diff --git a/Python/Pandas/06-Add-Remove-Rows-Columns/Pandas-Demo.ipynb b/Python/Pandas/06-Add-Remove-Rows-Columns/Pandas-Demo.ipynb
new file mode 100644
index 000000000..7d01c8910
--- /dev/null
+++ b/Python/Pandas/06-Add-Remove-Rows-Columns/Pandas-Demo.ipynb
@@ -0,0 +1,1105 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('data/survey_results_public.csv', index_col='Respondent')\n",
+    "schema_df = pd.read_csv('data/survey_results_schema.csv', index_col='Column')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pd.set_option('display.max_columns', 85)\n",
+    "pd.set_option('display.max_rows', 85)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MainBranch</th>\n",
+       "      <th>Hobbyist</th>\n",
+       "      <th>OpenSourcer</th>\n",
+       "      <th>OpenSource</th>\n",
+       "      <th>Employment</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Student</th>\n",
+       "      <th>EdLevel</th>\n",
+       "      <th>UndergradMajor</th>\n",
+       "      <th>EduOther</th>\n",
+       "      <th>OrgSize</th>\n",
+       "      <th>DevType</th>\n",
+       "      <th>YearsCode</th>\n",
+       "      <th>Age1stCode</th>\n",
+       "      <th>YearsCodePro</th>\n",
+       "      <th>CareerSat</th>\n",
+       "      <th>JobSat</th>\n",
+       "      <th>MgrIdiot</th>\n",
+       "      <th>MgrMoney</th>\n",
+       "      <th>MgrWant</th>\n",
+       "      <th>JobSeek</th>\n",
+       "      <th>LastHireDate</th>\n",
+       "      <th>LastInt</th>\n",
+       "      <th>FizzBuzz</th>\n",
+       "      <th>JobFactors</th>\n",
+       "      <th>ResumeUpdate</th>\n",
+       "      <th>CurrencySymbol</th>\n",
+       "      <th>CurrencyDesc</th>\n",
+       "      <th>CompTotal</th>\n",
+       "      <th>CompFreq</th>\n",
+       "      <th>ConvertedComp</th>\n",
+       "      <th>WorkWeekHrs</th>\n",
+       "      <th>WorkPlan</th>\n",
+       "      <th>WorkChallenge</th>\n",
+       "      <th>WorkRemote</th>\n",
+       "      <th>WorkLoc</th>\n",
+       "      <th>ImpSyn</th>\n",
+       "      <th>CodeRev</th>\n",
+       "      <th>CodeRevHrs</th>\n",
+       "      <th>UnitTests</th>\n",
+       "      <th>PurchaseHow</th>\n",
+       "      <th>PurchaseWhat</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>WebFrameWorkedWith</th>\n",
+       "      <th>WebFrameDesireNextYear</th>\n",
+       "      <th>MiscTechWorkedWith</th>\n",
+       "      <th>MiscTechDesireNextYear</th>\n",
+       "      <th>DevEnviron</th>\n",
+       "      <th>OpSys</th>\n",
+       "      <th>Containers</th>\n",
+       "      <th>BlockchainOrg</th>\n",
+       "      <th>BlockchainIs</th>\n",
+       "      <th>BetterLife</th>\n",
+       "      <th>ITperson</th>\n",
+       "      <th>OffOn</th>\n",
+       "      <th>SocialMedia</th>\n",
+       "      <th>Extraversion</th>\n",
+       "      <th>ScreenName</th>\n",
+       "      <th>SOVisit1st</th>\n",
+       "      <th>SOVisitFreq</th>\n",
+       "      <th>SOVisitTo</th>\n",
+       "      <th>SOFindAnswer</th>\n",
+       "      <th>SOTimeSaved</th>\n",
+       "      <th>SOHowMuchTime</th>\n",
+       "      <th>SOAccount</th>\n",
+       "      <th>SOPartFreq</th>\n",
+       "      <th>SOJobs</th>\n",
+       "      <th>EntTeams</th>\n",
+       "      <th>SOComm</th>\n",
+       "      <th>WelcomeChange</th>\n",
+       "      <th>SONewContent</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Trans</th>\n",
+       "      <th>Sexuality</th>\n",
+       "      <th>Ethnicity</th>\n",
+       "      <th>Dependents</th>\n",
+       "      <th>SurveyLength</th>\n",
+       "      <th>SurveyEase</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Respondent</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>I am a student who is learning to code</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Not employed, and not looking for work</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Primary/elementary school</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>HTML/CSS;Java;JavaScript;Python</td>\n",
+       "      <td>C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL</td>\n",
+       "      <td>SQLite</td>\n",
+       "      <td>MySQL</td>\n",
+       "      <td>MacOS;Windows</td>\n",
+       "      <td>Android;Arduino;Windows</td>\n",
+       "      <td>Django;Flask</td>\n",
+       "      <td>Flask;jQuery</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>IntelliJ;Notepad++;PyCharm</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Fortunately, someone else has that title</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Twitter</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>31-60 minutes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, I didn't know that Stack Overflow had a jo...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Neutral</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>I am a student who is learning to code</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Less than once per year</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>Bosnia and Herzegovina</td>\n",
+       "      <td>Yes, full-time</td>\n",
+       "      <td>Secondary school (e.g. American high school, G...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Developer, desktop or enterprise applications;...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>17</td>\n",
+       "      <td>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>I've never had a job</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Financial performance or funding status of the...</td>\n",
+       "      <td>Something else changed (education, award, medi...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>C++;HTML/CSS;Python</td>\n",
+       "      <td>C++;HTML/CSS;JavaScript;SQL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MySQL</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>Django</td>\n",
+       "      <td>Django</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Atom;PyCharm</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Useful across many domains and could change ma...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Instagram</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>11-30 minutes</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 job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>I am not primarily a developer, but I write co...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>Thailand</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Web development or web design</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>100 to 499 employees</td>\n",
+       "      <td>Designer;Developer, back-end;Developer, front-...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Not at all confident</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>1-2 years ago</td>\n",
+       "      <td>Interview with people in peer roles</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>THB</td>\n",
+       "      <td>Thai baht</td>\n",
+       "      <td>23000.0</td>\n",
+       "      <td>Monthly</td>\n",
+       "      <td>8820.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>Distracting work environment;Inadequate access...</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, but I think we should</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>HTML/CSS</td>\n",
+       "      <td>Elixir;HTML/CSS</td>\n",
+       "      <td>PostgreSQL</td>\n",
+       "      <td>PostgreSQL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Vim;Visual Studio Code</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Reddit</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>6-10 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Neutral</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech meetups or events in your area;Courses on...</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>United States</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>100 to 499 employees</td>\n",
+       "      <td>Developer, full-stack</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16</td>\n",
+       "      <td>Less than 1 year</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I am not interested in new job opportunities</td>\n",
+       "      <td>Less than a year ago</td>\n",
+       "      <td>Write code by hand (e.g., on a whiteboard);Int...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>United States dollar</td>\n",
+       "      <td>61000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>61000.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>A little below average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, but I think we should</td>\n",
+       "      <td>Developers typically have the most influence o...</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>C;C++;C#;Python;SQL</td>\n",
+       "      <td>C;C#;JavaScript;SQL</td>\n",
+       "      <td>MySQL;SQLite</td>\n",
+       "      <td>MySQL;SQLite</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>.NET</td>\n",
+       "      <td>.NET</td>\n",
+       "      <td>Eclipse;Vim;Visual Studio;Visual Studio Code</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for decentralized currency (i.e., Bitcoin)</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>SIGH</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Reddit</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Pass the ti...</td>\n",
+       "      <td>1-2 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>31-60 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>No, not really</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>White or of European descent</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Academic researcher;Developer, desktop or ente...</td>\n",
+       "      <td>16</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9</td>\n",
+       "      <td>Very dissatisfied</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Somewhat confident</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>I am not interested in new job opportunities</td>\n",
+       "      <td>Less than a year ago</td>\n",
+       "      <td>Write any code;Write code by hand (e.g., on a ...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Industry that I'd be working in;Languages, fra...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>UAH</td>\n",
+       "      <td>Ukrainian hryvnia</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>There is a schedule and/or spec (made by me or...</td>\n",
+       "      <td>Being tasked with non-development work;Inadequ...</td>\n",
+       "      <td>A few days each month</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>A little above average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's part of our process</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA</td>\n",
+       "      <td>HTML/CSS;Java;JavaScript;SQL;WebAssembly</td>\n",
+       "      <td>Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite</td>\n",
+       "      <td>Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...</td>\n",
+       "      <td>Android;Linux;MacOS;Slack;Windows</td>\n",
+       "      <td>Android;Docker;Kubernetes;Linux;Slack</td>\n",
+       "      <td>Django;Express;Flask;jQuery;React.js;Spring</td>\n",
+       "      <td>Flask;jQuery;React.js;Spring</td>\n",
+       "      <td>Cordova;Node.js</td>\n",
+       "      <td>Apache Spark;Hadoop;Node.js;React Native</td>\n",
+       "      <td>IntelliJ;Notepad++;Vim</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Outside of work, for personal projects</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Also Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Facebook</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>I don't remember</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>NaN</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 job board...</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech meetups or events in your area;Courses on...</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>White or of European descent;Multiracial</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                   MainBranch Hobbyist  \\\n",
+       "Respondent                                                               \n",
+       "1                      I am a student who is learning to code      Yes   \n",
+       "2                      I am a student who is learning to code       No   \n",
+       "3           I am not primarily a developer, but I write co...      Yes   \n",
+       "4                              I am a developer by profession       No   \n",
+       "5                              I am a developer by profession      Yes   \n",
+       "\n",
+       "                           OpenSourcer  \\\n",
+       "Respondent                               \n",
+       "1                                Never   \n",
+       "2              Less than once per year   \n",
+       "3                                Never   \n",
+       "4                                Never   \n",
+       "5           Once a month or more often   \n",
+       "\n",
+       "                                                   OpenSource  \\\n",
+       "Respondent                                                      \n",
+       "1           The quality of OSS and closed source software ...   \n",
+       "2           The quality of OSS and closed source software ...   \n",
+       "3           The quality of OSS and closed source software ...   \n",
+       "4           The quality of OSS and closed source software ...   \n",
+       "5           OSS is, on average, of HIGHER quality than pro...   \n",
+       "\n",
+       "                                        Employment                 Country  \\\n",
+       "Respondent                                                                   \n",
+       "1           Not employed, and not looking for work          United Kingdom   \n",
+       "2               Not employed, but looking for work  Bosnia and Herzegovina   \n",
+       "3                               Employed full-time                Thailand   \n",
+       "4                               Employed full-time           United States   \n",
+       "5                               Employed full-time                 Ukraine   \n",
+       "\n",
+       "                   Student                                            EdLevel  \\\n",
+       "Respondent                                                                      \n",
+       "1                       No                          Primary/elementary school   \n",
+       "2           Yes, full-time  Secondary school (e.g. American high school, G...   \n",
+       "3                       No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "4                       No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "5                       No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "\n",
+       "                                               UndergradMajor  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                                                         NaN   \n",
+       "3                               Web development or web design   \n",
+       "4           Computer science, computer engineering, or sof...   \n",
+       "5           Computer science, computer engineering, or sof...   \n",
+       "\n",
+       "                                                     EduOther  \\\n",
+       "Respondent                                                      \n",
+       "1           Taught yourself a new language, framework, or ...   \n",
+       "2           Taken an online course in programming or softw...   \n",
+       "3           Taught yourself a new language, framework, or ...   \n",
+       "4           Taken an online course in programming or softw...   \n",
+       "5           Taken an online course in programming or softw...   \n",
+       "\n",
+       "                             OrgSize  \\\n",
+       "Respondent                             \n",
+       "1                                NaN   \n",
+       "2                                NaN   \n",
+       "3               100 to 499 employees   \n",
+       "4               100 to 499 employees   \n",
+       "5           10,000 or more employees   \n",
+       "\n",
+       "                                                      DevType YearsCode  \\\n",
+       "Respondent                                                                \n",
+       "1                                                         NaN         4   \n",
+       "2           Developer, desktop or enterprise applications;...       NaN   \n",
+       "3           Designer;Developer, back-end;Developer, front-...         3   \n",
+       "4                                       Developer, full-stack         3   \n",
+       "5           Academic researcher;Developer, desktop or ente...        16   \n",
+       "\n",
+       "           Age1stCode      YearsCodePro           CareerSat  \\\n",
+       "Respondent                                                    \n",
+       "1                  10               NaN                 NaN   \n",
+       "2                  17               NaN                 NaN   \n",
+       "3                  22                 1  Slightly satisfied   \n",
+       "4                  16  Less than 1 year      Very satisfied   \n",
+       "5                  14                 9   Very dissatisfied   \n",
+       "\n",
+       "                           JobSat              MgrIdiot  MgrMoney   MgrWant  \\\n",
+       "Respondent                                                                    \n",
+       "1                             NaN                   NaN       NaN       NaN   \n",
+       "2                             NaN                   NaN       NaN       NaN   \n",
+       "3              Slightly satisfied  Not at all confident  Not sure  Not sure   \n",
+       "4              Slightly satisfied        Very confident        No  Not sure   \n",
+       "5           Slightly dissatisfied    Somewhat confident       Yes        No   \n",
+       "\n",
+       "                                                      JobSeek  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                             I am actively looking for a job   \n",
+       "3           I’m not actively looking, but I am open to new...   \n",
+       "4                I am not interested in new job opportunities   \n",
+       "5                I am not interested in new job opportunities   \n",
+       "\n",
+       "                    LastHireDate  \\\n",
+       "Respondent                         \n",
+       "1                            NaN   \n",
+       "2           I've never had a job   \n",
+       "3                  1-2 years ago   \n",
+       "4           Less than a year ago   \n",
+       "5           Less than a year ago   \n",
+       "\n",
+       "                                                      LastInt FizzBuzz  \\\n",
+       "Respondent                                                               \n",
+       "1                                                         NaN      NaN   \n",
+       "2                                                         NaN      NaN   \n",
+       "3                         Interview with people in peer roles       No   \n",
+       "4           Write code by hand (e.g., on a whiteboard);Int...       No   \n",
+       "5           Write any code;Write code by hand (e.g., on a ...       No   \n",
+       "\n",
+       "                                                   JobFactors  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2           Financial performance or funding status of the...   \n",
+       "3           Languages, frameworks, and other technologies ...   \n",
+       "4           Languages, frameworks, and other technologies ...   \n",
+       "5           Industry that I'd be working in;Languages, fra...   \n",
+       "\n",
+       "                                                 ResumeUpdate CurrencySymbol  \\\n",
+       "Respondent                                                                     \n",
+       "1                                                         NaN            NaN   \n",
+       "2           Something else changed (education, award, medi...            NaN   \n",
+       "3                            I was preparing for a job search            THB   \n",
+       "4                            I was preparing for a job search            USD   \n",
+       "5                            I was preparing for a job search            UAH   \n",
+       "\n",
+       "                    CurrencyDesc  CompTotal CompFreq  ConvertedComp  \\\n",
+       "Respondent                                                            \n",
+       "1                            NaN        NaN      NaN            NaN   \n",
+       "2                            NaN        NaN      NaN            NaN   \n",
+       "3                      Thai baht    23000.0  Monthly         8820.0   \n",
+       "4           United States dollar    61000.0   Yearly        61000.0   \n",
+       "5              Ukrainian hryvnia        NaN      NaN            NaN   \n",
+       "\n",
+       "            WorkWeekHrs                                           WorkPlan  \\\n",
+       "Respondent                                                                   \n",
+       "1                   NaN                                                NaN   \n",
+       "2                   NaN                                                NaN   \n",
+       "3                  40.0  There's no schedule or spec; I work on what se...   \n",
+       "4                  80.0  There's no schedule or spec; I work on what se...   \n",
+       "5                  55.0  There is a schedule and/or spec (made by me or...   \n",
+       "\n",
+       "                                                WorkChallenge  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                                                         NaN   \n",
+       "3           Distracting work environment;Inadequate access...   \n",
+       "4                                                         NaN   \n",
+       "5           Being tasked with non-development work;Inadequ...   \n",
+       "\n",
+       "                                  WorkRemote WorkLoc                  ImpSyn  \\\n",
+       "Respondent                                                                     \n",
+       "1                                        NaN     NaN                     NaN   \n",
+       "2                                        NaN     NaN                     NaN   \n",
+       "3           Less than once per month / Never    Home                 Average   \n",
+       "4           Less than once per month / Never    Home  A little below average   \n",
+       "5                      A few days each month  Office  A little above average   \n",
+       "\n",
+       "                                            CodeRev  CodeRevHrs  \\\n",
+       "Respondent                                                        \n",
+       "1                                               NaN         NaN   \n",
+       "2                                               NaN         NaN   \n",
+       "3                                                No         NaN   \n",
+       "4                                                No         NaN   \n",
+       "5           Yes, because I see value in code review         NaN   \n",
+       "\n",
+       "                                UnitTests  \\\n",
+       "Respondent                                  \n",
+       "1                                     NaN   \n",
