n",
       "48140                                      MongoDB;MySQL   \n",
       "\n",
       "      DatabaseDesireNextYear                        PlatformWorkedWith  \\\n",
       "98252                    NaN                                       NaN   \n",
       "79662        MongoDB;MariaDB                    Azure;iOS;Linux;Mac OS   \n",
       "80337                    NaN                                       NaN   \n",
       "9072                     NaN                                       NaN   \n",
       "48140          MongoDB;MySQL  Android;Heroku;Linux;Mac OS;Raspberry Pi   \n",
       "\n",
       "                PlatformDesireNextYear    FrameworkWorkedWith  \\\n",
       "98252                              NaN                    NaN   \n",
       "79662    AWS;iOS;Linux;Mac OS;Firebase              .NET Core   \n",
       "80337                              NaN                    NaN   \n",
       "9072                               NaN                    NaN   \n",
       "48140  Android;iOS;Mac OS;Raspberry Pi  Angular;Node.js;React   \n",
       "\n",
       "                       FrameworkDesireNextYear  \\\n",
       "98252                                      NaN   \n",
       "79662  Angular;Hadoop;Node.js;React;TensorFlow   \n",
       "80337                                      NaN   \n",
       "9072                                       NaN   \n",
       "48140            Angular;Django;Node.js;Spring   \n",
       "\n",
       "                                                     IDE OperatingSystem  \\\n",
       "98252                                                NaN             NaN   \n",
       "79662  IntelliJ;PHPStorm;Sublime Text;Visual Studio;X...           MacOS   \n",
       "80337                                                NaN             NaN   \n",
       "9072                                                 NaN             NaN   \n",
       "48140     Android Studio;Sublime Text;Visual Studio Code     Linux-based   \n",
       "\n",
       "      NumberMonitors                                        Methodology  \\\n",
       "98252            NaN                                                NaN   \n",
       "79662              1  Agile;Extreme programming (XP);Kanban;Pair pro...   \n",
       "80337            NaN                                                NaN   \n",
       "9072             NaN                                                NaN   \n",
       "48140              2                                              Agile   \n",
       "\n",
       "      VersionControl             CheckInCode AdBlocker AdBlockerDisable  \\\n",
       "98252            NaN                     NaN       NaN              NaN   \n",
       "79662  Git;Mercurial              Once a day       Yes              Yes   \n",
       "80337            NaN                     NaN       NaN              NaN   \n",
       "9072             NaN                     NaN       NaN              NaN   \n",
       "48140            Git  Multiple times per day       Yes               No   \n",
       "\n",
       "                                        AdBlockerReasons AdsAgreeDisagree1  \\\n",
       "98252                                                NaN               NaN   \n",
       "79662  The website I was visiting forced me to disabl...    Strongly agree   \n",
       "80337                                                NaN               NaN   \n",
       "9072                                                 NaN               NaN   \n",
       "48140                                                NaN    Strongly agree   \n",
       "\n",
       "      AdsAgreeDisagree2           AdsAgreeDisagree3  \\\n",
       "98252               NaN                         NaN   \n",
       "79662    Somewhat agree  Neither agree nor disagree   \n",
       "80337               NaN                         NaN   \n",
       "9072                NaN                         NaN   \n",
       "48140    Strongly agree           Somewhat disagree   \n",
       "\n",
       "                                              AdsActions  AdsPriorities1  \\\n",
       "98252                                                NaN             NaN   \n",
       "79662  Clicked on an online advertisement;Saw an onli...             3.0   \n",
       "80337                                                NaN             NaN   \n",
       "9072                                                 NaN             NaN   \n",
       "48140  Stopped going to a website because of their ad...             NaN   \n",
       "\n",
       "       AdsPriorities2  AdsPriorities3  AdsPriorities4  AdsPriorities5  \\\n",
       "98252             NaN             NaN             NaN             NaN   \n",
       "79662             6.0             4.0             1.0             2.0   \n",
       "80337             NaN             NaN             NaN             NaN   \n",
       "9072              NaN             NaN             NaN             NaN   \n",
       "48140             NaN             NaN             NaN             NaN   \n",
       "\n",
       "       AdsPriorities6  AdsPriorities7  \\\n",
       "98252             NaN             NaN   \n",
       "79662             5.0             7.0   \n",
       "80337             NaN             NaN   \n",
       "9072              NaN             NaN   \n",
       "48140             NaN             NaN   \n",
       "\n",
       "                                             AIDangerous  \\\n",
       "98252                                                NaN   \n",
       "79662  Evolving definitions of \"fairness\" in algorith...   \n",
       "80337                                                NaN   \n",
       "9072                                                 NaN   \n",
       "48140                      Increasing automation of jobs   \n",
       "\n",
       "                                           AIInteresting  \\\n",
       "98252                                                NaN   \n",
       "79662              Algorithms making important decisions   \n",
       "80337                                                NaN   \n",
       "9072                                                 NaN   \n",
       "48140  Artificial intelligence surpassing human intel...   \n",
       "\n",
       "                                      AIResponsible  \\\n",
       "98252                                           NaN   \n",
       "79662  The developers or the people creating the AI   \n",
       "80337                                           NaN   \n",
       "9072                                            NaN   \n",
       "48140  The developers or the people creating the AI   \n",
       "\n",
       "                                                AIFuture EthicsChoice  \\\n",
       "98252                                                NaN          NaN   \n",
       "79662  I'm excited about the possibilities more than ...           No   \n",
       "80337                                                NaN          NaN   \n",
       "9072                                                 NaN          NaN   \n",
       "48140  I'm excited about the possibilities more than ...           No   \n",
       "\n",
       "                           EthicsReport  \\\n",
       "98252                               NaN   \n",
       "79662             Depends on what it is   \n",
       "80337                               NaN   \n",
       "9072                                NaN   \n",
       "48140  Yes, but only within the company   \n",
       "\n",
       "                                  EthicsResponsible EthicalImplications  \\\n",
       "98252                                           NaN                 NaN   \n",
       "79662                    The developer who wrote it                 Yes   \n",
       "80337                                           NaN                 NaN   \n",
       "9072                                            NaN                 NaN   \n",
       "48140  Upper management at the company/organization                 Yes   \n",
       "\n",
       "      StackOverflowRecommend      StackOverflowVisit StackOverflowHasAccount  \\\n",
       "98252                    NaN                     NaN                     NaN   \n",
       "79662       10 (Very Likely)  Multiple times per day                     Yes   \n",
       "80337       10 (Very Likely)  Multiple times per day                     Yes   \n",
       "9072                     NaN                     NaN                     NaN   \n",
       "48140       10 (Very Likely)  Multiple times per day                     Yes   \n",
       "\n",
       "                                StackOverflowParticipate  \\\n",
       "98252                                                NaN   \n",
       "79662                             Multiple times per day   \n",
       "80337  I have never participated in Q&A on Stack Over...   \n",
       "9072                                                 NaN   \n",
       "48140                    A few times per month or weekly   \n",
       "\n",
       "                                       StackOverflowJobs  \\\n",
       "98252                                                NaN   \n",
       "79662                                                Yes   \n",
       "80337                                                Yes   \n",
       "9072                                                 NaN   \n",
       "48140  No, I knew that Stack Overflow had a jobs boar...   \n",
       "\n",
       "                            StackOverflowDevStory StackOverflowJobsRecommend  \\\n",
       "98252                                         NaN                        NaN   \n",
       "79662         No, I have one but it's out of date                          6   \n",
       "80337                                         Yes           10 (Very Likely)   \n",
       "9072                                          NaN                        NaN   \n",
       "48140  No, I know what it is but I don't have one                        NaN   \n",
       "\n",
       "      StackOverflowConsiderMember   HypotheticalTools1  \\\n",
       "98252                         NaN                  NaN   \n",
       "79662                         Yes      Very interested   \n",
       "80337                         Yes      Very interested   \n",
       "9072                          NaN                  NaN   \n",
       "48140                         Yes  Somewhat interested   \n",
       "\n",
       "            HypotheticalTools2       HypotheticalTools3  \\\n",
       "98252                      NaN                      NaN   \n",
       "79662     Extremely interested     Extremely interested   \n",
       "80337      Somewhat interested  A little bit interested   \n",
       "9072                       NaN                      NaN   \n",
       "48140  A little bit interested          Very interested   \n",
       "\n",
       "          HypotheticalTools4    HypotheticalTools5  \\\n",
       "98252                    NaN                   NaN   \n",
       "79662    Somewhat interested  Extremely interested   \n",
       "80337    Somewhat interested   Somewhat interested   \n",
       "9072                     NaN                   NaN   \n",
       "48140  Not at all interested       Very interested   \n",
       "\n",
       "                           WakeTime HoursComputer  HoursOutside  \\\n",
       "98252                           NaN           NaN           NaN   \n",
       "79662        Between 7:01 - 8:00 AM  9 - 12 hours  Over 4 hours   \n",
       "80337  I do not have a set schedule  9 - 12 hours   3 - 4 hours   \n",
       "9072                            NaN           NaN           NaN   \n",
       "48140        Between 7:01 - 8:00 AM   5 - 8 hours   1 - 2 hours   \n",
       "\n",
       "                  SkipMeals               ErgonomicDevices  \\\n",
       "98252                   NaN                            NaN   \n",
       "79662  1 - 2 times per week  Wrist/hand supports or braces   \n",
       "80337  1 - 2 times per week                  Standing desk   \n",
       "9072                    NaN                            NaN   \n",
       "48140                 Never                            NaN   \n",
       "\n",
       "                         Exercise Gender         SexualOrientation  \\\n",
       "98252                         NaN    NaN                       NaN   \n",
       "79662        1 - 2 times per week   Male  Straight or heterosexual   \n",
       "80337        3 - 4 times per week    NaN                       NaN   \n",
       "9072                          NaN    NaN                       NaN   \n",
       "48140  I don't typically exercise   Male  Straight or heterosexual   \n",
       "\n",
       "                                        EducationParents RaceEthnicity  \\\n",
       "98252                                                NaN           NaN   \n",
       "79662  Secondary school (e.g. American high school, G...           NaN   \n",
       "80337                                                NaN           NaN   \n",
       "9072                                                 NaN           NaN   \n",
       "48140           Bachelor’s degree (BA, BS, B.Eng., etc.)   South Asian   \n",
       "\n",
       "                     Age Dependents MilitaryUS            SurveyTooLong  \\\n",
       "98252                NaN        NaN        NaN                      NaN   \n",
       "79662  18 - 24 years old         No        NaN  The survey was too long   \n",
       "80337                NaN        NaN        NaN                      NaN   \n",