+       "2                                     NaN   \n",
+       "3               No, but I think we should   \n",
+       "4               No, but I think we should   \n",
+       "5           Yes, it's part of our process   \n",
+       "\n",
+       "                                                  PurchaseHow  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                                                         NaN   \n",
+       "3                                                    Not sure   \n",
+       "4           Developers typically have the most influence o...   \n",
+       "5                                                    Not sure   \n",
+       "\n",
+       "                             PurchaseWhat  \\\n",
+       "Respondent                                  \n",
+       "1                                     NaN   \n",
+       "2                                     NaN   \n",
+       "3           I have little or no influence   \n",
+       "4           I have little or no influence   \n",
+       "5           I have little or no influence   \n",
+       "\n",
+       "                                     LanguageWorkedWith  \\\n",
+       "Respondent                                                \n",
+       "1                       HTML/CSS;Java;JavaScript;Python   \n",
+       "2                                   C++;HTML/CSS;Python   \n",
+       "3                                              HTML/CSS   \n",
+       "4                                   C;C++;C#;Python;SQL   \n",
+       "5           C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA   \n",
+       "\n",
+       "                                     LanguageDesireNextYear  \\\n",
+       "Respondent                                                    \n",
+       "1           C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL   \n",
+       "2                               C++;HTML/CSS;JavaScript;SQL   \n",
+       "3                                           Elixir;HTML/CSS   \n",
+       "4                                       C;C#;JavaScript;SQL   \n",
+       "5                  HTML/CSS;Java;JavaScript;SQL;WebAssembly   \n",
+       "\n",
+       "                                          DatabaseWorkedWith  \\\n",
+       "Respondent                                                     \n",
+       "1                                                     SQLite   \n",
+       "2                                                        NaN   \n",
+       "3                                                 PostgreSQL   \n",
+       "4                                               MySQL;SQLite   \n",
+       "5           Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite   \n",
+       "\n",
+       "                                       DatabaseDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "1                                                       MySQL   \n",
+       "2                                                       MySQL   \n",
+       "3                                                  PostgreSQL   \n",
+       "4                                                MySQL;SQLite   \n",
+       "5           Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...   \n",
+       "\n",
+       "                           PlatformWorkedWith  \\\n",
+       "Respondent                                      \n",
+       "1                               MacOS;Windows   \n",
+       "2                                     Windows   \n",
+       "3                                         NaN   \n",
+       "4                               Linux;Windows   \n",
+       "5           Android;Linux;MacOS;Slack;Windows   \n",
+       "\n",
+       "                           PlatformDesireNextYear  \\\n",
+       "Respondent                                          \n",
+       "1                         Android;Arduino;Windows   \n",
+       "2                                         Windows   \n",
+       "3                                             NaN   \n",
+       "4                                   Linux;Windows   \n",
+       "5           Android;Docker;Kubernetes;Linux;Slack   \n",
+       "\n",
+       "                                     WebFrameWorkedWith  \\\n",
+       "Respondent                                                \n",
+       "1                                          Django;Flask   \n",
+       "2                                                Django   \n",
+       "3                                                   NaN   \n",
+       "4                                                   NaN   \n",
+       "5           Django;Express;Flask;jQuery;React.js;Spring   \n",
+       "\n",
+       "                  WebFrameDesireNextYear MiscTechWorkedWith  \\\n",
+       "Respondent                                                    \n",
+       "1                           Flask;jQuery            Node.js   \n",
+       "2                                 Django                NaN   \n",
+       "3                              Other(s):                NaN   \n",
+       "4                                    NaN               .NET   \n",
+       "5           Flask;jQuery;React.js;Spring    Cordova;Node.js   \n",
+       "\n",
+       "                              MiscTechDesireNextYear  \\\n",
+       "Respondent                                             \n",
+       "1                                            Node.js   \n",
+       "2                                                NaN   \n",
+       "3                                                NaN   \n",
+       "4                                               .NET   \n",
+       "5           Apache Spark;Hadoop;Node.js;React Native   \n",
+       "\n",
+       "                                              DevEnviron        OpSys  \\\n",
+       "Respondent                                                              \n",
+       "1                             IntelliJ;Notepad++;PyCharm      Windows   \n",
+       "2                                           Atom;PyCharm      Windows   \n",
+       "3                                 Vim;Visual Studio Code  Linux-based   \n",
+       "4           Eclipse;Vim;Visual Studio;Visual Studio Code      Windows   \n",
+       "5                                 IntelliJ;Notepad++;Vim  Linux-based   \n",
+       "\n",
+       "                                        Containers BlockchainOrg  \\\n",
+       "Respondent                                                         \n",
+       "1                          I do not use containers           NaN   \n",
+       "2                          I do not use containers           NaN   \n",
+       "3                          I do not use containers           NaN   \n",
+       "4                          I do not use containers    Not at all   \n",
+       "5           Outside of work, for personal projects    Not at all   \n",
+       "\n",
+       "                                                 BlockchainIs BetterLife  \\\n",
+       "Respondent                                                                 \n",
+       "1                                                         NaN        Yes   \n",
+       "2           Useful across many domains and could change ma...        Yes   \n",
+       "3                                                         NaN        Yes   \n",
+       "4           Useful for decentralized currency (i.e., Bitcoin)        Yes   \n",
+       "5                                                         NaN        Yes   \n",
+       "\n",
+       "                                            ITperson OffOn SocialMedia  \\\n",
+       "Respondent                                                               \n",
+       "1           Fortunately, someone else has that title   Yes     Twitter   \n",
+       "2                                                Yes   Yes   Instagram   \n",
+       "3                                                Yes   Yes      Reddit   \n",
+       "4                                               SIGH   Yes      Reddit   \n",
+       "5                                           Also Yes   Yes    Facebook   \n",
+       "\n",
+       "                        Extraversion ScreenName        SOVisit1st  \\\n",
+       "Respondent                                                          \n",
+       "1                             Online   Username              2017   \n",
+       "2                             Online   Username              2017   \n",
+       "3           In real life (in person)   Username              2011   \n",
+       "4           In real life (in person)   Username              2014   \n",
+       "5           In real life (in person)   Username  I don't remember   \n",
+       "\n",
+       "                                SOVisitFreq  \\\n",
+       "Respondent                                    \n",
+       "1           A few times per month or weekly   \n",
+       "2                     Daily or almost daily   \n",
+       "3                      A few times per week   \n",
+       "4                     Daily or almost daily   \n",
+       "5                    Multiple times per day   \n",
+       "\n",
+       "                                                    SOVisitTo  \\\n",
+       "Respondent                                                      \n",
+       "1           Find answers to specific questions;Learn how t...   \n",
+       "2           Find answers to specific questions;Learn how t...   \n",
+       "3           Find answers to specific questions;Learn how t...   \n",
+       "4           Find answers to specific questions;Pass the ti...   \n",
+       "5                          Find answers to specific questions   \n",
+       "\n",
+       "                           SOFindAnswer                     SOTimeSaved  \\\n",
+       "Respondent                                                                \n",
+       "1                    3-5 times per week  Stack Overflow was much faster   \n",
+       "2                    3-5 times per week  Stack Overflow was much faster   \n",
+       "3                   6-10 times per week        They were about the same   \n",
+       "4                    1-2 times per week  Stack Overflow was much faster   \n",
+       "5           More than 10 times per week  Stack Overflow was much faster   \n",
+       "\n",
+       "            SOHowMuchTime SOAccount                           SOPartFreq  \\\n",
+       "Respondent                                                                 \n",
+       "1           31-60 minutes        No                                  NaN   \n",
+       "2           11-30 minutes       Yes      A few times per month or weekly   \n",
+       "3                     NaN       Yes  Less than once per month or monthly   \n",
+       "4           31-60 minutes       Yes  Less than once per month or monthly   \n",
+       "5                     NaN       Yes      A few times per month or weekly   \n",
+       "\n",
+       "                                                       SOJobs  \\\n",
+       "Respondent                                                      \n",
+       "1           No, I didn't know that Stack Overflow had a jo...   \n",
+       "2           No, I knew that Stack Overflow had a job board...   \n",
+       "3                                                         Yes   \n",
+       "4                                                         Yes   \n",
+       "5           No, I knew that Stack Overflow had a job board...   \n",
+       "\n",
+       "                                                     EntTeams  \\\n",
+       "Respondent                                                      \n",
+       "1                         No, and I don't know what those are   \n",
+       "2                         No, and I don't know what those are   \n",
+       "3           No, I've heard of them, but I am not part of a...   \n",
+       "4                         No, and I don't know what those are   \n",
+       "5           No, I've heard of them, but I am not part of a...   \n",
+       "\n",
+       "                     SOComm                            WelcomeChange  \\\n",
+       "Respondent                                                             \n",
+       "1                   Neutral  Just as welcome now as I felt last year   \n",
+       "2             Yes, somewhat  Just as welcome now as I felt last year   \n",
+       "3                   Neutral  Just as welcome now as I felt last year   \n",
+       "4            No, not really  Just as welcome now as I felt last year   \n",
+       "5           Yes, definitely  Just as welcome now as I felt last year   \n",
+       "\n",
+       "                                                 SONewContent   Age Gender  \\\n",
+       "Respondent                                                                   \n",
+       "1           Tech articles written by other developers;Indu...  14.0    Man   \n",
+       "2           Tech articles written by other developers;Indu...  19.0    Man   \n",
+       "3           Tech meetups or events in your area;Courses on...  28.0    Man   \n",
+       "4           Tech articles written by other developers;Indu...  22.0    Man   \n",
+       "5           Tech meetups or events in your area;Courses on...  30.0    Man   \n",
+       "\n",
+       "           Trans                Sexuality  \\\n",
+       "Respondent                                  \n",
+       "1             No  Straight / Heterosexual   \n",
+       "2             No  Straight / Heterosexual   \n",
+       "3             No  Straight / Heterosexual   \n",
+       "4             No  Straight / Heterosexual   \n",
+       "5             No  Straight / Heterosexual   \n",
+       "\n",
+       "                                           Ethnicity Dependents  \\\n",
+       "Respondent                                                        \n",
+       "1                                                NaN         No   \n",
+       "2                                                NaN         No   \n",
+       "3                                                NaN        Yes   \n",
+       "4                       White or of European descent         No   \n",
+       "5           White or of European descent;Multiracial         No   \n",
+       "\n",
+       "                     SurveyLength                  SurveyEase  \n",
+       "Respondent                                                     \n",
+       "1           Appropriate in length  Neither easy nor difficult  \n",
+       "2           Appropriate in length  Neither easy nor difficult  \n",
+       "3           Appropriate in length  Neither easy nor difficult  \n",
+       "4           Appropriate in length                        Easy  \n",
+       "5           Appropriate in length                        Easy  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Python/Pandas/06-Add-Remove-Rows-Columns/Snippets.ipynb b/Python/Pandas/06-Add-Remove-Rows-Columns/Snippets.ipynb
new file mode 100644
index 000000000..170cf5ad2
--- /dev/null
+++ b/Python/Pandas/06-Add-Remove-Rows-Columns/Snippets.ipynb
@@ -0,0 +1,968 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "people = {\n",
+    "    'first': ['Corey', 'Jane', 'John'], \n",
+    "    'last': ['Schafer', 'Doe', 'Doe'], \n",
+    "    'email': ['CoreyMSchafer@gmail.com', 'JaneDoe@email.com', 'JohnDoe@email.com']\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.DataFrame(people)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "      <th>email</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   first     last                    email\n",
+       "0  Corey  Schafer  CoreyMSchafer@gmail.com\n",
+       "1   Jane      Doe        JaneDoe@email.com\n",
+       "2   John      Doe        JohnDoe@email.com"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    Corey Schafer\n",
+       "1         Jane Doe\n",
+       "2         John Doe\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['first'] + ' ' + df['last']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['full_name'] = df['first'] + ' ' + df['last']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "      <th>email</th>\n",
+       "      <th>full_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "      <td>Corey Schafer</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "      <td>Jane Doe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "      <td>John Doe</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   first     last                    email      full_name\n",
+       "0  Corey  Schafer  CoreyMSchafer@gmail.com  Corey Schafer\n",
+       "1   Jane      Doe        JaneDoe@email.com       Jane Doe\n",
+       "2   John      Doe        JohnDoe@email.com       John Doe"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.drop(columns=['first', 'last'], inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>email</th>\n",
+       "      <th>full_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "      <td>Corey Schafer</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "      <td>Jane Doe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "      <td>John Doe</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     email      full_name\n",
+       "0  CoreyMSchafer@gmail.com  Corey Schafer\n",
+       "1        JaneDoe@email.com       Jane Doe\n",
+       "2        JohnDoe@email.com       John Doe"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "      <th>1</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       0        1\n",
+       "0  Corey  Schafer\n",
+       "1   Jane      Doe\n",
+       "2   John      Doe"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['full_name'].str.split(' ', expand=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df[['first', 'last']] = df['full_name'].str.split(' ', expand=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>email</th>\n",
+       "      <th>full_name</th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "      <td>Corey Schafer</td>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "      <td>Jane Doe</td>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "      <td>John Doe</td>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     email      full_name  first     last\n",
+       "0  CoreyMSchafer@gmail.com  Corey Schafer  Corey  Schafer\n",
+       "1        JaneDoe@email.com       Jane Doe   Jane      Doe\n",
+       "2        JohnDoe@email.com       John Doe   John      Doe"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>email</th>\n",
+       "      <th>full_name</th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "      <td>Corey Schafer</td>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "      <td>Jane Doe</td>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "      <td>John Doe</td>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Tony</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     email      full_name  first     last\n",
+       "0  CoreyMSchafer@gmail.com  Corey Schafer  Corey  Schafer\n",
+       "1        JaneDoe@email.com       Jane Doe   Jane      Doe\n",
+       "2        JohnDoe@email.com       John Doe   John      Doe\n",
+       "3                      NaN            NaN   Tony      NaN"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.append({'first': 'Tony'}, ignore_index=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "people = {\n",
+    "    'first': ['Tony', 'Steve'], \n",
+    "    'last': ['Stark', 'Rogers'], \n",
+    "    'email': ['IronMan@avenge.com', 'Cap@avenge.com']\n",
+    "}\n",
+    "df2 = pd.DataFrame(people)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "      <th>email</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Tony</td>\n",
+       "      <td>Stark</td>\n",
+       "      <td>IronMan@avenge.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Steve</td>\n",
+       "      <td>Rogers</td>\n",
+       "      <td>Cap@avenge.com</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   first    last               email\n",
+       "0   Tony   Stark  IronMan@avenge.com\n",
+       "1  Steve  Rogers      Cap@avenge.com"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>email</th>\n",
+       "      <th>full_name</th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "      <td>Corey Schafer</td>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "      <td>Jane Doe</td>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "      <td>John Doe</td>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>IronMan@avenge.com</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Tony</td>\n",
+       "      <td>Stark</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Cap@avenge.com</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Steve</td>\n",
+       "      <td>Rogers</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     email      full_name  first     last\n",
+       "0  CoreyMSchafer@gmail.com  Corey Schafer  Corey  Schafer\n",
+       "1        JaneDoe@email.com       Jane Doe   Jane      Doe\n",
+       "2        JohnDoe@email.com       John Doe   John      Doe\n",
+       "3       IronMan@avenge.com            NaN   Tony    Stark\n",
+       "4           Cap@avenge.com            NaN  Steve   Rogers"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.append(df2, ignore_index=True, sort=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = df.append(df2, ignore_index=True, sort=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>email</th>\n",
+       "      <th>full_name</th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "      <td>Corey Schafer</td>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "      <td>Jane Doe</td>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "      <td>John Doe</td>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>IronMan@avenge.com</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Tony</td>\n",
+       "      <td>Stark</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Cap@avenge.com</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Steve</td>\n",
+       "      <td>Rogers</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     email      full_name  first     last\n",
+       "0  CoreyMSchafer@gmail.com  Corey Schafer  Corey  Schafer\n",
+       "1        JaneDoe@email.com       Jane Doe   Jane      Doe\n",
+       "2        JohnDoe@email.com       John Doe   John      Doe\n",
+       "3       IronMan@avenge.com            NaN   Tony    Stark\n",
+       "4           Cap@avenge.com            NaN  Steve   Rogers"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>email</th>\n",
+       "      <th>full_name</th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "      <td>Corey Schafer</td>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "      <td>Jane Doe</td>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "      <td>John Doe</td>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>IronMan@avenge.com</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Tony</td>\n",
+       "      <td>Stark</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     email      full_name  first     last\n",
+       "0  CoreyMSchafer@gmail.com  Corey Schafer  Corey  Schafer\n",
+       "1        JaneDoe@email.com       Jane Doe   Jane      Doe\n",
+       "2        JohnDoe@email.com       John Doe   John      Doe\n",
+       "3       IronMan@avenge.com            NaN   Tony    Stark"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.drop(index=4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>email</th>\n",
+       "      <th>full_name</th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "      <td>Corey Schafer</td>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>IronMan@avenge.com</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Tony</td>\n",
+       "      <td>Stark</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Cap@avenge.com</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Steve</td>\n",
+       "      <td>Rogers</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     email      full_name  first     last\n",
+       "0  CoreyMSchafer@gmail.com  Corey Schafer  Corey  Schafer\n",
+       "3       IronMan@avenge.com            NaN   Tony    Stark\n",
+       "4           Cap@avenge.com            NaN  Steve   Rogers"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "filt = df['last'] == 'Doe'\n",
+    "df.drop(index=df[filt].index)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Python/Pandas/07-Sorting-Data/Pandas-Demo.ipynb b/Python/Pandas/07-Sorting-Data/Pandas-Demo.ipynb
new file mode 100644
index 000000000..d06f28a89
--- /dev/null
+++ b/Python/Pandas/07-Sorting-Data/Pandas-Demo.ipynb
@@ -0,0 +1,3286 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('data/survey_results_public.csv', index_col='Respondent')\n",
+    "schema_df = pd.read_csv('data/survey_results_schema.csv', index_col='Column')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pd.set_option('display.max_columns', 85)\n",
+    "pd.set_option('display.max_rows', 85)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MainBranch</th>\n",
+       "      <th>Hobbyist</th>\n",
+       "      <th>OpenSourcer</th>\n",
+       "      <th>OpenSource</th>\n",
+       "      <th>Employment</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Student</th>\n",
+       "      <th>EdLevel</th>\n",
+       "      <th>UndergradMajor</th>\n",
+       "      <th>EduOther</th>\n",
+       "      <th>OrgSize</th>\n",
+       "      <th>DevType</th>\n",
+       "      <th>YearsCode</th>\n",
+       "      <th>Age1stCode</th>\n",
+       "      <th>YearsCodePro</th>\n",
+       "      <th>CareerSat</th>\n",
+       "      <th>JobSat</th>\n",
+       "      <th>MgrIdiot</th>\n",
+       "      <th>MgrMoney</th>\n",
+       "      <th>MgrWant</th>\n",
+       "      <th>JobSeek</th>\n",
+       "      <th>LastHireDate</th>\n",
+       "      <th>LastInt</th>\n",
+       "      <th>FizzBuzz</th>\n",
+       "      <th>JobFactors</th>\n",
+       "      <th>ResumeUpdate</th>\n",
+       "      <th>CurrencySymbol</th>\n",
+       "      <th>CurrencyDesc</th>\n",
+       "      <th>CompTotal</th>\n",
+       "      <th>CompFreq</th>\n",
+       "      <th>ConvertedComp</th>\n",
+       "      <th>WorkWeekHrs</th>\n",
+       "      <th>WorkPlan</th>\n",
+       "      <th>WorkChallenge</th>\n",
+       "      <th>WorkRemote</th>\n",
+       "      <th>WorkLoc</th>\n",
+       "      <th>ImpSyn</th>\n",
+       "      <th>CodeRev</th>\n",
+       "      <th>CodeRevHrs</th>\n",
+       "      <th>UnitTests</th>\n",
+       "      <th>PurchaseHow</th>\n",
+       "      <th>PurchaseWhat</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>WebFrameWorkedWith</th>\n",
+       "      <th>WebFrameDesireNextYear</th>\n",
+       "      <th>MiscTechWorkedWith</th>\n",
+       "      <th>MiscTechDesireNextYear</th>\n",
+       "      <th>DevEnviron</th>\n",
+       "      <th>OpSys</th>\n",
+       "      <th>Containers</th>\n",
+       "      <th>BlockchainOrg</th>\n",
+       "      <th>BlockchainIs</th>\n",
+       "      <th>BetterLife</th>\n",
+       "      <th>ITperson</th>\n",
+       "      <th>OffOn</th>\n",
+       "      <th>SocialMedia</th>\n",
+       "      <th>Extraversion</th>\n",
+       "      <th>ScreenName</th>\n",
+       "      <th>SOVisit1st</th>\n",
+       "      <th>SOVisitFreq</th>\n",
+       "      <th>SOVisitTo</th>\n",
+       "      <th>SOFindAnswer</th>\n",
+       "      <th>SOTimeSaved</th>\n",
+       "      <th>SOHowMuchTime</th>\n",
+       "      <th>SOAccount</th>\n",
+       "      <th>SOPartFreq</th>\n",
+       "      <th>SOJobs</th>\n",
+       "      <th>EntTeams</th>\n",
+       "      <th>SOComm</th>\n",
+       "      <th>WelcomeChange</th>\n",
+       "      <th>SONewContent</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Trans</th>\n",
+       "      <th>Sexuality</th>\n",
+       "      <th>Ethnicity</th>\n",
+       "      <th>Dependents</th>\n",
+       "      <th>SurveyLength</th>\n",
+       "      <th>SurveyEase</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Respondent</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>I am a student who is learning to code</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Not employed, and not looking for work</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Primary/elementary school</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>HTML/CSS;Java;JavaScript;Python</td>\n",
+       "      <td>C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL</td>\n",
+       "      <td>SQLite</td>\n",
+       "      <td>MySQL</td>\n",
+       "      <td>MacOS;Windows</td>\n",
+       "      <td>Android;Arduino;Windows</td>\n",
+       "      <td>Django;Flask</td>\n",
+       "      <td>Flask;jQuery</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>IntelliJ;Notepad++;PyCharm</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Fortunately, someone else has that title</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Twitter</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>31-60 minutes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, I didn't know that Stack Overflow had a jo...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Neutral</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>I am a student who is learning to code</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Less than once per year</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>Bosnia and Herzegovina</td>\n",
+       "      <td>Yes, full-time</td>\n",
+       "      <td>Secondary school (e.g. American high school, G...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Developer, desktop or enterprise applications;...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>17</td>\n",
+       "      <td>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>I've never had a job</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Financial performance or funding status of the...</td>\n",
+       "      <td>Something else changed (education, award, medi...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>C++;HTML/CSS;Python</td>\n",
+       "      <td>C++;HTML/CSS;JavaScript;SQL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MySQL</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>Django</td>\n",
+       "      <td>Django</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Atom;PyCharm</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Useful across many domains and could change ma...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Instagram</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>11-30 minutes</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 job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>I am not primarily a developer, but I write co...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>Thailand</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Web development or web design</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>100 to 499 employees</td>\n",
+       "      <td>Designer;Developer, back-end;Developer, front-...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Not at all confident</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>1-2 years ago</td>\n",
+       "      <td>Interview with people in peer roles</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>THB</td>\n",
+       "      <td>Thai baht</td>\n",
+       "      <td>23000.0</td>\n",
+       "      <td>Monthly</td>\n",
+       "      <td>8820.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>Distracting work environment;Inadequate access...</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, but I think we should</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>HTML/CSS</td>\n",
+       "      <td>Elixir;HTML/CSS</td>\n",
+       "      <td>PostgreSQL</td>\n",
+       "      <td>PostgreSQL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Vim;Visual Studio Code</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Reddit</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>6-10 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Neutral</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech meetups or events in your area;Courses on...</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>United States</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>100 to 499 employees</td>\n",
+       "      <td>Developer, full-stack</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16</td>\n",
+       "      <td>Less than 1 year</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I am not interested in new job opportunities</td>\n",
+       "      <td>Less than a year ago</td>\n",
+       "      <td>Write code by hand (e.g., on a whiteboard);Int...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>United States dollar</td>\n",
+       "      <td>61000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>61000.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>A little below average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, but I think we should</td>\n",
+       "      <td>Developers typically have the most influence o...</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>C;C++;C#;Python;SQL</td>\n",
+       "      <td>C;C#;JavaScript;SQL</td>\n",
+       "      <td>MySQL;SQLite</td>\n",
+       "      <td>MySQL;SQLite</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>.NET</td>\n",
+       "      <td>.NET</td>\n",
+       "      <td>Eclipse;Vim;Visual Studio;Visual Studio Code</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for decentralized currency (i.e., Bitcoin)</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>SIGH</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Reddit</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Pass the ti...</td>\n",
+       "      <td>1-2 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>31-60 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>No, not really</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>White or of European descent</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Academic researcher;Developer, desktop or ente...</td>\n",
+       "      <td>16</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9</td>\n",
+       "      <td>Very dissatisfied</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Somewhat confident</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>I am not interested in new job opportunities</td>\n",
+       "      <td>Less than a year ago</td>\n",
+       "      <td>Write any code;Write code by hand (e.g., on a ...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Industry that I'd be working in;Languages, fra...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>UAH</td>\n",
+       "      <td>Ukrainian hryvnia</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>There is a schedule and/or spec (made by me or...</td>\n",
+       "      <td>Being tasked with non-development work;Inadequ...</td>\n",
+       "      <td>A few days each month</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>A little above average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's part of our process</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA</td>\n",
+       "      <td>HTML/CSS;Java;JavaScript;SQL;WebAssembly</td>\n",
+       "      <td>Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite</td>\n",
+       "      <td>Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...</td>\n",
+       "      <td>Android;Linux;MacOS;Slack;Windows</td>\n",
+       "      <td>Android;Docker;Kubernetes;Linux;Slack</td>\n",
+       "      <td>Django;Express;Flask;jQuery;React.js;Spring</td>\n",
+       "      <td>Flask;jQuery;React.js;Spring</td>\n",
+       "      <td>Cordova;Node.js</td>\n",
+       "      <td>Apache Spark;Hadoop;Node.js;React Native</td>\n",
+       "      <td>IntelliJ;Notepad++;Vim</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Outside of work, for personal projects</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Also Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Facebook</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>I don't remember</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>NaN</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 job board...</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech meetups or events in your area;Courses on...</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>White or of European descent;Multiracial</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                   MainBranch Hobbyist  \\\n",
+       "Respondent                                                               \n",
+       "1                      I am a student who is learning to code      Yes   \n",
+       "2                      I am a student who is learning to code       No   \n",
+       "3           I am not primarily a developer, but I write co...      Yes   \n",
+       "4                              I am a developer by profession       No   \n",
+       "5                              I am a developer by profession      Yes   \n",
+       "\n",
+       "                           OpenSourcer  \\\n",
+       "Respondent                               \n",
+       "1                                Never   \n",
+       "2              Less than once per year   \n",
+       "3                                Never   \n",
+       "4                                Never   \n",
+       "5           Once a month or more often   \n",
+       "\n",
+       "                                                   OpenSource  \\\n",
+       "Respondent                                                      \n",
+       "1           The quality of OSS and closed source software ...   \n",
+       "2           The quality of OSS and closed source software ...   \n",
+       "3           The quality of OSS and closed source software ...   \n",
+       "4           The quality of OSS and closed source software ...   \n",
+       "5           OSS is, on average, of HIGHER quality than pro...   \n",
+       "\n",
+       "                                        Employment                 Country  \\\n",
+       "Respondent                                                                   \n",
+       "1           Not employed, and not looking for work          United Kingdom   \n",
+       "2               Not employed, but looking for work  Bosnia and Herzegovina   \n",
+       "3                               Employed full-time                Thailand   \n",
+       "4                               Employed full-time           United States   \n",
+       "5                               Employed full-time                 Ukraine   \n",
+       "\n",
+       "                   Student                                            EdLevel  \\\n",
+       "Respondent                                                                      \n",
+       "1                       No                          Primary/elementary school   \n",
+       "2           Yes, full-time  Secondary school (e.g. American high school, G...   \n",
+       "3                       No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "4                       No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "5                       No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "\n",
+       "                                               UndergradMajor  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                                                         NaN   \n",
+       "3                               Web development or web design   \n",
+       "4           Computer science, computer engineering, or sof...   \n",
+       "5           Computer science, computer engineering, or sof...   \n",
+       "\n",
+       "                                                     EduOther  \\\n",
+       "Respondent                                                      \n",
+       "1           Taught yourself a new language, framework, or ...   \n",
+       "2           Taken an online course in programming or softw...   \n",
+       "3           Taught yourself a new language, framework, or ...   \n",
+       "4           Taken an online course in programming or softw...   \n",
+       "5           Taken an online course in programming or softw...   \n",
+       "\n",
+       "                             OrgSize  \\\n",
+       "Respondent                             \n",
+       "1                                NaN   \n",
+       "2                                NaN   \n",
+       "3               100 to 499 employees   \n",
+       "4               100 to 499 employees   \n",
+       "5           10,000 or more employees   \n",
+       "\n",
+       "                                                      DevType YearsCode  \\\n",
+       "Respondent                                                                \n",
+       "1                                                         NaN         4   \n",
+       "2           Developer, desktop or enterprise applications;...       NaN   \n",
+       "3           Designer;Developer, back-end;Developer, front-...         3   \n",
+       "4                                       Developer, full-stack         3   \n",
+       "5           Academic researcher;Developer, desktop or ente...        16   \n",
+       "\n",
+       "           Age1stCode      YearsCodePro           CareerSat  \\\n",
+       "Respondent                                                    \n",
+       "1                  10               NaN                 NaN   \n",
+       "2                  17               NaN                 NaN   \n",
+       "3                  22                 1  Slightly satisfied   \n",
+       "4                  16  Less than 1 year      Very satisfied   \n",
+       "5                  14                 9   Very dissatisfied   \n",
+       "\n",
+       "                           JobSat              MgrIdiot  MgrMoney   MgrWant  \\\n",
+       "Respondent                                                                    \n",
+       "1                             NaN                   NaN       NaN       NaN   \n",
+       "2                             NaN                   NaN       NaN       NaN   \n",
+       "3              Slightly satisfied  Not at all confident  Not sure  Not sure   \n",
+       "4              Slightly satisfied        Very confident        No  Not sure   \n",
+       "5           Slightly dissatisfied    Somewhat confident       Yes        No   \n",
+       "\n",
+       "                                                      JobSeek  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                             I am actively looking for a job   \n",
+       "3           I’m not actively looking, but I am open to new...   \n",
+       "4                I am not interested in new job opportunities   \n",
+       "5                I am not interested in new job opportunities   \n",
+       "\n",
+       "                    LastHireDate  \\\n",
+       "Respondent                         \n",
+       "1                            NaN   \n",
+       "2           I've never had a job   \n",
+       "3                  1-2 years ago   \n",
+       "4           Less than a year ago   \n",
+       "5           Less than a year ago   \n",
+       "\n",
+       "                                                      LastInt FizzBuzz  \\\n",
+       "Respondent                                                               \n",
+       "1                                                         NaN      NaN   \n",
+       "2                                                         NaN      NaN   \n",
+       "3                         Interview with people in peer roles       No   \n",
+       "4           Write code by hand (e.g., on a whiteboard);Int...       No   \n",
+       "5           Write any code;Write code by hand (e.g., on a ...       No   \n",
+       "\n",
+       "                                                   JobFactors  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2           Financial performance or funding status of the...   \n",
+       "3           Languages, frameworks, and other technologies ...   \n",
+       "4           Languages, frameworks, and other technologies ...   \n",
+       "5           Industry that I'd be working in;Languages, fra...   \n",
+       "\n",
+       "                                                 ResumeUpdate CurrencySymbol  \\\n",
+       "Respondent                                                                     \n",
+       "1                                                         NaN            NaN   \n",
+       "2           Something else changed (education, award, medi...            NaN   \n",
+       "3                            I was preparing for a job search            THB   \n",
+       "4                            I was preparing for a job search            USD   \n",
+       "5                            I was preparing for a job search            UAH   \n",
+       "\n",
+       "                    CurrencyDesc  CompTotal CompFreq  ConvertedComp  \\\n",
+       "Respondent                                                            \n",
+       "1                            NaN        NaN      NaN            NaN   \n",
+       "2                            NaN        NaN      NaN            NaN   \n",
+       "3                      Thai baht    23000.0  Monthly         8820.0   \n",
+       "4           United States dollar    61000.0   Yearly        61000.0   \n",
+       "5              Ukrainian hryvnia        NaN      NaN            NaN   \n",
+       "\n",
+       "            WorkWeekHrs                                           WorkPlan  \\\n",
+       "Respondent                                                                   \n",
+       "1                   NaN                                                NaN   \n",
+       "2                   NaN                                                NaN   \n",
+       "3                  40.0  There's no schedule or spec; I work on what se...   \n",
+       "4                  80.0  There's no schedule or spec; I work on what se...   \n",
+       "5                  55.0  There is a schedule and/or spec (made by me or...   \n",
+       "\n",
+       "                                                WorkChallenge  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                                                         NaN   \n",
+       "3           Distracting work environment;Inadequate access...   \n",
+       "4                                                         NaN   \n",
+       "5           Being tasked with non-development work;Inadequ...   \n",
+       "\n",
+       "                                  WorkRemote WorkLoc                  ImpSyn  \\\n",
+       "Respondent                                                                     \n",
+       "1                                        NaN     NaN                     NaN   \n",
+       "2                                        NaN     NaN                     NaN   \n",
+       "3           Less than once per month / Never    Home                 Average   \n",
+       "4           Less than once per month / Never    Home  A little below average   \n",
+       "5                      A few days each month  Office  A little above average   \n",
+       "\n",