       "9072                 NaN        NaN        NaN                      NaN   \n",
       "48140  25 - 34 years old         No        NaN  The survey was too long   \n",
       "\n",
       "          SurveyEasy  \n",
       "98252            NaN  \n",
       "79662  Somewhat easy  \n",
       "80337            NaN  \n",
       "9072             NaN  \n",
       "48140      Very easy  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Little Exploration on Stackoverflow survey data of 2018\n",
    "df_2018.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Respondent</th>\n",
       "      <th>Hobby</th>\n",
       "      <th>OpenSource</th>\n",
       "      <th>Country</th>\n",
       "      <th>Student</th>\n",
       "      <th>Employment</th>\n",
       "      <th>FormalEducation</th>\n",
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       "      <th>CompanySize</th>\n",
       "      <th>DevType</th>\n",
       "      <th>YearsCoding</th>\n",
       "      <th>YearsCodingProf</th>\n",
       "      <th>JobSatisfaction</th>\n",
       "      <th>CareerSatisfaction</th>\n",
       "      <th>HopeFiveYears</th>\n",
       "      <th>JobSearchStatus</th>\n",
       "      <th>LastNewJob</th>\n",
       "      <th>AssessJob1</th>\n",
       "      <th>AssessJob2</th>\n",
       "      <th>AssessJob3</th>\n",
       "      <th>AssessJob4</th>\n",
       "      <th>AssessJob5</th>\n",
       "      <th>AssessJob6</th>\n",
       "      <th>AssessJob7</th>\n",
       "      <th>AssessJob8</th>\n",
       "      <th>AssessJob9</th>\n",
       "      <th>AssessJob10</th>\n",
       "      <th>AssessBenefits1</th>\n",
       "      <th>AssessBenefits2</th>\n",
       "      <th>AssessBenefits3</th>\n",
       "      <th>AssessBenefits4</th>\n",
       "      <th>AssessBenefits5</th>\n",
       "      <th>AssessBenefits6</th>\n",
       "      <th>AssessBenefits7</th>\n",
       "      <th>AssessBenefits8</th>\n",
       "      <th>AssessBenefits9</th>\n",
       "      <th>AssessBenefits10</th>\n",
       "      <th>AssessBenefits11</th>\n",
       "      <th>JobContactPriorities1</th>\n",
       "      <th>JobContactPriorities2</th>\n",
       "      <th>JobContactPriorities3</th>\n",
       "      <th>JobContactPriorities4</th>\n",
       "      <th>JobContactPriorities5</th>\n",
       "      <th>JobEmailPriorities1</th>\n",
       "      <th>JobEmailPriorities2</th>\n",
       "      <th>JobEmailPriorities3</th>\n",
       "      <th>JobEmailPriorities4</th>\n",
       "      <th>JobEmailPriorities5</th>\n",
       "      <th>JobEmailPriorities6</th>\n",
       "      <th>JobEmailPriorities7</th>\n",
       "      <th>UpdateCV</th>\n",
       "      <th>Currency</th>\n",
       "      <th>Salary</th>\n",
       "      <th>SalaryType</th>\n",
       "      <th>ConvertedSalary</th>\n",
       "      <th>CurrencySymbol</th>\n",
       "      <th>CommunicationTools</th>\n",
       "      <th>TimeFullyProductive</th>\n",
       "      <th>EducationTypes</th>\n",
       "      <th>SelfTaughtTypes</th>\n",
       "      <th>TimeAfterBootcamp</th>\n",
       "      <th>HackathonReasons</th>\n",
       "      <th>AgreeDisagree1</th>\n",
       "      <th>AgreeDisagree2</th>\n",
       "      <th>AgreeDisagree3</th>\n",
       "      <th>LanguageWorkedWith</th>\n",
       "      <th>LanguageDesireNextYear</th>\n",
       "      <th>DatabaseWorkedWith</th>\n",
       "      <th>DatabaseDesireNextYear</th>\n",
       "      <th>PlatformWorkedWith</th>\n",
       "      <th>PlatformDesireNextYear</th>\n",
       "      <th>FrameworkWorkedWith</th>\n",
       "      <th>FrameworkDesireNextYear</th>\n",
       "      <th>IDE</th>\n",
       "      <th>OperatingSystem</th>\n",
       "      <th>NumberMonitors</th>\n",
       "      <th>Methodology</th>\n",
       "      <th>VersionControl</th>\n",
       "      <th>CheckInCode</th>\n",
       "      <th>AdBlocker</th>\n",
       "      <th>AdBlockerDisable</th>\n",
       "      <th>AdBlockerReasons</th>\n",
       "      <th>AdsAgreeDisagree1</th>\n",
       "      <th>AdsAgreeDisagree2</th>\n",
       "      <th>AdsAgreeDisagree3</th>\n",
       "      <th>AdsActions</th>\n",
       "      <th>AdsPriorities1</th>\n",
       "      <th>AdsPriorities2</th>\n",
       "      <th>AdsPriorities3</th>\n",
       "      <th>AdsPriorities4</th>\n",
       "      <th>AdsPriorities5</th>\n",
       "      <th>AdsPriorities6</th>\n",
       "      <th>AdsPriorities7</th>\n",
       "      <th>AIDangerous</th>\n",
       "      <th>AIInteresting</th>\n",
       "      <th>AIResponsible</th>\n",
       "      <th>AIFuture</th>\n",
       "      <th>EthicsChoice</th>\n",
       "      <th>EthicsReport</th>\n",
       "      <th>EthicsResponsible</th>\n",
       "      <th>EthicalImplications</th>\n",
       "      <th>StackOverflowRecommend</th>\n",
       "      <th>StackOverflowVisit</th>\n",
       "      <th>StackOverflowHasAccount</th>\n",
       "      <th>StackOverflowParticipate</th>\n",
       "      <th>StackOverflowJobs</th>\n",
       "      <th>StackOverflowDevStory</th>\n",
       "      <th>StackOverflowJobsRecommend</th>\n",
       "      <th>StackOverflowConsiderMember</th>\n",
       "      <th>HypotheticalTools1</th>\n",
       "      <th>HypotheticalTools2</th>\n",
       "      <th>HypotheticalTools3</th>\n",
       "      <th>HypotheticalTools4</th>\n",
       "      <th>HypotheticalTools5</th>\n",
       "      <th>WakeTime</th>\n",
       "      <th>HoursComputer</th>\n",
       "      <th>HoursOutside</th>\n",
       "      <th>SkipMeals</th>\n",
       "      <th>ErgonomicDevices</th>\n",
       "      <th>Exercise</th>\n",
       "      <th>Gender</th>\n",
       "      <th>SexualOrientation</th>\n",
       "      <th>EducationParents</th>\n",
       "      <th>RaceEthnicity</th>\n",
       "      <th>Age</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>MilitaryUS</th>\n",
       "      <th>SurveyTooLong</th>\n",
       "      <th>SurveyEasy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed part-time</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>Mathematics or statistics</td>\n",
       "      <td>20 to 99 employees</td>\n",
       "      <td>Full-stack developer</td>\n",
       "      <td>3-5 years</td>\n",
       "      <td>3-5 years</td>\n",
       "      <td>Extremely satisfied</td>\n",
       "      <td>Extremely satisfied</td>\n",
       "      <td>Working as a founder or co-founder of my own c...</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>Less than a year ago</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</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>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>My job status or other personal status changed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Monthly</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KES</td>\n",