+       "                                            CodeRev  CodeRevHrs  \\\n",
+       "Respondent                                                        \n",
+       "1                                               NaN         NaN   \n",
+       "2                                               NaN         NaN   \n",
+       "3                                                No         NaN   \n",
+       "4                                                No         NaN   \n",
+       "5           Yes, because I see value in code review         NaN   \n",
+       "\n",
+       "                                UnitTests  \\\n",
+       "Respondent                                  \n",
+       "1                                     NaN   \n",
+       "2                                     NaN   \n",
+       "3               No, but I think we should   \n",
+       "4               No, but I think we should   \n",
+       "5           Yes, it's part of our process   \n",
+       "\n",
+       "                                                  PurchaseHow  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                                                         NaN   \n",
+       "3                                                    Not sure   \n",
+       "4           Developers typically have the most influence o...   \n",
+       "5                                                    Not sure   \n",
+       "\n",
+       "                             PurchaseWhat  \\\n",
+       "Respondent                                  \n",
+       "1                                     NaN   \n",
+       "2                                     NaN   \n",
+       "3           I have little or no influence   \n",
+       "4           I have little or no influence   \n",
+       "5           I have little or no influence   \n",
+       "\n",
+       "                                     LanguageWorkedWith  \\\n",
+       "Respondent                                                \n",
+       "1                       HTML/CSS;Java;JavaScript;Python   \n",
+       "2                                   C++;HTML/CSS;Python   \n",
+       "3                                              HTML/CSS   \n",
+       "4                                   C;C++;C#;Python;SQL   \n",
+       "5           C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA   \n",
+       "\n",
+       "                                     LanguageDesireNextYear  \\\n",
+       "Respondent                                                    \n",
+       "1           C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL   \n",
+       "2                               C++;HTML/CSS;JavaScript;SQL   \n",
+       "3                                           Elixir;HTML/CSS   \n",
+       "4                                       C;C#;JavaScript;SQL   \n",
+       "5                  HTML/CSS;Java;JavaScript;SQL;WebAssembly   \n",
+       "\n",
+       "                                          DatabaseWorkedWith  \\\n",
+       "Respondent                                                     \n",
+       "1                                                     SQLite   \n",
+       "2                                                        NaN   \n",
+       "3                                                 PostgreSQL   \n",
+       "4                                               MySQL;SQLite   \n",
+       "5           Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite   \n",
+       "\n",
+       "                                       DatabaseDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "1                                                       MySQL   \n",
+       "2                                                       MySQL   \n",
+       "3                                                  PostgreSQL   \n",
+       "4                                                MySQL;SQLite   \n",
+       "5           Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...   \n",
+       "\n",
+       "                           PlatformWorkedWith  \\\n",
+       "Respondent                                      \n",
+       "1                               MacOS;Windows   \n",
+       "2                                     Windows   \n",
+       "3                                         NaN   \n",
+       "4                               Linux;Windows   \n",
+       "5           Android;Linux;MacOS;Slack;Windows   \n",
+       "\n",
+       "                           PlatformDesireNextYear  \\\n",
+       "Respondent                                          \n",
+       "1                         Android;Arduino;Windows   \n",
+       "2                                         Windows   \n",
+       "3                                             NaN   \n",
+       "4                                   Linux;Windows   \n",
+       "5           Android;Docker;Kubernetes;Linux;Slack   \n",
+       "\n",
+       "                                     WebFrameWorkedWith  \\\n",
+       "Respondent                                                \n",
+       "1                                          Django;Flask   \n",
+       "2                                                Django   \n",
+       "3                                                   NaN   \n",
+       "4                                                   NaN   \n",
+       "5           Django;Express;Flask;jQuery;React.js;Spring   \n",
+       "\n",
+       "                  WebFrameDesireNextYear MiscTechWorkedWith  \\\n",
+       "Respondent                                                    \n",
+       "1                           Flask;jQuery            Node.js   \n",
+       "2                                 Django                NaN   \n",
+       "3                              Other(s):                NaN   \n",
+       "4                                    NaN               .NET   \n",
+       "5           Flask;jQuery;React.js;Spring    Cordova;Node.js   \n",
+       "\n",
+       "                              MiscTechDesireNextYear  \\\n",
+       "Respondent                                             \n",
+       "1                                            Node.js   \n",
+       "2                                                NaN   \n",
+       "3                                                NaN   \n",
+       "4                                               .NET   \n",
+       "5           Apache Spark;Hadoop;Node.js;React Native   \n",
+       "\n",
+       "                                              DevEnviron        OpSys  \\\n",
+       "Respondent                                                              \n",
+       "1                             IntelliJ;Notepad++;PyCharm      Windows   \n",
+       "2                                           Atom;PyCharm      Windows   \n",
+       "3                                 Vim;Visual Studio Code  Linux-based   \n",
+       "4           Eclipse;Vim;Visual Studio;Visual Studio Code      Windows   \n",
+       "5                                 IntelliJ;Notepad++;Vim  Linux-based   \n",
+       "\n",
+       "                                        Containers BlockchainOrg  \\\n",
+       "Respondent                                                         \n",
+       "1                          I do not use containers           NaN   \n",
+       "2                          I do not use containers           NaN   \n",
+       "3                          I do not use containers           NaN   \n",
+       "4                          I do not use containers    Not at all   \n",
+       "5           Outside of work, for personal projects    Not at all   \n",
+       "\n",
+       "                                                 BlockchainIs BetterLife  \\\n",
+       "Respondent                                                                 \n",
+       "1                                                         NaN        Yes   \n",
+       "2           Useful across many domains and could change ma...        Yes   \n",
+       "3                                                         NaN        Yes   \n",
+       "4           Useful for decentralized currency (i.e., Bitcoin)        Yes   \n",
+       "5                                                         NaN        Yes   \n",
+       "\n",
+       "                                            ITperson OffOn SocialMedia  \\\n",
+       "Respondent                                                               \n",
+       "1           Fortunately, someone else has that title   Yes     Twitter   \n",
+       "2                                                Yes   Yes   Instagram   \n",
+       "3                                                Yes   Yes      Reddit   \n",
+       "4                                               SIGH   Yes      Reddit   \n",
+       "5                                           Also Yes   Yes    Facebook   \n",
+       "\n",
+       "                        Extraversion ScreenName        SOVisit1st  \\\n",
+       "Respondent                                                          \n",
+       "1                             Online   Username              2017   \n",
+       "2                             Online   Username              2017   \n",
+       "3           In real life (in person)   Username              2011   \n",
+       "4           In real life (in person)   Username              2014   \n",
+       "5           In real life (in person)   Username  I don't remember   \n",
+       "\n",
+       "                                SOVisitFreq  \\\n",
+       "Respondent                                    \n",
+       "1           A few times per month or weekly   \n",
+       "2                     Daily or almost daily   \n",
+       "3                      A few times per week   \n",
+       "4                     Daily or almost daily   \n",
+       "5                    Multiple times per day   \n",
+       "\n",
+       "                                                    SOVisitTo  \\\n",
+       "Respondent                                                      \n",
+       "1           Find answers to specific questions;Learn how t...   \n",
+       "2           Find answers to specific questions;Learn how t...   \n",
+       "3           Find answers to specific questions;Learn how t...   \n",
+       "4           Find answers to specific questions;Pass the ti...   \n",
+       "5                          Find answers to specific questions   \n",
+       "\n",
+       "                           SOFindAnswer                     SOTimeSaved  \\\n",
+       "Respondent                                                                \n",
+       "1                    3-5 times per week  Stack Overflow was much faster   \n",
+       "2                    3-5 times per week  Stack Overflow was much faster   \n",
+       "3                   6-10 times per week        They were about the same   \n",
+       "4                    1-2 times per week  Stack Overflow was much faster   \n",
+       "5           More than 10 times per week  Stack Overflow was much faster   \n",
+       "\n",
+       "            SOHowMuchTime SOAccount                           SOPartFreq  \\\n",
+       "Respondent                                                                 \n",
+       "1           31-60 minutes        No                                  NaN   \n",
+       "2           11-30 minutes       Yes      A few times per month or weekly   \n",
+       "3                     NaN       Yes  Less than once per month or monthly   \n",
+       "4           31-60 minutes       Yes  Less than once per month or monthly   \n",
+       "5                     NaN       Yes      A few times per month or weekly   \n",
+       "\n",
+       "                                                       SOJobs  \\\n",
+       "Respondent                                                      \n",
+       "1           No, I didn't know that Stack Overflow had a jo...   \n",
+       "2           No, I knew that Stack Overflow had a job board...   \n",
+       "3                                                         Yes   \n",
+       "4                                                         Yes   \n",
+       "5           No, I knew that Stack Overflow had a job board...   \n",
+       "\n",
+       "                                                     EntTeams  \\\n",
+       "Respondent                                                      \n",
+       "1                         No, and I don't know what those are   \n",
+       "2                         No, and I don't know what those are   \n",
+       "3           No, I've heard of them, but I am not part of a...   \n",
+       "4                         No, and I don't know what those are   \n",
+       "5           No, I've heard of them, but I am not part of a...   \n",
+       "\n",
+       "                     SOComm                            WelcomeChange  \\\n",
+       "Respondent                                                             \n",
+       "1                   Neutral  Just as welcome now as I felt last year   \n",
+       "2             Yes, somewhat  Just as welcome now as I felt last year   \n",
+       "3                   Neutral  Just as welcome now as I felt last year   \n",
+       "4            No, not really  Just as welcome now as I felt last year   \n",
+       "5           Yes, definitely  Just as welcome now as I felt last year   \n",
+       "\n",
+       "                                                 SONewContent   Age Gender  \\\n",
+       "Respondent                                                                   \n",
+       "1           Tech articles written by other developers;Indu...  14.0    Man   \n",
+       "2           Tech articles written by other developers;Indu...  19.0    Man   \n",
+       "3           Tech meetups or events in your area;Courses on...  28.0    Man   \n",
+       "4           Tech articles written by other developers;Indu...  22.0    Man   \n",
+       "5           Tech meetups or events in your area;Courses on...  30.0    Man   \n",
+       "\n",
+       "           Trans                Sexuality  \\\n",
+       "Respondent                                  \n",
+       "1             No  Straight / Heterosexual   \n",
+       "2             No  Straight / Heterosexual   \n",
+       "3             No  Straight / Heterosexual   \n",
+       "4             No  Straight / Heterosexual   \n",
+       "5             No  Straight / Heterosexual   \n",
+       "\n",
+       "                                           Ethnicity Dependents  \\\n",
+       "Respondent                                                        \n",
+       "1                                                NaN         No   \n",
+       "2                                                NaN         No   \n",
+       "3                                                NaN        Yes   \n",
+       "4                       White or of European descent         No   \n",
+       "5           White or of European descent;Multiracial         No   \n",
+       "\n",
+       "                     SurveyLength                  SurveyEase  \n",
+       "Respondent                                                     \n",
+       "1           Appropriate in length  Neither easy nor difficult  \n",
+       "2           Appropriate in length  Neither easy nor difficult  \n",
+       "3           Appropriate in length  Neither easy nor difficult  \n",
+       "4           Appropriate in length                        Easy  \n",
+       "5           Appropriate in length                        Easy  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.sort_values(by=['Country', 'ConvertedComp'], ascending=[True, False], inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>ConvertedComp</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Respondent</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>63129</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>1000000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50499</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>153216.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39258</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>19152.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58450</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>17556.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7085</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>14364.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22450</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>7980.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48436</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>4464.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10746</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>3996.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8149</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>1596.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29736</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>1116.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28638</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>722</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85715</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50767</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2782</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63019</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6417</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40000</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88731</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62525</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49702</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33178</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60946</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86362</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>88582</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26340</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86932</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85825</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7353</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87091</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58760</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74386</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29045</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51859</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45854</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47110</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44403</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80926</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59560</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60569</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37802</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43106</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12310</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62168</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38308</th>\n",
+       "      <td>Albania</td>\n",
+       "      <td>187668.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3787</th>\n",
+       "      <td>Albania</td>\n",
+       "      <td>114550.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9270</th>\n",
+       "      <td>Albania</td>\n",
+       "      <td>74474.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6716</th>\n",
+       "      <td>Albania</td>\n",
+       "      <td>60000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10303</th>\n",
+       "      <td>Albania</td>\n",
+       "      <td>57300.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66280</th>\n",
+       "      <td>Albania</td>\n",
+       "      <td>41244.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                Country  ConvertedComp\n",
+       "Respondent                            \n",
+       "63129       Afghanistan      1000000.0\n",
+       "50499       Afghanistan       153216.0\n",
+       "39258       Afghanistan        19152.0\n",
+       "58450       Afghanistan        17556.0\n",
+       "7085        Afghanistan        14364.0\n",
+       "22450       Afghanistan         7980.0\n",
+       "48436       Afghanistan         4464.0\n",
+       "10746       Afghanistan         3996.0\n",
+       "8149        Afghanistan         1596.0\n",
+       "29736       Afghanistan         1116.0\n",
+       "28638       Afghanistan            0.0\n",
+       "722         Afghanistan            0.0\n",
+       "85715       Afghanistan            NaN\n",
+       "50767       Afghanistan            NaN\n",
+       "2782        Afghanistan            NaN\n",
+       "63019       Afghanistan            NaN\n",
+       "6417        Afghanistan            NaN\n",
+       "40000       Afghanistan            NaN\n",
+       "88731       Afghanistan            NaN\n",
+       "62525       Afghanistan            NaN\n",
+       "49702       Afghanistan            NaN\n",
+       "33178       Afghanistan            NaN\n",
+       "60946       Afghanistan            NaN\n",
+       "86362       Afghanistan            NaN\n",
+       "88582       Afghanistan            NaN\n",
+       "26340       Afghanistan            NaN\n",
+       "86932       Afghanistan            NaN\n",
+       "85825       Afghanistan            NaN\n",
+       "7353        Afghanistan            NaN\n",
+       "87091       Afghanistan            NaN\n",
+       "58760       Afghanistan            NaN\n",
+       "74386       Afghanistan            NaN\n",
+       "29045       Afghanistan            NaN\n",
+       "51859       Afghanistan            NaN\n",
+       "45854       Afghanistan            NaN\n",
+       "47110       Afghanistan            NaN\n",
+       "44403       Afghanistan            NaN\n",
+       "80926       Afghanistan            NaN\n",
+       "59560       Afghanistan            NaN\n",
+       "60569       Afghanistan            NaN\n",
+       "37802       Afghanistan            NaN\n",
+       "43106       Afghanistan            NaN\n",
+       "12310       Afghanistan            NaN\n",
+       "62168       Afghanistan            NaN\n",
+       "38308           Albania       187668.0\n",
+       "3787            Albania       114550.0\n",
+       "9270            Albania        74474.0\n",
+       "6716            Albania        60000.0\n",
+       "10303           Albania        57300.0\n",
+       "66280           Albania        41244.0"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[['Country', 'ConvertedComp']].head(50)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Respondent\n",
+       "25983    2000000.0\n",
+       "87896    2000000.0\n",
+       "22013    2000000.0\n",
+       "28243    2000000.0\n",
+       "72732    2000000.0\n",
+       "78151    2000000.0\n",
+       "80200    2000000.0\n",
+       "52132    2000000.0\n",
+       "75561    2000000.0\n",
+       "32250    2000000.0\n",
+       "Name: ConvertedComp, dtype: float64"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['ConvertedComp'].nlargest(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MainBranch</th>\n",
+       "      <th>Hobbyist</th>\n",
+       "      <th>OpenSourcer</th>\n",
+       "      <th>OpenSource</th>\n",
+       "      <th>Employment</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Student</th>\n",
+       "      <th>EdLevel</th>\n",
+       "      <th>UndergradMajor</th>\n",
+       "      <th>EduOther</th>\n",
+       "      <th>OrgSize</th>\n",
+       "      <th>DevType</th>\n",
+       "      <th>YearsCode</th>\n",
+       "      <th>Age1stCode</th>\n",
+       "      <th>YearsCodePro</th>\n",
+       "      <th>CareerSat</th>\n",
+       "      <th>JobSat</th>\n",
+       "      <th>MgrIdiot</th>\n",
+       "      <th>MgrMoney</th>\n",
+       "      <th>MgrWant</th>\n",
+       "      <th>JobSeek</th>\n",
+       "      <th>LastHireDate</th>\n",
+       "      <th>LastInt</th>\n",
+       "      <th>FizzBuzz</th>\n",
+       "      <th>JobFactors</th>\n",
+       "      <th>ResumeUpdate</th>\n",
+       "      <th>CurrencySymbol</th>\n",
+       "      <th>CurrencyDesc</th>\n",
+       "      <th>CompTotal</th>\n",
+       "      <th>CompFreq</th>\n",
+       "      <th>ConvertedComp</th>\n",
+       "      <th>WorkWeekHrs</th>\n",
+       "      <th>WorkPlan</th>\n",
+       "      <th>WorkChallenge</th>\n",
+       "      <th>WorkRemote</th>\n",
+       "      <th>WorkLoc</th>\n",
+       "      <th>ImpSyn</th>\n",
+       "      <th>CodeRev</th>\n",
+       "      <th>CodeRevHrs</th>\n",
+       "      <th>UnitTests</th>\n",
+       "      <th>PurchaseHow</th>\n",
+       "      <th>PurchaseWhat</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>WebFrameWorkedWith</th>\n",
+       "      <th>WebFrameDesireNextYear</th>\n",
+       "      <th>MiscTechWorkedWith</th>\n",
+       "      <th>MiscTechDesireNextYear</th>\n",
+       "      <th>DevEnviron</th>\n",
+       "      <th>OpSys</th>\n",
+       "      <th>Containers</th>\n",
+       "      <th>BlockchainOrg</th>\n",
+       "      <th>BlockchainIs</th>\n",
+       "      <th>BetterLife</th>\n",
+       "      <th>ITperson</th>\n",
+       "      <th>OffOn</th>\n",
+       "      <th>SocialMedia</th>\n",
+       "      <th>Extraversion</th>\n",
+       "      <th>ScreenName</th>\n",
+       "      <th>SOVisit1st</th>\n",
+       "      <th>SOVisitFreq</th>\n",
+       "      <th>SOVisitTo</th>\n",
+       "      <th>SOFindAnswer</th>\n",
+       "      <th>SOTimeSaved</th>\n",
+       "      <th>SOHowMuchTime</th>\n",
+       "      <th>SOAccount</th>\n",
+       "      <th>SOPartFreq</th>\n",
+       "      <th>SOJobs</th>\n",
+       "      <th>EntTeams</th>\n",
+       "      <th>SOComm</th>\n",
+       "      <th>WelcomeChange</th>\n",
+       "      <th>SONewContent</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Trans</th>\n",
+       "      <th>Sexuality</th>\n",
+       "      <th>Ethnicity</th>\n",
+       "      <th>Dependents</th>\n",
+       "      <th>SurveyLength</th>\n",
+       "      <th>SurveyEase</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Respondent</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
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+       "      <th></th>\n",
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+       "      <th></th>\n",
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+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
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+       "      <th></th>\n",
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+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>28638</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once a month but more than once per ...</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Independent contractor, freelancer, or self-em...</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Other doctoral degree (Ph.D, Ed.D., etc.)</td>\n",
+       "      <td>I never declared a major</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>36</td>\n",
+       "      <td>13</td>\n",
+       "      <td>16</td>\n",
+       "      <td>Very dissatisfied</td>\n",
+       "      <td>Very dissatisfied</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>I am not interested in new job opportunities</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>AFN</td>\n",
+       "      <td>Afghan afghani</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>Monthly</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</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>Bash/Shell/PowerShell;C;C++;Java;Objective-C;O...</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;Java;Objective-C;O...</td>\n",
+       "      <td>MySQL;SQLite</td>\n",
+       "      <td>MySQL;SQLite</td>\n",
+       "      <td>Android;iOS;Linux;MacOS</td>\n",
+       "      <td>Android;iOS;Linux</td>\n",
+       "      <td>jQuery</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>TensorFlow;Unity 3D</td>\n",
+       "      <td>Hadoop;TensorFlow;Unity 3D</td>\n",
+       "      <td>Emacs</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Useful for immutable record keeping outside of...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>6-10 times per week</td>\n",
+       "      <td>The other resource was much faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>No, not at all</td>\n",
+       "      <td>A lot less welcome now than last year</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>722</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Less than once a month but more than once per ...</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Less than 1 year</td>\n",
+       "      <td>Younger than 5 years</td>\n",
+       "      <td>Less than 1 year</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>I am not interested in new job opportunities</td>\n",
+       "      <td>NA - I am an independent contractor or self em...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>I heard about a job opportunity (from a recrui...</td>\n",
+       "      <td>AFN</td>\n",
+       "      <td>Afghan afghani</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Other place, such as a coworking space or cafe</td>\n",
+       "      <td>Far above average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>No, and I'm glad we don't</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>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>SIGH</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Neither</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>The other resource was much faster</td>\n",
+       "      <td>60+ minutes</td>\n",
+       "      <td>Not sure / can't remember</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>Not applicable - I did not use Stack Overflow ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13825</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>13</td>\n",
+       "      <td>83</td>\n",
+       "      <td>Less than 1 year</td>\n",
+       "      <td>Very dissatisfied</td>\n",
+       "      <td>Very satisfied</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>NA - I am an independent contractor or self em...</td>\n",
+       "      <td>Complete a take-home project;Solve a brain-tea...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Financial performance or funding status of the...</td>\n",
+       "      <td>Something else changed (education, award, medi...</td>\n",
+       "      <td>AFN</td>\n",
+       "      <td>Afghan afghani</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>168.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Being tasked with non-development work;Non-wor...</td>\n",
+       "      <td>About half the time</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>Far above average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's part of our process</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>I have a great deal of influence</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>An irresponsible use of resources</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Neither</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>1-2 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</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 job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>No, not at all</td>\n",
+       "      <td>A lot less welcome now than last year</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Too short</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40913</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per year</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>Armenia</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>2-9 employees</td>\n",
+       "      <td>Developer, desktop or enterprise applications;...</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I am not interested in new job opportunities</td>\n",
+       "      <td>Less than a year ago</td>\n",
+       "      <td>Write any code;Write code by hand (e.g., on a ...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Industry that I'd be working in;Languages, fra...</td>\n",
+       "      <td>Something else changed (education, award, medi...</td>\n",
+       "      <td>AMD</td>\n",
+       "      <td>Armenian dram</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Monthly</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>Meetings;Non-work commitments (parenting, scho...</td>\n",
+       "      <td>Less than half the time, but at least one day ...</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>A little above average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>No, and I'm glad we don't</td>\n",
+       "      <td>Developers and management have nearly equal in...</td>\n",
+       "      <td>I have a great deal of influence</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;Java;JavaScript;Py...</td>\n",
+       "      <td>C;C++;Java;Python;SQL;TypeScript</td>\n",
+       "      <td>Elasticsearch;MariaDB;MongoDB;MySQL;Redis</td>\n",
+       "      <td>MariaDB;MongoDB;MySQL</td>\n",
+       "      <td>Arduino;AWS;Docker;Linux;MacOS;Raspberry Pi;Sl...</td>\n",
+       "      <td>Arduino;Linux;MacOS;Raspberry Pi</td>\n",
+       "      <td>ASP.NET;Django;Flask</td>\n",
+       "      <td>Django;Flask</td>\n",
+       "      <td>.NET;Node.js;TensorFlow;Torch/PyTorch</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>IntelliJ;IPython / Jupyter;Sublime Text;Vim</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Production</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>A passing fad</td>\n",
+       "      <td>No</td>\n",
+       "      <td>SIGH</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Facebook</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>0-10 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>No, not really</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30630</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once a month but more than once per ...</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Master’s degree (MA, MS, M.Eng., MBA, etc.)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>2-9 employees</td>\n",
+       "      <td>Database administrator;Developer, back-end;Dev...</td>\n",
+       "      <td>35</td>\n",
+       "      <td>7</td>\n",
+       "      <td>30</td>\n",
+       "      <td>Neither satisfied nor dissatisfied</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>I am not interested in new job opportunities</td>\n",
+       "      <td>NA - I am an independent contractor or self em...</td>\n",
+       "      <td>Interview with people in peer roles;Interview ...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Industry that I'd be working in;Office environ...</td>\n",
+       "      <td>I heard about a job opportunity (from a recrui...</td>\n",
+       "      <td>AUD</td>\n",
+       "      <td>Australian dollar</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>Distracting work environment;Non-work commitme...</td>\n",
+       "      <td>It's complicated</td>\n",
+       "      <td>Other place, such as a coworking space or cafe</td>\n",
+       "      <td>A little above average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>No, but I think we should</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>I have a great deal of influence</td>\n",
+       "      <td>Bash/Shell/PowerShell;HTML/CSS;JavaScript;Ruby</td>\n",
+       "      <td>Elixir;Ruby;TypeScript</td>\n",
+       "      <td>PostgreSQL</td>\n",
+       "      <td>PostgreSQL</td>\n",
+       "      <td>AWS;iOS</td>\n",
+       "      <td>Android;AWS;iOS</td>\n",
+       "      <td>Ruby on Rails;Vue.js</td>\n",
+       "      <td>Ruby on Rails;Vue.js</td>\n",
+       "      <td>Chef;React Native</td>\n",
+       "      <td>React Native</td>\n",
+       "      <td>Sublime Text;TextMate;Vim;Xcode</td>\n",
+       "      <td>MacOS</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>An irresponsible use of resources</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Fortunately, someone else has that title</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Reddit</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>I don't remember</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>1-2 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>No, not really</td>\n",
+       "      <td>A lot less welcome now than last year</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69049</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Independent contractor, freelancer, or self-em...</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Received on-the-job training in software devel...</td>\n",
+       "      <td>2-9 employees</td>\n",
+       "      <td>Developer, full-stack;Engineering manager</td>\n",
+       "      <td>17</td>\n",
+       "      <td>12</td>\n",
+       "      <td>14</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>1-2 years ago</td>\n",
+       "      <td>Write any code;Write code by hand (e.g., on a ...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Specific department or team I'd be working on;...</td>\n",
+       "      <td>My job status changed (promotion, new job, etc.)</td>\n",
+       "      <td>AUD</td>\n",
+       "      <td>Australian dollar</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>There is a schedule and/or spec (made by me or...</td>\n",
+       "      <td>Lack of support from management;Time spent com...</td>\n",
+       "      <td>All or almost all the time (I'm full-time remote)</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>A little above average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C#;Go;HTML/CSS;JavaScr...</td>\n",
+       "      <td>Dart;Elixir;JavaScript;Kotlin;Python;R;Ruby;Rust</td>\n",
+       "      <td>PostgreSQL;SQLite</td>\n",
+       "      <td>Cassandra;PostgreSQL;Redis</td>\n",
+       "      <td>Android;Arduino;Google Cloud Platform;iOS;Linu...</td>\n",
+       "      <td>Google Cloud Platform;Heroku;Kubernetes;Linux;...</td>\n",
+       "      <td>Ruby on Rails</td>\n",
+       "      <td>Ruby on Rails;Vue.js</td>\n",
+       "      <td>.NET;React Native</td>\n",
+       "      <td>Ansible;Flutter;Hadoop;Pandas;React Native</td>\n",
+       "      <td>IntelliJ;Visual Studio;Visual Studio Code;Xcode</td>\n",
+       "      <td>MacOS</td>\n",
+       "      <td>Production</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>A passing fad</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Also Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Reddit</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Not sure / can't remember</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>No, not at all</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>White or of European descent</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19340</th>\n",
+       "      <td>I am not primarily a developer, but I write co...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once a month but more than once per ...</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Austria</td>\n",
+       "      <td>Yes, full-time</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Fine arts or performing arts (ex. graphic desi...</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10</td>\n",
+       "      <td>20</td>\n",
+       "      <td>5</td>\n",
+       "      <td>Neither satisfied nor dissatisfied</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>3-4 years ago</td>\n",
+       "      <td>Interview with people in peer roles;Interview ...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Office environment or company culture;Opportun...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>CHF</td>\n",
+       "      <td>Swiss franc</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Monthly</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>There is a schedule and/or spec (made by me or...</td>\n",
+       "      <td>Being tasked with non-development work;Inadequ...</td>\n",
+       "      <td>A few days each month</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>Yes, it's part of our process</td>\n",
+       "      <td>Developers and management have nearly equal in...</td>\n",
+       "      <td>I have a great deal of influence</td>\n",
+       "      <td>Assembly;C;Elixir;HTML/CSS;Java;JavaScript;Pyt...</td>\n",
+       "      <td>Clojure</td>\n",
+       "      <td>PostgreSQL;SQLite</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Arduino;Raspberry Pi</td>\n",
+       "      <td>Arduino;Raspberry Pi</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IntelliJ;Sublime Text</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Development;Testing;Production;Outside of work...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Useful for immutable record keeping outside of...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Also Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>1-2 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</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>No, and I don't know what those are</td>\n",
+       "      <td>Neutral</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>White or of European descent</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16214</th>\n",
+       "      <td>I am not primarily a developer, but I write co...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per year</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>Bangladesh</td>\n",
+       "      <td>Yes, part-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>NaN</td>\n",
+       "      <td>20 to 99 employees</td>\n",
+       "      <td>Engineer, data;Engineering manager;Product man...</td>\n",
+       "      <td>20</td>\n",
+       "      <td>16</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>I am not interested in new job opportunities</td>\n",
+       "      <td>3-4 years ago</td>\n",
+       "      <td>Interview with people in peer roles</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Financial performance or funding status of the...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>European Euro</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>Lack of support from management;Meetings;Time ...</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Other place, such as a coworking space or cafe</td>\n",
+       "      <td>Far above average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, and I'm glad we don't</td>\n",
+       "      <td>Developers and management have nearly equal in...</td>\n",
+       "      <td>I have a great deal of influence</td>\n",
+       "      <td>Java;PHP;Other(s):</td>\n",
+       "      <td>Java;PHP;Other(s):</td>\n",
+       "      <td>MariaDB;MySQL</td>\n",
+       "      <td>MariaDB;MySQL</td>\n",
+       "      <td>Android;Linux;Raspberry Pi;Windows;WordPress</td>\n",
+       "      <td>Android;Linux;Raspberry Pi;Windows;WordPress</td>\n",
+       "      <td>jQuery;Spring</td>\n",
+       "      <td>jQuery;Spring</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Android Studio;Eclipse;IntelliJ;NetBeans</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>WhatsApp</td>\n",
+       "      <td>Neither</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Contribute ...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Neutral</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Cour...</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29355</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>OSS is, on average, of LOWER quality than prop...</td>\n",
+       "      <td>Independent contractor, freelancer, or self-em...</td>\n",
+       "      <td>Bosnia and Herzegovina</td>\n",
+       "      <td>Yes, part-time</td>\n",
+       "      <td>Some college/university study without earning ...</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>Just me - I am a freelancer, sole proprietor, ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>Neither satisfied nor dissatisfied</td>\n",
+       "      <td>Neither satisfied nor dissatisfied</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>I am not interested in new job opportunities</td>\n",
+       "      <td>Less than a year ago</td>\n",
+       "      <td>Interview with people in senior / management r...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Industry that I'd be working in;Specific depar...</td>\n",
+       "      <td>Something else changed (education, award, medi...</td>\n",
+       "      <td>BAM</td>\n",
+       "      <td>Bosnia and Herzegovina convertible mark</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>Being tasked with non-development work;Inadequ...</td>\n",
+       "      <td>It's complicated</td>\n",
+       "      <td>Other place, such as a coworking space or cafe</td>\n",
+       "      <td>Far above average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;Python;Ruby;Other(s):</td>\n",
+       "      <td>Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;Oth...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Linux;MacOS;Microsoft Azure;Raspberry Pi;Windows</td>\n",
+       "      <td>Android;Arduino;AWS;iOS;Linux;MacOS;Raspberry ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Pandas;TensorFlow;Torch/PyTorch;Unity 3D;Unrea...</td>\n",
+       "      <td>.NET;Torch/PyTorch;Unity 3D</td>\n",
+       "      <td>Android Studio;Emacs;PyCharm;Visual Studio;Vis...</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>A passing fad</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Also Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2013</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>Less than once per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Not sure / can't remember</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>No, not really</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1685</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once a month but more than once per ...</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Independent contractor, freelancer, or self-em...</td>\n",
+       "      <td>Brazil</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>Just me - I am a freelancer, sole proprietor, ...</td>\n",
+       "      <td>Designer;Developer, full-stack;Developer, game...</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>3</td>\n",
+       "      <td>Neither satisfied nor dissatisfied</td>\n",
+       "      <td>Neither satisfied nor dissatisfied</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</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>Interview with people in peer roles;Interview ...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Specific department or team I'd be working on;...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>BRL</td>\n",
+       "      <td>Brazilian real</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Monthly</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>There is a schedule and/or spec (made by me or...</td>\n",
+       "      <td>Distracting work environment;Meetings;Toxic wo...</td>\n",
+       "      <td>All or almost all the time (I'm full-time remote)</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Elixir;HTML/CSS;JavaScript;PHP;Python</td>\n",
+       "      <td>C#;Kotlin;Python</td>\n",