       "      <td>Slack</td>\n",
       "      <td>One to three months</td>\n",
       "      <td>Taught yourself a new language, framework, or ...</td>\n",
       "      <td>The official documentation and/or standards fo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>To build my professional network</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Neither Agree nor Disagree</td>\n",
       "      <td>JavaScript;Python;HTML;CSS</td>\n",
       "      <td>JavaScript;Python;HTML;CSS</td>\n",
       "      <td>Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/A...</td>\n",
       "      <td>Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/A...</td>\n",
       "      <td>AWS;Azure;Linux;Firebase</td>\n",
       "      <td>AWS;Azure;Linux;Firebase</td>\n",
       "      <td>Django;React</td>\n",
       "      <td>Django;React</td>\n",
       "      <td>Komodo;Vim;Visual Studio Code</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>1</td>\n",
       "      <td>Agile;Scrum</td>\n",
       "      <td>Git</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Strongly agree</td>\n",
       "      <td>Saw an online advertisement and then researche...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Artificial intelligence surpassing human intel...</td>\n",
       "      <td>Algorithms making important decisions</td>\n",
       "      <td>The developers or the people creating the AI</td>\n",
       "      <td>I'm excited about the possibilities more than ...</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes, and publicly</td>\n",
       "      <td>Upper management at the company/organization</td>\n",
       "      <td>Yes</td>\n",
       "      <td>10 (Very Likely)</td>\n",
       "      <td>Multiple times per day</td>\n",
       "      <td>Yes</td>\n",
       "      <td>I have never participated in Q&amp;A on Stack Over...</td>\n",
       "      <td>No, I knew that Stack Overflow had a jobs boar...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Extremely interested</td>\n",
       "      <td>Between 5:00 - 6:00 AM</td>\n",
       "      <td>9 - 12 hours</td>\n",
       "      <td>1 - 2 hours</td>\n",
       "      <td>Never</td>\n",
       "      <td>Standing desk</td>\n",
       "      <td>3 - 4 times per week</td>\n",
       "      <td>Male</td>\n",
       "      <td>Straight or heterosexual</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>Black or of African descent</td>\n",
       "      <td>25 - 34 years old</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The survey was an appropriate length</td>\n",
       "      <td>Very easy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>A natural science (ex. biology, chemistry, phy...</td>\n",
       "      <td>10,000 or more employees</td>\n",
       "      <td>Database administrator;DevOps specialist;Full-...</td>\n",
       "      <td>30 or more years</td>\n",
       "      <td>18-20 years</td>\n",
       "      <td>Moderately dissatisfied</td>\n",
       "      <td>Neither satisfied nor dissatisfied</td>\n",
       "      <td>Working in a different or more specialized tec...</td>\n",
       "      <td>I am actively looking for a job</td>\n",
       "      <td>More than 4 years ago</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>I saw an employer’s advertisement</td>\n",
       "      <td>British pounds sterling (£)</td>\n",
       "      <td>51000</td>\n",
       "      <td>Yearly</td>\n",
       "      <td>70841.0</td>\n",
       "      <td>GBP</td>\n",
       "      <td>Confluence;Office / productivity suite (Micros...</td>\n",
       "      <td>One to three months</td>\n",
       "      <td>Taught yourself a new language, framework, or ...</td>\n",
       "      <td>The official documentation and/or standards fo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Agree</td>\n",
       "      <td>Neither Agree nor Disagree</td>\n",
       "      <td>JavaScript;Python;Bash/Shell</td>\n",
       "      <td>Go;Python</td>\n",
       "      <td>Redis;PostgreSQL;Memcached</td>\n",
       "      <td>PostgreSQL</td>\n",
       "      <td>Linux</td>\n",
       "      <td>Linux</td>\n",
       "      <td>Django</td>\n",
       "      <td>React</td>\n",
       "      <td>IPython / Jupyter;Sublime Text;Vim</td>\n",
       "      <td>Linux-based</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Git;Subversion</td>\n",
       "      <td>A few times per week</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>The website I was visiting asked me to disable it</td>\n",
       "      <td>Somewhat agree</td>\n",
       "      <td>Neither agree nor disagree</td>\n",
       "      <td>Neither agree nor disagree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Increasing automation of jobs</td>\n",
       "      <td>Increasing automation of jobs</td>\n",
       "      <td>The developers or the people creating the AI</td>\n",
       "      <td>I'm excited about the possibilities more than ...</td>\n",
       "      <td>Depends on what it is</td>\n",
       "      <td>Depends on what it is</td>\n",
       "      <td>Upper management at the company/organization</td>\n",
       "      <td>Yes</td>\n",
       "      <td>10 (Very Likely)</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Yes</td>\n",
       "      <td>A few times per month or weekly</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No, I have one but it's out of date</td>\n",
       "      <td>7</td>\n",
       "      <td>Yes</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>A little bit interested</td>\n",
       "      <td>Between 6:01 - 7:00 AM</td>\n",
       "      <td>5 - 8 hours</td>\n",
       "      <td>30 - 59 minutes</td>\n",
       "      <td>Never</td>\n",
       "      <td>Ergonomic keyboard or mouse</td>\n",
       "      <td>Daily or almost every day</td>\n",
       "      <td>Male</td>\n",
       "      <td>Straight or heterosexual</td>\n",
       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
       "      <td>White or of European descent</td>\n",
       "      <td>35 - 44 years old</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The survey was an appropriate length</td>\n",
       "      <td>Somewhat easy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>United States</td>\n",
       "      <td>No</td>\n",
       "      <td>Employed full-time</td>\n",
       "      <td>Associate degree</td>\n",
       "      <td>Computer science, computer engineering, or sof...</td>\n",
       "      <td>20 to 99 employees</td>\n",
       "      <td>Engineering manager;Full-stack developer</td>\n",
       "      <td>24-26 years</td>\n",
       "      <td>6-8 years</td>\n",
       "      <td>Moderately satisfied</td>\n",
       "      <td>Moderately satisfied</td>\n",
       "      <td>Working as a founder or co-founder of my own c...</td>\n",
       "      <td>I’m not actively looking, but I am open to new...</td>\n",
       "      <td>Less than a year ago</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Respondent Hobby OpenSource         Country Student          Employment  \\\n",
       "0           1   Yes         No           Kenya      No  Employed part-time   \n",
       "1           3   Yes        Yes  United Kingdom      No  Employed full-time   \n",
       "2           4   Yes        Yes   United States      No  Employed full-time   \n",
       "\n",
       "                            FormalEducation  \\\n",
       "0  Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "1  Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
       "2                          Associate degree   \n",
       "\n",
       "                                      UndergradMajor  \\\n",
       "0                          Mathematics or statistics   \n",
       "1  A natural science (ex. biology, chemistry, phy...   \n",
       "2  Computer science, computer engineering, or sof...   \n",
       "\n",
       "                CompanySize  \\\n",
       "0        20 to 99 employees   \n",
       "1  10,000 or more employees   \n",
       "2        20 to 99 employees   \n",
       "\n",
       "                                             DevType       YearsCoding  \\\n",
       "0                               Full-stack developer         3-5 years   \n",
       "1  Database administrator;DevOps specialist;Full-...  30 or more years   \n",
       "2           Engineering manager;Full-stack developer       24-26 years   \n",
       "\n",
       "  YearsCodingProf          JobSatisfaction  \\\n",
       "0       3-5 years      Extremely satisfied   \n",
       "1     18-20 years  Moderately dissatisfied   \n",
       "2       6-8 years     Moderately satisfied   \n",
       "\n",
       "                   CareerSatisfaction  \\\n",
       "0                 Extremely satisfied   \n",
       "1  Neither satisfied nor dissatisfied   \n",
       "2                Moderately satisfied   \n",
       "\n",
       "                                       HopeFiveYears  \\\n",
       "0  Working as a founder or co-founder of my own c...   \n",
       "1  Working in a different or more specialized tec...   \n",
       "2  Working as a founder or co-founder of my own c...   \n",
       "\n",
       "                                     JobSearchStatus             LastNewJob  \\\n",
       "0  I’m not actively looking, but I am open to new...   Less than a year ago   \n",
       "1                    I am actively looking for a job  More than 4 years ago   \n",
       "2  I’m not actively looking, but I am open to new...   Less than a year ago   \n",
       "\n",
       "   AssessJob1  AssessJob2  AssessJob3  AssessJob4  AssessJob5  AssessJob6  \\\n",
       "0        10.0         7.0         8.0         1.0         2.0         5.0   \n",
       "1         1.0         7.0        10.0         8.0         2.0         5.0   \n",
       "2         NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "\n",
       "   AssessJob7  AssessJob8  AssessJob9  AssessJob10  AssessBenefits1  \\\n",
       "0         3.0         4.0         9.0          6.0              NaN   \n",
       "1         4.0         3.0         6.0          9.0              1.0   \n",
       "2         NaN         NaN         NaN          NaN              NaN   \n",
       "\n",
       "   AssessBenefits2  AssessBenefits3  AssessBenefits4  AssessBenefits5  \\\n",
       "0              NaN              NaN              NaN              NaN   \n",
       "1              5.0              3.0              7.0             10.0   \n",
       "2              NaN              NaN              NaN              NaN   \n",
       "\n",
       "   AssessBenefits6  AssessBenefits7  AssessBenefits8  AssessBenefits9  \\\n",
       "0              NaN              NaN              NaN              NaN   \n",
       "1              4.0             11.0              9.0              6.0   \n",
       "2              NaN              NaN              NaN              NaN   \n",
       "\n",
       "   AssessBenefits10  AssessBenefits11  JobContactPriorities1  \\\n",
       "0               NaN               NaN                    3.0   \n",
       "1               2.0               8.0                    3.0   \n",
       "2               NaN               NaN                    NaN   \n",
       "\n",
       "   JobContactPriorities2  JobContactPriorities3  JobContactPriorities4  \\\n",
       "0                    1.0                    4.0                    2.0   \n",
       "1                    1.0                    5.0                    2.0   \n",
       "2                    NaN                    NaN                    NaN   \n",
       "\n",
       "   JobContactPriorities5  JobEmailPriorities1  JobEmailPriorities2  \\\n",
       "0                    5.0                  5.0                  6.0   \n",
       "1                    4.0                  1.0                  3.0   \n",
       "2                    NaN                  NaN                  NaN   \n",
       "\n",
       "   JobEmailPriorities3  JobEmailPriorities4  JobEmailPriorities5  \\\n",
       "0                  7.0                  2.0                  1.0   \n",
       "1                  4.0                  5.0                  2.0   \n",
       "2                  NaN                  NaN                  NaN   \n",
       "\n",
       "   JobEmailPriorities6  JobEmailPriorities7  \\\n",
       "0                  4.0                  3.0   \n",
       "1                  6.0                  7.0   \n",
       "2                  NaN                  NaN   \n",
       "\n",
       "                                         UpdateCV  \\\n",
       "0  My job status or other personal status changed   \n",
       "1               I saw an employer’s advertisement   \n",
       "2                                             NaN   \n",
       "\n",
       "                      Currency Salary SalaryType  ConvertedSalary  \\\n",
       "0                          NaN    NaN    Monthly              NaN   \n",
       "1  British pounds sterling (£)  51000     Yearly          70841.0   \n",
       "2                          NaN    NaN        NaN              NaN   \n",
       "\n",
       "  CurrencySymbol                                 CommunicationTools  \\\n",
       "0            KES                                              Slack   \n",
       "1            GBP  Confluence;Office / productivity suite (Micros...   \n",
       "2            NaN                                                NaN   \n",
       "\n",
       "   TimeFullyProductive                                     EducationTypes  \\\n",
       "0  One to three months  Taught yourself a new language, framework, or ...   \n",