+       "      <td>Cassandra;MariaDB;MongoDB;PostgreSQL</td>\n",
+       "      <td>Cassandra;MariaDB;MongoDB;PostgreSQL</td>\n",
+       "      <td>Docker;Kubernetes;MacOS</td>\n",
+       "      <td>Android;Linux;Windows</td>\n",
+       "      <td>Laravel</td>\n",
+       "      <td>Django;Flask;Laravel;Vue.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>.NET;Node.js;Unity 3D;Other(s):</td>\n",
+       "      <td>Android Studio;PHPStorm;PyCharm;Visual Studio ...</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>Development</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Useful across many domains and could change ma...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>WhatsApp</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>1-2 times per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>No, not really</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>White or of European descent;Multiracial</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                   MainBranch Hobbyist  \\\n",
+       "Respondent                                                               \n",
+       "28638                          I am a developer by profession      Yes   \n",
+       "722                            I am a developer by profession       No   \n",
+       "13825                          I am a developer by profession      Yes   \n",
+       "40913                          I am a developer by profession      Yes   \n",
+       "30630                          I am a developer by profession      Yes   \n",
+       "69049                          I am a developer by profession       No   \n",
+       "19340       I am not primarily a developer, but I write co...      Yes   \n",
+       "16214       I am not primarily a developer, but I write co...      Yes   \n",
+       "29355                          I am a developer by profession      Yes   \n",
+       "1685                           I am a developer by profession      Yes   \n",
+       "\n",
+       "                                                  OpenSourcer  \\\n",
+       "Respondent                                                      \n",
+       "28638       Less than once a month but more than once per ...   \n",
+       "722         Less than once a month but more than once per ...   \n",
+       "13825                                                   Never   \n",
+       "40913                                 Less than once per year   \n",
+       "30630       Less than once a month but more than once per ...   \n",
+       "69049                                                   Never   \n",
+       "19340       Less than once a month but more than once per ...   \n",
+       "16214                                 Less than once per year   \n",
+       "29355                                                   Never   \n",
+       "1685        Less than once a month but more than once per ...   \n",
+       "\n",
+       "                                                   OpenSource  \\\n",
+       "Respondent                                                      \n",
+       "28638       OSS is, on average, of HIGHER quality than pro...   \n",
+       "722         The quality of OSS and closed source software ...   \n",
+       "13825       The quality of OSS and closed source software ...   \n",
+       "40913       The quality of OSS and closed source software ...   \n",
+       "30630       The quality of OSS and closed source software ...   \n",
+       "69049       The quality of OSS and closed source software ...   \n",
+       "19340       OSS is, on average, of HIGHER quality than pro...   \n",
+       "16214       OSS is, on average, of HIGHER quality than pro...   \n",
+       "29355       OSS is, on average, of LOWER quality than prop...   \n",
+       "1685        The quality of OSS and closed source software ...   \n",
+       "\n",
+       "                                                   Employment  \\\n",
+       "Respondent                                                      \n",
+       "28638       Independent contractor, freelancer, or self-em...   \n",
+       "722                                                       NaN   \n",
+       "13825                                                     NaN   \n",
+       "40913                                      Employed full-time   \n",
+       "30630                                      Employed full-time   \n",
+       "69049       Independent contractor, freelancer, or self-em...   \n",
+       "19340                                                     NaN   \n",
+       "16214                                      Employed full-time   \n",
+       "29355       Independent contractor, freelancer, or self-em...   \n",
+       "1685        Independent contractor, freelancer, or self-em...   \n",
+       "\n",
+       "                           Country         Student  \\\n",
+       "Respondent                                           \n",
+       "28638                  Afghanistan             NaN   \n",
+       "722                    Afghanistan             NaN   \n",
+       "13825                      Algeria             NaN   \n",
+       "40913                      Armenia              No   \n",
+       "30630                    Australia              No   \n",
+       "69049                    Australia              No   \n",
+       "19340                      Austria  Yes, full-time   \n",
+       "16214                   Bangladesh  Yes, part-time   \n",
+       "29355       Bosnia and Herzegovina  Yes, part-time   \n",
+       "1685                        Brazil              No   \n",
+       "\n",
+       "                                                      EdLevel  \\\n",
+       "Respondent                                                      \n",
+       "28638               Other doctoral degree (Ph.D, Ed.D., etc.)   \n",
+       "722                                                       NaN   \n",
+       "13825                                                     NaN   \n",
+       "40913                Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "30630             Master’s degree (MA, MS, M.Eng., MBA, etc.)   \n",
+       "69049                Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "19340                Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "16214             Master’s degree (MA, MS, M.Eng., MBA, etc.)   \n",
+       "29355       Some college/university study without earning ...   \n",
+       "1685                 Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "\n",
+       "                                               UndergradMajor  \\\n",
+       "Respondent                                                      \n",
+       "28638                                I never declared a major   \n",
+       "722                                                       NaN   \n",
+       "13825                                                     NaN   \n",
+       "40913       Computer science, computer engineering, or sof...   \n",
+       "30630                                                     NaN   \n",
+       "69049       Computer science, computer engineering, or sof...   \n",
+       "19340       Fine arts or performing arts (ex. graphic desi...   \n",
+       "16214       A natural science (ex. biology, chemistry, phy...   \n",
+       "29355       Computer science, computer engineering, or sof...   \n",
+       "1685        Computer science, computer engineering, or sof...   \n",
+       "\n",
+       "                                                     EduOther  \\\n",
+       "Respondent                                                      \n",
+       "28638                                                     NaN   \n",
+       "722                                                       NaN   \n",
+       "13825                                                     NaN   \n",
+       "40913       Taught yourself a new language, framework, or ...   \n",
+       "30630       Taken an online course in programming or softw...   \n",
+       "69049       Received on-the-job training in software devel...   \n",
+       "19340       Taken an online course in programming or softw...   \n",
+       "16214                                                     NaN   \n",
+       "29355       Taught yourself a new language, framework, or ...   \n",
+       "1685        Taken an online course in programming or softw...   \n",
+       "\n",
+       "                                                      OrgSize  \\\n",
+       "Respondent                                                      \n",
+       "28638                                                     NaN   \n",
+       "722                                                       NaN   \n",
+       "13825                                                     NaN   \n",
+       "40913                                           2-9 employees   \n",
+       "30630                                           2-9 employees   \n",
+       "69049                                           2-9 employees   \n",
+       "19340                                                     NaN   \n",
+       "16214                                      20 to 99 employees   \n",
+       "29355       Just me - I am a freelancer, sole proprietor, ...   \n",
+       "1685        Just me - I am a freelancer, sole proprietor, ...   \n",
+       "\n",
+       "                                                      DevType  \\\n",
+       "Respondent                                                      \n",
+       "28638                                                     NaN   \n",
+       "722                                                       NaN   \n",
+       "13825                                                     NaN   \n",
+       "40913       Developer, desktop or enterprise applications;...   \n",
+       "30630       Database administrator;Developer, back-end;Dev...   \n",
+       "69049               Developer, full-stack;Engineering manager   \n",
+       "19340                                                     NaN   \n",
+       "16214       Engineer, data;Engineering manager;Product man...   \n",
+       "29355                                                     NaN   \n",
+       "1685        Designer;Developer, full-stack;Developer, game...   \n",
+       "\n",
+       "                   YearsCode            Age1stCode      YearsCodePro  \\\n",
+       "Respondent                                                             \n",
+       "28638                     36                    13                16   \n",
+       "722         Less than 1 year  Younger than 5 years  Less than 1 year   \n",
+       "13825                     13                    83  Less than 1 year   \n",
+       "40913                      7                    15                 4   \n",
+       "30630                     35                     7                30   \n",
+       "69049                     17                    12                14   \n",
+       "19340                     10                    20                 5   \n",
+       "16214                     20                    16                20   \n",
+       "29355                     10                    10                 6   \n",
+       "1685                       8                    16                 3   \n",
+       "\n",
+       "                                     CareerSat  \\\n",
+       "Respondent                                       \n",
+       "28638                        Very dissatisfied   \n",
+       "722                             Very satisfied   \n",
+       "13825                        Very dissatisfied   \n",
+       "40913                       Slightly satisfied   \n",
+       "30630       Neither satisfied nor dissatisfied   \n",
+       "69049                       Slightly satisfied   \n",
+       "19340       Neither satisfied nor dissatisfied   \n",
+       "16214                       Slightly satisfied   \n",
+       "29355       Neither satisfied nor dissatisfied   \n",
+       "1685        Neither satisfied nor dissatisfied   \n",
+       "\n",
+       "                                        JobSat        MgrIdiot  MgrMoney  \\\n",
+       "Respondent                                                                 \n",
+       "28638                        Very dissatisfied             NaN       NaN   \n",
+       "722                             Very satisfied             NaN       NaN   \n",
+       "13825                           Very satisfied             NaN       NaN   \n",
+       "40913                       Slightly satisfied  Very confident  Not sure   \n",
+       "30630                           Very satisfied             NaN       NaN   \n",
+       "69049                       Slightly satisfied             NaN       NaN   \n",
+       "19340                       Slightly satisfied             NaN       NaN   \n",
+       "16214                       Slightly satisfied             NaN       NaN   \n",
+       "29355       Neither satisfied nor dissatisfied             NaN       NaN   \n",
+       "1685        Neither satisfied nor dissatisfied             NaN       NaN   \n",
+       "\n",
+       "             MgrWant                                            JobSeek  \\\n",
+       "Respondent                                                                \n",
+       "28638            NaN       I am not interested in new job opportunities   \n",
+       "722              NaN       I am not interested in new job opportunities   \n",
+       "13825            NaN                    I am actively looking for a job   \n",
+       "40913       Not sure       I am not interested in new job opportunities   \n",
+       "30630            NaN       I am not interested in new job opportunities   \n",
+       "69049            NaN  I’m not actively looking, but I am open to new...   \n",
+       "19340            NaN  I’m not actively looking, but I am open to new...   \n",
+       "16214            NaN       I am not interested in new job opportunities   \n",
+       "29355            NaN       I am not interested in new job opportunities   \n",
+       "1685             NaN  I’m not actively looking, but I am open to new...   \n",
+       "\n",
+       "                                                 LastHireDate  \\\n",
+       "Respondent                                                      \n",
+       "28638                                                     NaN   \n",
+       "722         NA - I am an independent contractor or self em...   \n",
+       "13825       NA - I am an independent contractor or self em...   \n",
+       "40913                                    Less than a year ago   \n",
+       "30630       NA - I am an independent contractor or self em...   \n",
+       "69049                                           1-2 years ago   \n",
+       "19340                                           3-4 years ago   \n",
+       "16214                                           3-4 years ago   \n",
+       "29355                                    Less than a year ago   \n",
+       "1685                                     Less than a year ago   \n",
+       "\n",
+       "                                                      LastInt FizzBuzz  \\\n",
+       "Respondent                                                               \n",
+       "28638                                                     NaN      NaN   \n",
+       "722                                                       NaN       No   \n",
+       "13825       Complete a take-home project;Solve a brain-tea...      Yes   \n",
+       "40913       Write any code;Write code by hand (e.g., on a ...       No   \n",
+       "30630       Interview with people in peer roles;Interview ...       No   \n",
+       "69049       Write any code;Write code by hand (e.g., on a ...       No   \n",
+       "19340       Interview with people in peer roles;Interview ...       No   \n",
+       "16214                     Interview with people in peer roles       No   \n",
+       "29355       Interview with people in senior / management r...       No   \n",
+       "1685        Interview with people in peer roles;Interview ...       No   \n",
+       "\n",
+       "                                                   JobFactors  \\\n",
+       "Respondent                                                      \n",
+       "28638                                                     NaN   \n",
+       "722                                                       NaN   \n",
+       "13825       Financial performance or funding status of the...   \n",
+       "40913       Industry that I'd be working in;Languages, fra...   \n",
+       "30630       Industry that I'd be working in;Office environ...   \n",
+       "69049       Specific department or team I'd be working on;...   \n",
+       "19340       Office environment or company culture;Opportun...   \n",
+       "16214       Financial performance or funding status of the...   \n",
+       "29355       Industry that I'd be working in;Specific depar...   \n",
+       "1685        Specific department or team I'd be working on;...   \n",
+       "\n",
+       "                                                 ResumeUpdate CurrencySymbol  \\\n",
+       "Respondent                                                                     \n",
+       "28638                                                     NaN            AFN   \n",
+       "722         I heard about a job opportunity (from a recrui...            AFN   \n",
+       "13825       Something else changed (education, award, medi...            AFN   \n",
+       "40913       Something else changed (education, award, medi...            AMD   \n",
+       "30630       I heard about a job opportunity (from a recrui...            AUD   \n",
+       "69049        My job status changed (promotion, new job, etc.)            AUD   \n",
+       "19340                        I was preparing for a job search            CHF   \n",
+       "16214                        I was preparing for a job search            EUR   \n",
+       "29355       Something else changed (education, award, medi...            BAM   \n",
+       "1685                         I was preparing for a job search            BRL   \n",
+       "\n",
+       "                                       CurrencyDesc  CompTotal CompFreq  \\\n",
+       "Respondent                                                                \n",
+       "28638                                Afghan afghani        3.0  Monthly   \n",
+       "722                                  Afghan afghani        1.0   Yearly   \n",
+       "13825                                Afghan afghani        1.0   Yearly   \n",
+       "40913                                 Armenian dram        0.0  Monthly   \n",
+       "30630                             Australian dollar        0.0   Yearly   \n",
+       "69049                             Australian dollar        0.0   Yearly   \n",
+       "19340                                   Swiss franc        0.0  Monthly   \n",
+       "16214                                 European Euro        0.0   Yearly   \n",
+       "29355       Bosnia and Herzegovina convertible mark        0.0   Yearly   \n",
+       "1685                                 Brazilian real        0.0  Monthly   \n",
+       "\n",
+       "            ConvertedComp  WorkWeekHrs  \\\n",
+       "Respondent                               \n",
+       "28638                 0.0          2.0   \n",
+       "722                   0.0          1.0   \n",
+       "13825                 0.0        168.0   \n",
+       "40913                 0.0         40.0   \n",
+       "30630                 0.0         80.0   \n",
+       "69049                 0.0         25.0   \n",
+       "19340                 0.0         35.0   \n",
+       "16214                 0.0         10.0   \n",
+       "29355                 0.0         80.0   \n",
+       "1685                  0.0         40.0   \n",
+       "\n",
+       "                                                     WorkPlan  \\\n",
+       "Respondent                                                      \n",
+       "28638                                                     NaN   \n",
+       "722                                                       NaN   \n",
+       "13825                                                     NaN   \n",
+       "40913       There's no schedule or spec; I work on what se...   \n",
+       "30630       There's no schedule or spec; I work on what se...   \n",
+       "69049       There is a schedule and/or spec (made by me or...   \n",
+       "19340       There is a schedule and/or spec (made by me or...   \n",
+       "16214       There's no schedule or spec; I work on what se...   \n",
+       "29355       There's no schedule or spec; I work on what se...   \n",
+       "1685        There is a schedule and/or spec (made by me or...   \n",
+       "\n",
+       "                                                WorkChallenge  \\\n",
+       "Respondent                                                      \n",
+       "28638                                                     NaN   \n",
+       "722                                                       NaN   \n",
+       "13825       Being tasked with non-development work;Non-wor...   \n",
+       "40913       Meetings;Non-work commitments (parenting, scho...   \n",
+       "30630       Distracting work environment;Non-work commitme...   \n",
+       "69049       Lack of support from management;Time spent com...   \n",
+       "19340       Being tasked with non-development work;Inadequ...   \n",
+       "16214       Lack of support from management;Meetings;Time ...   \n",
+       "29355       Being tasked with non-development work;Inadequ...   \n",
+       "1685        Distracting work environment;Meetings;Toxic wo...   \n",
+       "\n",
+       "                                                   WorkRemote  \\\n",
+       "Respondent                                                      \n",
+       "28638                                                     NaN   \n",
+       "722                          Less than once per month / Never   \n",
+       "13825                                     About half the time   \n",
+       "40913       Less than half the time, but at least one day ...   \n",
+       "30630                                        It's complicated   \n",
+       "69049       All or almost all the time (I'm full-time remote)   \n",
+       "19340                                   A few days each month   \n",
+       "16214                        Less than once per month / Never   \n",
+       "29355                                        It's complicated   \n",
+       "1685        All or almost all the time (I'm full-time remote)   \n",
+       "\n",
+       "                                                   WorkLoc  \\\n",
+       "Respondent                                                   \n",
+       "28638                                                  NaN   \n",
+       "722         Other place, such as a coworking space or cafe   \n",
+       "13825                                                 Home   \n",
+       "40913                                               Office   \n",
+       "30630       Other place, such as a coworking space or cafe   \n",
+       "69049                                                 Home   \n",
+       "19340                                               Office   \n",
+       "16214       Other place, such as a coworking space or cafe   \n",
+       "29355       Other place, such as a coworking space or cafe   \n",