       "1  One to three months  Taught yourself a new language, framework, or ...   \n",
       "2                  NaN                                                NaN   \n",
       "\n",
       "                                     SelfTaughtTypes TimeAfterBootcamp  \\\n",
       "0  The official documentation and/or standards fo...               NaN   \n",
       "1  The official documentation and/or standards fo...               NaN   \n",
       "2                                                NaN               NaN   \n",
       "\n",
       "                   HackathonReasons  AgreeDisagree1  AgreeDisagree2  \\\n",
       "0  To build my professional network  Strongly agree  Strongly agree   \n",
       "1                               NaN           Agree           Agree   \n",
       "2                               NaN             NaN             NaN   \n",
       "\n",
       "               AgreeDisagree3            LanguageWorkedWith  \\\n",
       "0  Neither Agree nor Disagree    JavaScript;Python;HTML;CSS   \n",
       "1  Neither Agree nor Disagree  JavaScript;Python;Bash/Shell   \n",
       "2                         NaN                           NaN   \n",
       "\n",
       "       LanguageDesireNextYear  \\\n",
       "0  JavaScript;Python;HTML;CSS   \n",
       "1                   Go;Python   \n",
       "2                         NaN   \n",
       "\n",
       "                                  DatabaseWorkedWith  \\\n",
       "0  Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/A...   \n",
       "1                         Redis;PostgreSQL;Memcached   \n",
       "2                                                NaN   \n",
       "\n",
       "                              DatabaseDesireNextYear  \\\n",
       "0  Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/A...   \n",
       "1                                         PostgreSQL   \n",
       "2                                                NaN   \n",
       "\n",
       "         PlatformWorkedWith    PlatformDesireNextYear FrameworkWorkedWith  \\\n",
       "0  AWS;Azure;Linux;Firebase  AWS;Azure;Linux;Firebase        Django;React   \n",
       "1                     Linux                     Linux              Django   \n",
       "2                       NaN                       NaN                 NaN   \n",
       "\n",
       "  FrameworkDesireNextYear                                 IDE OperatingSystem  \\\n",
       "0            Django;React       Komodo;Vim;Visual Studio Code     Linux-based   \n",
       "1                   React  IPython / Jupyter;Sublime Text;Vim     Linux-based   \n",
       "2                     NaN                                 NaN             NaN   \n",
       "\n",
       "  NumberMonitors  Methodology  VersionControl             CheckInCode  \\\n",
       "0              1  Agile;Scrum             Git  Multiple times per day   \n",
       "1              2          NaN  Git;Subversion    A few times per week   \n",
       "2            NaN          NaN             NaN                     NaN   \n",
       "\n",
       "  AdBlocker AdBlockerDisable  \\\n",
       "0       Yes               No   \n",
       "1       Yes              Yes   \n",
       "2       NaN              NaN   \n",
       "\n",
       "                                    AdBlockerReasons AdsAgreeDisagree1  \\\n",
       "0                                                NaN    Strongly agree   \n",
       "1  The website I was visiting asked me to disable it    Somewhat agree   \n",
       "2                                                NaN               NaN   \n",
       "\n",
       "            AdsAgreeDisagree2           AdsAgreeDisagree3  \\\n",
       "0              Strongly agree              Strongly agree   \n",
       "1  Neither agree nor disagree  Neither agree nor disagree   \n",
       "2                         NaN                         NaN   \n",
       "\n",
       "                                          AdsActions  AdsPriorities1  \\\n",
       "0  Saw an online advertisement and then researche...             1.0   \n",
       "1                                                NaN             3.0   \n",
       "2                                                NaN             NaN   \n",
       "\n",
       "   AdsPriorities2  AdsPriorities3  AdsPriorities4  AdsPriorities5  \\\n",
       "0             5.0             4.0             7.0             2.0   \n",
       "1             5.0             1.0             4.0             6.0   \n",
       "2             NaN             NaN             NaN             NaN   \n",
       "\n",
       "   AdsPriorities6  AdsPriorities7  \\\n",
       "0             6.0             3.0   \n",
       "1             7.0             2.0   \n",
       "2             NaN             NaN   \n",
       "\n",
       "                                         AIDangerous  \\\n",
       "0  Artificial intelligence surpassing human intel...   \n",
       "1                      Increasing automation of jobs   \n",
       "2                                                NaN   \n",
       "\n",
       "                           AIInteresting  \\\n",
       "0  Algorithms making important decisions   \n",
       "1          Increasing automation of jobs   \n",
       "2                                    NaN   \n",
       "\n",
       "                                  AIResponsible  \\\n",
       "0  The developers or the people creating the AI   \n",
       "1  The developers or the people creating the AI   \n",
       "2                                           NaN   \n",
       "\n",
       "                                            AIFuture           EthicsChoice  \\\n",
       "0  I'm excited about the possibilities more than ...                     No   \n",
       "1  I'm excited about the possibilities more than ...  Depends on what it is   \n",
       "2                                                NaN                    NaN   \n",
       "\n",
       "            EthicsReport                             EthicsResponsible  \\\n",
       "0      Yes, and publicly  Upper management at the company/organization   \n",
       "1  Depends on what it is  Upper management at the company/organization   \n",
       "2                    NaN                                           NaN   \n",
       "\n",
       "  EthicalImplications StackOverflowRecommend               StackOverflowVisit  \\\n",
       "0                 Yes       10 (Very Likely)           Multiple times per day   \n",
       "1                 Yes       10 (Very Likely)  A few times per month or weekly   \n",
       "2                 NaN                    NaN                              NaN   \n",
       "\n",
       "  StackOverflowHasAccount                           StackOverflowParticipate  \\\n",
       "0                     Yes  I have never participated in Q&A on Stack Over...   \n",
       "1                     Yes                    A few times per month or weekly   \n",
       "2                     NaN                                                NaN   \n",
       "\n",
       "                                   StackOverflowJobs  \\\n",
       "0  No, I knew that Stack Overflow had a jobs boar...   \n",
       "1                                                Yes   \n",
       "2                                                NaN   \n",
       "\n",
       "                 StackOverflowDevStory StackOverflowJobsRecommend  \\\n",
       "0                                  Yes                        NaN   \n",
       "1  No, I have one but it's out of date                          7   \n",
       "2                                  NaN                        NaN   \n",
       "\n",
       "  StackOverflowConsiderMember       HypotheticalTools1  \\\n",
       "0                         Yes     Extremely interested   \n",
       "1                         Yes  A little bit interested   \n",
       "2                         NaN                      NaN   \n",
       "\n",
       "        HypotheticalTools2       HypotheticalTools3       HypotheticalTools4  \\\n",
       "0     Extremely interested     Extremely interested     Extremely interested   \n",
       "1  A little bit interested  A little bit interested  A little bit interested   \n",
       "2                      NaN                      NaN                      NaN   \n",
       "\n",
       "        HypotheticalTools5                WakeTime HoursComputer  \\\n",
       "0     Extremely interested  Between 5:00 - 6:00 AM  9 - 12 hours   \n",
       "1  A little bit interested  Between 6:01 - 7:00 AM   5 - 8 hours   \n",
       "2                      NaN                     NaN           NaN   \n",
       "\n",
       "      HoursOutside SkipMeals             ErgonomicDevices  \\\n",
       "0      1 - 2 hours     Never                Standing desk   \n",
       "1  30 - 59 minutes     Never  Ergonomic keyboard or mouse   \n",
       "2              NaN       NaN                          NaN   \n",
       "\n",
       "                    Exercise Gender         SexualOrientation  \\\n",
       "0       3 - 4 times per week   Male  Straight or heterosexual   \n",
       "1  Daily or almost every day   Male  Straight or heterosexual   \n",
       "2                        NaN    NaN                       NaN   \n",
       "\n",
       "                           EducationParents                 RaceEthnicity  \\\n",
       "0  Bachelor’s degree (BA, BS, B.Eng., etc.)   Black or of African descent   \n",
       "1  Bachelor’s degree (BA, BS, B.Eng., etc.)  White or of European descent   \n",
       "2                                       NaN                           NaN   \n",
       "\n",
       "                 Age Dependents MilitaryUS  \\\n",
       "0  25 - 34 years old        Yes        NaN   \n",
       "1  35 - 44 years old        Yes        NaN   \n",
       "2                NaN        NaN        NaN   \n",
       "\n",
       "                          SurveyTooLong     SurveyEasy  \n",
       "0  The survey was an appropriate length      Very easy  \n",
       "1  The survey was an appropriate length  Somewhat easy  \n",
       "2                                   NaN            NaN  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2018.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Question 1: What Programming Languages are most used to work and Which Programming Languages are most Required in  Stackoverflow survey data of 2017 and 2018 ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prepare Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "#First make copy of dataframe and then Filter a dataframe by country \n",
    "def filter_country(df, column_filter, country, columns): \n",
    "    '''\n",
    "    Filter a dataframe by country(i.e. why i use dropna to drop all other country excpet India)\n",
    "    Returns filtred dataframe\n",
    "    '''\n",
    "    \n",
    "    df_copy = df\n",
    "    \n",
    "    for column in columns: \n",
    "        df_copy = df_copy[df_copy[column_filter] == country].dropna(subset=[column])\n",
    "        \n",
    "    return df_copy\n",
    "\n",
    "# Filtering the dataframe \n",
    "india_2017 = filter_country(df_2017, 'Country', 'India', ['HaveWorkedLanguage', 'WantWorkLanguage'])\n",
    "india_2018 = filter_country(df_2018, 'Country', 'India', ['LanguageWorkedWith', 'LanguageDesireNextYear'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Spliting the columns\n",
    "def split_column(df, column):\n",
    "    '''\n",
    "    Split column by ;,\n",
    "    Returns a splited series.\n",
    "    '''\n",
    "    df_copy = df\n",
    "    columnSeries = df_copy[column].apply(lambda x: x.split(';'))\n",
    "    return columnSeries\n",
    "\n",
    "# Splitting the dataframe by columns.\n",
    "worked_languages_2017 = split_column(india_2017, 'HaveWorkedLanguage')\n",
    "wanted_languages_2017 = split_column(india_2017, 'WantWorkLanguage')\n",
    "\n",
    "worked_languages_2018 = split_column(india_2018, 'LanguageWorkedWith')\n",
    "wanted_languages_2018 = split_column(india_2018, 'LanguageDesireNextYear')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Just Flating a nested list\n",
    "def flat(array_list):\n",
    "    '''\n",
    "    Flat a nested list,\n",
    "    Returns a flat list.\n",
    "    '''\n",
    "    object_list = []\n",
    "    for row in array_list:\n",
    "        for obj in row:\n",
    "            object_list.append(obj.strip())\n",
    "            \n",
    "    return object_list\n",
    "\n",
    "# Flatting nested list objects.\n",
    "list_worked_languages_2017 = flat(worked_languages_2017)\n",
    "list_wanted_languages_2017 = flat(wanted_languages_2017)\n",
    "\n",
    "list_worked_languages_2018 = flat(worked_languages_2018)\n",
    "list_wanted_languages_2018 = flat(wanted_languages_2018)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "def list_of_group(data_list, year):\n",
    "    '''\n",
    "    Group by count to a list,\n",
    "    Returns a result dict\n",
    "    '''\n",
    "    grouped_list = dict(Counter(data_list))\n",
    "    grouped_dict = [{'Programming Language':key, 'Count': value, 'Year': year} for key, value in grouped_list.items()]\n",
    "    return grouped_dict\n",
    "\n",
    "# Grouping the list and creating a dict.\n",
    "dict_worked_languages_2017 = list_of_group(list_worked_languages_2017, '2017')\n",
    "dict_wanted_languages_2017 = list_of_group(list_wanted_languages_2017, '2017')\n",
    "\n",
    "dict_worked_languages_2018 = list_of_group(list_worked_languages_2018, '2018')\n",