+       "1685                                                  Home   \n",
+       "\n",
+       "                            ImpSyn                                  CodeRev  \\\n",
+       "Respondent                                                                    \n",
+       "28638                          NaN                                      NaN   \n",
+       "722              Far above average  Yes, because I see value in code review   \n",
+       "13825            Far above average                                       No   \n",
+       "40913       A little above average  Yes, because I see value in code review   \n",
+       "30630       A little above average  Yes, because I see value in code review   \n",
+       "69049       A little above average  Yes, because I see value in code review   \n",
+       "19340                      Average  Yes, because I see value in code review   \n",
+       "16214            Far above average                                       No   \n",
+       "29355            Far above average  Yes, because I see value in code review   \n",
+       "1685                       Average  Yes, because I see value in code review   \n",
+       "\n",
+       "            CodeRevHrs                      UnitTests  \\\n",
+       "Respondent                                              \n",
+       "28638              NaN                            NaN   \n",
+       "722                1.0      No, and I'm glad we don't   \n",
+       "13825              NaN  Yes, it's part of our process   \n",
+       "40913              3.0      No, and I'm glad we don't   \n",
+       "30630             10.0      No, but I think we should   \n",
+       "69049              1.0                            NaN   \n",
+       "19340              5.0  Yes, it's part of our process   \n",
+       "16214              NaN      No, and I'm glad we don't   \n",
+       "29355             20.0                            NaN   \n",
+       "1685               6.0                            NaN   \n",
+       "\n",
+       "                                                  PurchaseHow  \\\n",
+       "Respondent                                                      \n",
+       "28638                                                     NaN   \n",
+       "722                                                       NaN   \n",
+       "13825                                                     NaN   \n",
+       "40913       Developers and management have nearly equal in...   \n",
+       "30630                                                     NaN   \n",
+       "69049                                                     NaN   \n",
+       "19340       Developers and management have nearly equal in...   \n",
+       "16214       Developers and management have nearly equal in...   \n",
+       "29355                                                     NaN   \n",
+       "1685                                                      NaN   \n",
+       "\n",
+       "                                PurchaseWhat  \\\n",
+       "Respondent                                     \n",
+       "28638                                    NaN   \n",
+       "722            I have little or no influence   \n",
+       "13825       I have a great deal of influence   \n",
+       "40913       I have a great deal of influence   \n",
+       "30630       I have a great deal of influence   \n",
+       "69049                                    NaN   \n",
+       "19340       I have a great deal of influence   \n",
+       "16214       I have a great deal of influence   \n",
+       "29355                                    NaN   \n",
+       "1685                                     NaN   \n",
+       "\n",
+       "                                           LanguageWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "28638       Bash/Shell/PowerShell;C;C++;Java;Objective-C;O...   \n",
+       "722                                                       NaN   \n",
+       "13825                                               Other(s):   \n",
+       "40913       Bash/Shell/PowerShell;C;C++;Java;JavaScript;Py...   \n",
+       "30630          Bash/Shell/PowerShell;HTML/CSS;JavaScript;Ruby   \n",
+       "69049       Bash/Shell/PowerShell;C;C#;Go;HTML/CSS;JavaScr...   \n",
+       "19340       Assembly;C;Elixir;HTML/CSS;Java;JavaScript;Pyt...   \n",
+       "16214                                      Java;PHP;Other(s):   \n",
+       "29355       Bash/Shell/PowerShell;C;C++;Python;Ruby;Other(s):   \n",
+       "1685                    Elixir;HTML/CSS;JavaScript;PHP;Python   \n",
+       "\n",
+       "                                       LanguageDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "28638       Bash/Shell/PowerShell;C;C++;Java;Objective-C;O...   \n",
+       "722                                                       NaN   \n",
+       "13825                                               Other(s):   \n",
+       "40913                        C;C++;Java;Python;SQL;TypeScript   \n",
+       "30630                                  Elixir;Ruby;TypeScript   \n",
+       "69049        Dart;Elixir;JavaScript;Kotlin;Python;R;Ruby;Rust   \n",
+       "19340                                                 Clojure   \n",
+       "16214                                      Java;PHP;Other(s):   \n",
+       "29355       Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;Oth...   \n",
+       "1685                                         C#;Kotlin;Python   \n",
+       "\n",
+       "                                   DatabaseWorkedWith  \\\n",
+       "Respondent                                              \n",
+       "28638                                    MySQL;SQLite   \n",
+       "722                                               NaN   \n",
+       "13825                                       Other(s):   \n",
+       "40913       Elasticsearch;MariaDB;MongoDB;MySQL;Redis   \n",
+       "30630                                      PostgreSQL   \n",
+       "69049                               PostgreSQL;SQLite   \n",
+       "19340                               PostgreSQL;SQLite   \n",
+       "16214                                   MariaDB;MySQL   \n",
+       "29355                                             NaN   \n",
+       "1685             Cassandra;MariaDB;MongoDB;PostgreSQL   \n",
+       "\n",
+       "                          DatabaseDesireNextYear  \\\n",
+       "Respondent                                         \n",
+       "28638                               MySQL;SQLite   \n",
+       "722                                          NaN   \n",
+       "13825                                  Other(s):   \n",
+       "40913                      MariaDB;MongoDB;MySQL   \n",
+       "30630                                 PostgreSQL   \n",
+       "69049                 Cassandra;PostgreSQL;Redis   \n",
+       "19340                                        NaN   \n",
+       "16214                              MariaDB;MySQL   \n",
+       "29355                                        NaN   \n",
+       "1685        Cassandra;MariaDB;MongoDB;PostgreSQL   \n",
+       "\n",
+       "                                           PlatformWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "28638                                 Android;iOS;Linux;MacOS   \n",
+       "722                                                       NaN   \n",
+       "13825                                               Other(s):   \n",
+       "40913       Arduino;AWS;Docker;Linux;MacOS;Raspberry Pi;Sl...   \n",
+       "30630                                                 AWS;iOS   \n",
+       "69049       Android;Arduino;Google Cloud Platform;iOS;Linu...   \n",
+       "19340                                    Arduino;Raspberry Pi   \n",
+       "16214            Android;Linux;Raspberry Pi;Windows;WordPress   \n",
+       "29355        Linux;MacOS;Microsoft Azure;Raspberry Pi;Windows   \n",
+       "1685                                  Docker;Kubernetes;MacOS   \n",
+       "\n",
+       "                                       PlatformDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "28638                                       Android;iOS;Linux   \n",
+       "722                                                       NaN   \n",
+       "13825                                               Other(s):   \n",
+       "40913                        Arduino;Linux;MacOS;Raspberry Pi   \n",
+       "30630                                         Android;AWS;iOS   \n",
+       "69049       Google Cloud Platform;Heroku;Kubernetes;Linux;...   \n",
+       "19340                                    Arduino;Raspberry Pi   \n",
+       "16214            Android;Linux;Raspberry Pi;Windows;WordPress   \n",
+       "29355       Android;Arduino;AWS;iOS;Linux;MacOS;Raspberry ...   \n",
+       "1685                                    Android;Linux;Windows   \n",
+       "\n",
+       "              WebFrameWorkedWith       WebFrameDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "28638                     jQuery                          NaN   \n",
+       "722                          NaN                          NaN   \n",
+       "13825                  Other(s):                    Other(s):   \n",
+       "40913       ASP.NET;Django;Flask                 Django;Flask   \n",
+       "30630       Ruby on Rails;Vue.js         Ruby on Rails;Vue.js   \n",
+       "69049              Ruby on Rails         Ruby on Rails;Vue.js   \n",
+       "19340                  Other(s):                    Other(s):   \n",
+       "16214              jQuery;Spring                jQuery;Spring   \n",
+       "29355                        NaN                          NaN   \n",
+       "1685                     Laravel  Django;Flask;Laravel;Vue.js   \n",
+       "\n",
+       "                                           MiscTechWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "28638                                     TensorFlow;Unity 3D   \n",
+       "722                                                       NaN   \n",
+       "13825                                               Other(s):   \n",
+       "40913                   .NET;Node.js;TensorFlow;Torch/PyTorch   \n",
+       "30630                                       Chef;React Native   \n",
+       "69049                                       .NET;React Native   \n",
+       "19340                                                     NaN   \n",
+       "16214                                                     NaN   \n",
+       "29355       Pandas;TensorFlow;Torch/PyTorch;Unity 3D;Unrea...   \n",
+       "1685                                                  Node.js   \n",
+       "\n",
+       "                                MiscTechDesireNextYear  \\\n",
+       "Respondent                                               \n",
+       "28638                       Hadoop;TensorFlow;Unity 3D   \n",
+       "722                                                NaN   \n",
+       "13825                                        Other(s):   \n",
+       "40913                                          Node.js   \n",
+       "30630                                     React Native   \n",
+       "69049       Ansible;Flutter;Hadoop;Pandas;React Native   \n",
+       "19340                                              NaN   \n",
+       "16214                                              NaN   \n",
+       "29355                      .NET;Torch/PyTorch;Unity 3D   \n",
+       "1685                   .NET;Node.js;Unity 3D;Other(s):   \n",
+       "\n",
+       "                                                   DevEnviron        OpSys  \\\n",
+       "Respondent                                                                   \n",
+       "28638                                                   Emacs  Linux-based   \n",
+       "722                                                       NaN          NaN   \n",
+       "13825                                                     NaN          NaN   \n",
+       "40913             IntelliJ;IPython / Jupyter;Sublime Text;Vim  Linux-based   \n",
+       "30630                         Sublime Text;TextMate;Vim;Xcode        MacOS   \n",
+       "69049         IntelliJ;Visual Studio;Visual Studio Code;Xcode        MacOS   \n",
+       "19340                                   IntelliJ;Sublime Text  Linux-based   \n",
+       "16214                Android Studio;Eclipse;IntelliJ;NetBeans  Linux-based   \n",
+       "29355       Android Studio;Emacs;PyCharm;Visual Studio;Vis...  Linux-based   \n",
+       "1685        Android Studio;PHPStorm;PyCharm;Visual Studio ...      Windows   \n",
+       "\n",
+       "                                                   Containers BlockchainOrg  \\\n",
+       "Respondent                                                                    \n",
+       "28638                                 I do not use containers           NaN   \n",
+       "722                                                       NaN           NaN   \n",
+       "13825                                 I do not use containers           NaN   \n",
+       "40913                                              Production    Not at all   \n",
+       "30630                                 I do not use containers    Not at all   \n",
+       "69049                                              Production           NaN   \n",
+       "19340       Development;Testing;Production;Outside of work...           NaN   \n",
+       "16214                                 I do not use containers    Not at all   \n",
+       "29355                                 I do not use containers           NaN   \n",
+       "1685                                              Development           NaN   \n",
+       "\n",
+       "                                                 BlockchainIs BetterLife  \\\n",
+       "Respondent                                                                 \n",
+       "28638       Useful for immutable record keeping outside of...         No   \n",
+       "722                                                       NaN         No   \n",
+       "13825                       An irresponsible use of resources         No   \n",
+       "40913                                           A passing fad         No   \n",
+       "30630                       An irresponsible use of resources        Yes   \n",
+       "69049                                           A passing fad         No   \n",
+       "19340       Useful for immutable record keeping outside of...         No   \n",
+       "16214                                                     NaN         No   \n",
+       "29355                                           A passing fad        Yes   \n",
+       "1685        Useful across many domains and could change ma...         No   \n",
+       "\n",
+       "                                            ITperson  OffOn SocialMedia  \\\n",
+       "Respondent                                                                \n",
+       "28638                                            Yes     No         NaN   \n",
+       "722                                             SIGH  What?         NaN   \n",
+       "13825                                            Yes    Yes         NaN   \n",
+       "40913                                           SIGH    Yes    Facebook   \n",
+       "30630       Fortunately, someone else has that title     No      Reddit   \n",
+       "69049                                       Also Yes    Yes      Reddit   \n",
+       "19340                                       Also Yes    Yes         NaN   \n",
+       "16214                                            Yes  What?    WhatsApp   \n",
+       "29355                                       Also Yes    Yes     YouTube   \n",
+       "1685                                             Yes    Yes    WhatsApp   \n",
+       "\n",
+       "                        Extraversion ScreenName        SOVisit1st  \\\n",
+       "Respondent                                                          \n",
+       "28638       In real life (in person)   Username              2008   \n",
+       "722                          Neither        NaN              2008   \n",
+       "13825                        Neither        NaN              2015   \n",
+       "40913       In real life (in person)   Username              2013   \n",
+       "30630                         Online   Username  I don't remember   \n",
+       "69049       In real life (in person)   Username              2008   \n",
+       "19340       In real life (in person)   Username              2010   \n",
+       "16214                        Neither        NaN              2008   \n",
+       "29355       In real life (in person)   Username              2013   \n",
+       "1685        In real life (in person)        NaN              2010   \n",
+       "\n",
+       "                                SOVisitFreq  \\\n",
+       "Respondent                                    \n",
+       "28638                 Daily or almost daily   \n",
+       "722                  Multiple times per day   \n",
+       "13825       A few times per month or weekly   \n",
+       "40913                Multiple times per day   \n",
+       "30630       A few times per month or weekly   \n",
+       "69049                  A few times per week   \n",
+       "19340                  A few times per week   \n",
+       "16214                 Daily or almost daily   \n",
+       "29355       A few times per month or weekly   \n",
+       "1685                   A few times per week   \n",
+       "\n",
+       "                                                    SOVisitTo  \\\n",
+       "Respondent                                                      \n",
+       "28638                      Find answers to specific questions   \n",
+       "722                                                       NaN   \n",
+       "13825                      Find answers to specific questions   \n",
+       "40913       Find answers to specific questions;Learn how t...   \n",
+       "30630                      Find answers to specific questions   \n",
+       "69049                      Find answers to specific questions   \n",
+       "19340       Find answers to specific questions;Learn how t...   \n",
+       "16214       Find answers to specific questions;Contribute ...   \n",
+       "29355       Find answers to specific questions;Learn how t...   \n",
+       "1685                       Find answers to specific questions   \n",
+       "\n",
+       "                           SOFindAnswer                         SOTimeSaved  \\\n",
+       "Respondent                                                                    \n",
+       "28638               6-10 times per week  The other resource was much faster   \n",
+       "722         More than 10 times per week  The other resource was much faster   \n",
+       "13825                1-2 times per week            They were about the same   \n",
+       "40913                3-5 times per week      Stack Overflow was much faster   \n",
+       "30630                1-2 times per week            They were about the same   \n",
+       "69049                3-5 times per week      Stack Overflow was much faster   \n",
+       "19340                1-2 times per week            They were about the same   \n",
+       "16214                3-5 times per week            They were about the same   \n",
+       "29355           Less than once per week            They were about the same   \n",
+       "1685                 1-2 times per week  Stack Overflow was slightly faster   \n",
+       "\n",
+       "            SOHowMuchTime                  SOAccount  \\\n",
+       "Respondent                                             \n",
+       "28638       11-30 minutes                        Yes   \n",
+       "722           60+ minutes  Not sure / can't remember   \n",
+       "13825                 NaN                        Yes   \n",
+       "40913        0-10 minutes                        Yes   \n",
+       "30630                 NaN                        Yes   \n",
+       "69049       11-30 minutes  Not sure / can't remember   \n",
+       "19340                 NaN                        Yes   \n",
+       "16214                 NaN                        Yes   \n",
+       "29355                 NaN  Not sure / can't remember   \n",
+       "1685        11-30 minutes                        Yes   \n",
+       "\n",
+       "                                                   SOPartFreq  \\\n",
+       "Respondent                                                      \n",
+       "28638                     Less than once per month or monthly   \n",
+       "722                                                       NaN   \n",
+       "13825       I have never participated in Q&A on Stack Over...   \n",
+       "40913                     Less than once per month or monthly   \n",
+       "30630                     Less than once per month or monthly   \n",
+       "69049                                                     NaN   \n",
+       "19340       I have never participated in Q&A on Stack Over...   \n",
+       "16214                         A few times per month or weekly   \n",
+       "29355                                                     NaN   \n",
+       "1685                      Less than once per month or monthly   \n",
+       "\n",
+       "                                                       SOJobs  \\\n",
+       "Respondent                                                      \n",
+       "28638                                                     Yes   \n",
+       "722                                                       Yes   \n",
+       "13825       No, I knew that Stack Overflow had a job board...   \n",
+       "40913       No, I knew that Stack Overflow had a job board...   \n",
+       "30630       No, I knew that Stack Overflow had a job board...   \n",
+       "69049       No, I knew that Stack Overflow had a job board...   \n",
+       "19340                                                     Yes   \n",
+       "16214                                                     Yes   \n",
+       "29355                                                     Yes   \n",
+       "1685                                                      Yes   \n",
+       "\n",
+       "                                                     EntTeams          SOComm  \\\n",
+       "Respondent                                                                      \n",
+       "28638       No, I've heard of them, but I am not part of a...  No, not at all   \n",
+       "722                                                       Yes        Not sure   \n",
+       "13825                     No, and I don't know what those are  No, not at all   \n",
+       "40913       No, I've heard of them, but I am not part of a...  No, not really   \n",
+       "30630                     No, and I don't know what those are  No, not really   \n",
+       "69049       No, I've heard of them, but I am not part of a...  No, not at all   \n",
+       "19340                     No, and I don't know what those are         Neutral   \n",
+       "16214       No, I've heard of them, but I am not part of a...         Neutral   \n",
+       "29355                     No, and I don't know what those are  No, not really   \n",
+       "1685                      No, and I don't know what those are  No, not really   \n",
+       "\n",
+       "                                                WelcomeChange  \\\n",
+       "Respondent                                                      \n",