    "dict_wanted_languages_2018 = list_of_group(list_wanted_languages_2018, '2018')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Modelling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Ref: https://stackoverflow.com/questions/23668427/pandas-three-way-joining-multiple-dataframes-on-columns\n",
    "def create_dataframe(data_dicts): \n",
    "    '''\n",
    "    Create two dataframes and append them,\n",
    "    Returns a appended dataframe.\n",
    "    '''\n",
    "    df1 = pd.DataFrame(data_dicts[0])\n",
    "    df2 = pd.DataFrame(data_dicts[1])\n",
    "    df = df1.append(df2)\n",
    "    return df\n",
    "\n",
    "worked_languages = create_dataframe([dict_worked_languages_2017, dict_worked_languages_2018])\n",
    "wanted_languages = create_dataframe([dict_wanted_languages_2017, dict_wanted_languages_2018])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Adding Percentage to worked_languages and wanted_languages dataframe\n",
    "def percentage(df, column):\n",
    "    '''\n",
    "    Scale data,\n",
    "    Returns data scaled.\n",
    "    '''\n",
    "    df_copy = df\n",
    "    series = []\n",
    "    for val in df_copy[column].unique():\n",
    "        series.append(df_copy[df_copy[column] == val]['Count'] / \n",
    "                        df_copy[df_copy[column] == val]['Count'].sum())\n",
    "    \n",
    "    joined = pd.Series()\n",
    "    for i_series in series:\n",
    "        joined = joined.append(i_series)\n",
    "        \n",
    "    return joined\n",
    "\n",
    "worked_languages['Percentage'] = percentage(worked_languages, 'Year')\n",
    "wanted_languages['Percentage'] = percentage(wanted_languages, 'Year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the top 12 languages\n",
    "top_12_work = worked_languages.sort_values(by=['Percentage'], ascending=False).head(12)['Programming Language'].unique()\n",
    "top_12_want = wanted_languages.sort_values(by=['Percentage'], ascending=False).head(12)['Programming Language'].unique()\n",
    "\n",
    "worked_chart = worked_languages[worked_languages['Programming Language'].isin(top_12_work)]\n",
    "wanted_chart = wanted_languages[wanted_languages['Programming Language'].isin(top_12_want)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "sns.barplot(x = 'Programming Language', \n",
    "            y = 'Percentage',\n",
    "            hue = 'Year',\n",
    "            data = worked_chart.sort_values(by='Percentage', ascending=False))\n",
    "\n",
    "plt.xlabel(\"Programming Languages\", fontsize = 14)\n",
    "plt.ylabel(\"Percentage\", fontsize = 14)\n",
    "plt.legend(title_fontsize='40')\n",
    "plt.title('Most common Programming Languages used in India', size = 16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluate the Results\n",
    "\n",
    "* The Highest Rate of percentage among all Programming Languages JavaScript have highest growth rate in 2017 which is around 16% whereas this percentage is drop significantly in 2018 about 4% in India.\n",
    "* As we can see through Graph, Java has same drop percentage about 4% in India.\n",
    "* The Most Intersting this about this Graph is `HTML and CSS` it was probably not possible to select these two Languages as option in 2017 whereas in 2018 these two Programming Languages have risen such as `HTML and CSS`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Question 2: How does Programming Languages used at work relates with Programming Languages, People Wants to Learn in India According to Stackoverflow survey data of 2017 and 2018?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prepare Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "row = []\n",
    "for j in list(zip(worked_languages_2018, wanted_languages_2018)):\n",
    "    for i in j[0]:\n",
    "        row.append({\n",
    "            'Worked_Programming_Languages': i, \n",
    "            'Wanted_Programming_Languages': Counter(j[0])\n",
    "        })\n",
    "        \n",
    "programming_language_transition = pd.DataFrame(row).groupby('Worked_Programming_Languages')\\\n",
    "                                            .agg({'Wanted_Programming_Languages': 'sum'}).reset_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "for row in programming_language_transition['Worked_Programming_Languages']:\n",
    "    programming_language_transition[row] = 0\n",
    "\n",
    "for index, row in programming_language_transition.iterrows():\n",
    "    total = sum([value for key, value in dict(row['Wanted_Programming_Languages']).items()])\n",
    "    for key, value in dict(row['Wanted_Programming_Languages']).items():\n",
    "         programming_language_transition[key].loc[index] = (value / total)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prlt = programming_language_transition.drop('Wanted_Programming_Languages', axis=1)\\\n",
    "                                        .set_index('Worked_Programming_Languages')\n",
    "\n",
    "plt.figure(figsize=(20, 10))\n",
    "sns.heatmap(prlt, cmap = \"Blues\")\n",
    "plt.title('Programming Languages Heatmap', size = 20)\n",
    "plt.ylabel('')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluate the Results\n",
    "\n",
    "* With this Graph we can have some insights and they are:\n",
    "  * `HTML` is highly correlated with every Programming Language (except: Rust, Ocaml, Julia, Hack, Haskell and Clojure) and `CSS` also have same trends like HTML.\n",
    "  * There are around 27 Programming Language which has nearly no correlation among them with anyone.\n",
    "  * `HTML` has strongest correlation between `CSS` and `JavaScript` (i.e. about `12% to 14%`).\n",
    "  * There is one noticeable thing that `Objectice C` and `Swift` are strongly correlated with each other (i.e. about `10% to 12%`)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Question 3: What are the most wanted Programming Languages in India According to Stackoverflow survey data of 2017 and 2018?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,10))\n",
    "sns.barplot(x = 'Programming Language', \n",
    "            y = 'Percentage',\n",
    "            hue = 'Year',\n",
    "            data = worked_chart.sort_values(by='Percentage', ascending=False))\n",
    "\n",
    "plt.title('Most wanted Programming Languages used in India', size = 16)\n",
    "plt.xlabel(\"Programming Languages\", fontsize = 12)\n",
    "plt.ylabel(\"Percentage\", fontsize = 12)\n",
    "plt.legend(title_fontsize='40')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluate the Results\n",
    "\n",
    "* Most of the programming languages that have appeared as programming languages most used at work, also appeared in the ranking of most wanted programming languages, this show us that are many people wanting to learn these languages."
   ]
  }
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