+       "28638                   A lot less welcome now than last year   \n",
+       "722         Not applicable - I did not use Stack Overflow ...   \n",
+       "13825                   A lot less welcome now than last year   \n",
+       "40913                 Just as welcome now as I felt last year   \n",
+       "30630                   A lot less welcome now than last year   \n",
+       "69049                 Just as welcome now as I felt last year   \n",
+       "19340                 Just as welcome now as I felt last year   \n",
+       "16214                 Just as welcome now as I felt last year   \n",
+       "29355                 Just as welcome now as I felt last year   \n",
+       "1685                  Just as welcome now as I felt last year   \n",
+       "\n",
+       "                                                 SONewContent   Age Gender  \\\n",
+       "Respondent                                                                   \n",
+       "28638                                                     NaN   NaN    NaN   \n",
+       "722                                                       NaN   1.0    NaN   \n",
+       "13825                                                     NaN  56.0    NaN   \n",
+       "40913               Tech articles written by other developers  22.0    Man   \n",
+       "30630                                                     NaN  43.0    NaN   \n",
+       "69049                                                     NaN  34.0    Man   \n",
+       "19340                                                     NaN  32.0    Man   \n",
+       "16214       Tech articles written by other developers;Cour...  99.0    NaN   \n",
+       "29355       Tech articles written by other developers;Indu...  22.0    NaN   \n",
+       "1685        Tech articles written by other developers;Indu...  29.0    Man   \n",
+       "\n",
+       "           Trans                Sexuality  \\\n",
+       "Respondent                                  \n",
+       "28638        NaN                      NaN   \n",
+       "722          NaN                      NaN   \n",
+       "13825        NaN                      NaN   \n",
+       "40913         No  Straight / Heterosexual   \n",
+       "30630         No                      NaN   \n",
+       "69049         No  Straight / Heterosexual   \n",
+       "19340         No  Straight / Heterosexual   \n",
+       "16214         No                      NaN   \n",
+       "29355         No                      NaN   \n",
+       "1685          No  Straight / Heterosexual   \n",
+       "\n",
+       "                                           Ethnicity Dependents  \\\n",
+       "Respondent                                                        \n",
+       "28638                                            NaN        NaN   \n",
+       "722                                              NaN        NaN   \n",
+       "13825                                            NaN        Yes   \n",
+       "40913                                            NaN         No   \n",
+       "30630                                            NaN         No   \n",
+       "69049                   White or of European descent         No   \n",
+       "19340                   White or of European descent         No   \n",
+       "16214                                            NaN        NaN   \n",
+       "29355                                            NaN        NaN   \n",
+       "1685        White or of European descent;Multiracial         No   \n",
+       "\n",
+       "                     SurveyLength                  SurveyEase  \n",
+       "Respondent                                                     \n",
+       "28638                    Too long                         NaN  \n",
+       "722                      Too long                   Difficult  \n",
+       "13825                   Too short                        Easy  \n",
+       "40913       Appropriate in length                        Easy  \n",
+       "30630       Appropriate in length                        Easy  \n",
+       "69049       Appropriate in length                        Easy  \n",
+       "19340       Appropriate in length                        Easy  \n",
+       "16214                    Too long                        Easy  \n",
+       "29355                    Too long                        Easy  \n",
+       "1685        Appropriate in length  Neither easy nor difficult  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.nsmallest(10, 'ConvertedComp')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Python/Pandas/07-Sorting-Data/Snippets.ipynb b/Python/Pandas/07-Sorting-Data/Snippets.ipynb
new file mode 100644
index 000000000..046d0e4f5
--- /dev/null
+++ b/Python/Pandas/07-Sorting-Data/Snippets.ipynb
@@ -0,0 +1,481 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "people = {\n",
+    "    'first': ['Corey', 'Jane', 'John', 'Adam'], \n",
+    "    'last': ['Schafer', 'Doe', 'Doe', 'Doe'], \n",
+    "    'email': ['CoreyMSchafer@gmail.com', 'JaneDoe@email.com', 'JohnDoe@email.com', 'A@email.com']\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.DataFrame(people)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "      <th>email</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Adam</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>A@email.com</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   first     last                    email\n",
+       "0  Corey  Schafer  CoreyMSchafer@gmail.com\n",
+       "1   Jane      Doe        JaneDoe@email.com\n",
+       "2   John      Doe        JohnDoe@email.com\n",
+       "3   Adam      Doe              A@email.com"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "      <th>email</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Adam</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>A@email.com</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   first     last                    email\n",
+       "0  Corey  Schafer  CoreyMSchafer@gmail.com\n",
+       "1   Jane      Doe        JaneDoe@email.com\n",
+       "2   John      Doe        JohnDoe@email.com\n",
+       "3   Adam      Doe              A@email.com"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.sort_values(by='last', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "      <th>email</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Adam</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>A@email.com</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   first     last                    email\n",
+       "0  Corey  Schafer  CoreyMSchafer@gmail.com\n",
+       "2   John      Doe        JohnDoe@email.com\n",
+       "1   Jane      Doe        JaneDoe@email.com\n",
+       "3   Adam      Doe              A@email.com"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.sort_values(by=['last', 'first'], ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.sort_values(by=['last', 'first'], ascending=[False, True], inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "      <th>email</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Adam</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>A@email.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   first     last                    email\n",
+       "0  Corey  Schafer  CoreyMSchafer@gmail.com\n",
+       "3   Adam      Doe              A@email.com\n",
+       "1   Jane      Doe        JaneDoe@email.com\n",
+       "2   John      Doe        JohnDoe@email.com"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "      <th>email</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Adam</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>A@email.com</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   first     last                    email\n",
+       "0  Corey  Schafer  CoreyMSchafer@gmail.com\n",
+       "1   Jane      Doe        JaneDoe@email.com\n",
+       "2   John      Doe        JohnDoe@email.com\n",
+       "3   Adam      Doe              A@email.com"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.sort_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3        Doe\n",
+       "1        Doe\n",
+       "2        Doe\n",
+       "0    Schafer\n",
+       "Name: last, dtype: object"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['last'].sort_values()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Python/Pandas/08-Grouping-Aggregates/Pandas-Demo.ipynb b/Python/Pandas/08-Grouping-Aggregates/Pandas-Demo.ipynb
new file mode 100644
index 000000000..90a3f714e
--- /dev/null
+++ b/Python/Pandas/08-Grouping-Aggregates/Pandas-Demo.ipynb
@@ -0,0 +1,4534 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('data/survey_results_public.csv', index_col='Respondent')\n",
+    "schema_df = pd.read_csv('data/survey_results_schema.csv', index_col='Column')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pd.set_option('display.max_columns', 85)\n",
+    "pd.set_option('display.max_rows', 85)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MainBranch</th>\n",
+       "      <th>Hobbyist</th>\n",
+       "      <th>OpenSourcer</th>\n",
+       "      <th>OpenSource</th>\n",
+       "      <th>Employment</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Student</th>\n",
+       "      <th>EdLevel</th>\n",
+       "      <th>UndergradMajor</th>\n",
+       "      <th>EduOther</th>\n",
+       "      <th>OrgSize</th>\n",
+       "      <th>DevType</th>\n",
+       "      <th>YearsCode</th>\n",
+       "      <th>Age1stCode</th>\n",
+       "      <th>YearsCodePro</th>\n",
+       "      <th>CareerSat</th>\n",
+       "      <th>JobSat</th>\n",
+       "      <th>MgrIdiot</th>\n",
+       "      <th>MgrMoney</th>\n",
+       "      <th>MgrWant</th>\n",
+       "      <th>JobSeek</th>\n",
+       "      <th>LastHireDate</th>\n",
+       "      <th>LastInt</th>\n",
+       "      <th>FizzBuzz</th>\n",
+       "      <th>JobFactors</th>\n",
+       "      <th>ResumeUpdate</th>\n",
+       "      <th>CurrencySymbol</th>\n",
+       "      <th>CurrencyDesc</th>\n",
+       "      <th>CompTotal</th>\n",
+       "      <th>CompFreq</th>\n",
+       "      <th>ConvertedComp</th>\n",
+       "      <th>WorkWeekHrs</th>\n",
+       "      <th>WorkPlan</th>\n",
+       "      <th>WorkChallenge</th>\n",
+       "      <th>WorkRemote</th>\n",
+       "      <th>WorkLoc</th>\n",
+       "      <th>ImpSyn</th>\n",
+       "      <th>CodeRev</th>\n",
+       "      <th>CodeRevHrs</th>\n",
+       "      <th>UnitTests</th>\n",
+       "      <th>PurchaseHow</th>\n",
+       "      <th>PurchaseWhat</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>WebFrameWorkedWith</th>\n",
+       "      <th>WebFrameDesireNextYear</th>\n",
+       "      <th>MiscTechWorkedWith</th>\n",
+       "      <th>MiscTechDesireNextYear</th>\n",
+       "      <th>DevEnviron</th>\n",
+       "      <th>OpSys</th>\n",
+       "      <th>Containers</th>\n",
+       "      <th>BlockchainOrg</th>\n",
+       "      <th>BlockchainIs</th>\n",
+       "      <th>BetterLife</th>\n",
+       "      <th>ITperson</th>\n",
+       "      <th>OffOn</th>\n",
+       "      <th>SocialMedia</th>\n",
+       "      <th>Extraversion</th>\n",
+       "      <th>ScreenName</th>\n",
+       "      <th>SOVisit1st</th>\n",
+       "      <th>SOVisitFreq</th>\n",
+       "      <th>SOVisitTo</th>\n",
+       "      <th>SOFindAnswer</th>\n",
+       "      <th>SOTimeSaved</th>\n",
+       "      <th>SOHowMuchTime</th>\n",
+       "      <th>SOAccount</th>\n",
+       "      <th>SOPartFreq</th>\n",
+       "      <th>SOJobs</th>\n",
+       "      <th>EntTeams</th>\n",
+       "      <th>SOComm</th>\n",
+       "      <th>WelcomeChange</th>\n",
+       "      <th>SONewContent</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Trans</th>\n",
+       "      <th>Sexuality</th>\n",
+       "      <th>Ethnicity</th>\n",
+       "      <th>Dependents</th>\n",
+       "      <th>SurveyLength</th>\n",
+       "      <th>SurveyEase</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Respondent</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>I am a student who is learning to code</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Not employed, and not looking for work</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Primary/elementary school</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>HTML/CSS;Java;JavaScript;Python</td>\n",
+       "      <td>C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL</td>\n",
+       "      <td>SQLite</td>\n",
+       "      <td>MySQL</td>\n",
+       "      <td>MacOS;Windows</td>\n",
+       "      <td>Android;Arduino;Windows</td>\n",
+       "      <td>Django;Flask</td>\n",
+       "      <td>Flask;jQuery</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>IntelliJ;Notepad++;PyCharm</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Fortunately, someone else has that title</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Twitter</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>31-60 minutes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, I didn't know that Stack Overflow had a jo...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Neutral</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>I am a student who is learning to code</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Less than once per year</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>Bosnia and Herzegovina</td>\n",
+       "      <td>Yes, full-time</td>\n",
+       "      <td>Secondary school (e.g. American high school, G...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Developer, desktop or enterprise applications;...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>17</td>\n",
+       "      <td>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>I've never had a job</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Financial performance or funding status of the...</td>\n",
+       "      <td>Something else changed (education, award, medi...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>C++;HTML/CSS;Python</td>\n",
+       "      <td>C++;HTML/CSS;JavaScript;SQL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MySQL</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>Django</td>\n",
+       "      <td>Django</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Atom;PyCharm</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Useful across many domains and could change ma...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Instagram</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>11-30 minutes</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 job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>I am not primarily a developer, but I write co...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>Thailand</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Web development or web design</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>100 to 499 employees</td>\n",
+       "      <td>Designer;Developer, back-end;Developer, front-...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Not at all confident</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>1-2 years ago</td>\n",
+       "      <td>Interview with people in peer roles</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>THB</td>\n",
+       "      <td>Thai baht</td>\n",
+       "      <td>23000.0</td>\n",
+       "      <td>Monthly</td>\n",
+       "      <td>8820.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>Distracting work environment;Inadequate access...</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, but I think we should</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>HTML/CSS</td>\n",
+       "      <td>Elixir;HTML/CSS</td>\n",
+       "      <td>PostgreSQL</td>\n",
+       "      <td>PostgreSQL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Vim;Visual Studio Code</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Reddit</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>6-10 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Neutral</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech meetups or events in your area;Courses on...</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>United States</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>100 to 499 employees</td>\n",
+       "      <td>Developer, full-stack</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16</td>\n",
+       "      <td>Less than 1 year</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I am not interested in new job opportunities</td>\n",
+       "      <td>Less than a year ago</td>\n",
+       "      <td>Write code by hand (e.g., on a whiteboard);Int...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>United States dollar</td>\n",
+       "      <td>61000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>61000.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>A little below average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, but I think we should</td>\n",
+       "      <td>Developers typically have the most influence o...</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>C;C++;C#;Python;SQL</td>\n",
+       "      <td>C;C#;JavaScript;SQL</td>\n",
+       "      <td>MySQL;SQLite</td>\n",
+       "      <td>MySQL;SQLite</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>.NET</td>\n",
+       "      <td>.NET</td>\n",
+       "      <td>Eclipse;Vim;Visual Studio;Visual Studio Code</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for decentralized currency (i.e., Bitcoin)</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>SIGH</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Reddit</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Pass the ti...</td>\n",
+       "      <td>1-2 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>31-60 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>No, not really</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>White or of European descent</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Academic researcher;Developer, desktop or ente...</td>\n",
+       "      <td>16</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9</td>\n",
+       "      <td>Very dissatisfied</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Somewhat confident</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>I am not interested in new job opportunities</td>\n",
+       "      <td>Less than a year ago</td>\n",
+       "      <td>Write any code;Write code by hand (e.g., on a ...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Industry that I'd be working in;Languages, fra...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>UAH</td>\n",
+       "      <td>Ukrainian hryvnia</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>There is a schedule and/or spec (made by me or...</td>\n",
+       "      <td>Being tasked with non-development work;Inadequ...</td>\n",
+       "      <td>A few days each month</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>A little above average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's part of our process</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA</td>\n",
+       "      <td>HTML/CSS;Java;JavaScript;SQL;WebAssembly</td>\n",
+       "      <td>Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite</td>\n",
+       "      <td>Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...</td>\n",
+       "      <td>Android;Linux;MacOS;Slack;Windows</td>\n",
+       "      <td>Android;Docker;Kubernetes;Linux;Slack</td>\n",
+       "      <td>Django;Express;Flask;jQuery;React.js;Spring</td>\n",
+       "      <td>Flask;jQuery;React.js;Spring</td>\n",
+       "      <td>Cordova;Node.js</td>\n",
+       "      <td>Apache Spark;Hadoop;Node.js;React Native</td>\n",
+       "      <td>IntelliJ;Notepad++;Vim</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Outside of work, for personal projects</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Also Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Facebook</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>I don't remember</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>NaN</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 job board...</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech meetups or events in your area;Courses on...</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>White or of European descent;Multiracial</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                   MainBranch Hobbyist  \\\n",
+       "Respondent                                                               \n",
+       "1                      I am a student who is learning to code      Yes   \n",
+       "2                      I am a student who is learning to code       No   \n",
+       "3           I am not primarily a developer, but I write co...      Yes   \n",
+       "4                              I am a developer by profession       No   \n",
+       "5                              I am a developer by profession      Yes   \n",
+       "\n",
+       "                           OpenSourcer  \\\n",
+       "Respondent                               \n",
+       "1                                Never   \n",
+       "2              Less than once per year   \n",
+       "3                                Never   \n",
+       "4                                Never   \n",
+       "5           Once a month or more often   \n",
+       "\n",
+       "                                                   OpenSource  \\\n",
+       "Respondent                                                      \n",
+       "1           The quality of OSS and closed source software ...   \n",
+       "2           The quality of OSS and closed source software ...   \n",
+       "3           The quality of OSS and closed source software ...   \n",
+       "4           The quality of OSS and closed source software ...   \n",
+       "5           OSS is, on average, of HIGHER quality than pro...   \n",
+       "\n",
+       "                                        Employment                 Country  \\\n",
+       "Respondent                                                                   \n",
+       "1           Not employed, and not looking for work          United Kingdom   \n",
+       "2               Not employed, but looking for work  Bosnia and Herzegovina   \n",
+       "3                               Employed full-time                Thailand   \n",
+       "4                               Employed full-time           United States   \n",
+       "5                               Employed full-time                 Ukraine   \n",
+       "\n",
+       "                   Student                                            EdLevel  \\\n",
+       "Respondent                                                                      \n",
+       "1                       No                          Primary/elementary school   \n",
+       "2           Yes, full-time  Secondary school (e.g. American high school, G...   \n",
+       "3                       No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "4                       No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "5                       No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "\n",
+       "                                               UndergradMajor  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                                                         NaN   \n",
+       "3                               Web development or web design   \n",
+       "4           Computer science, computer engineering, or sof...   \n",
+       "5           Computer science, computer engineering, or sof...   \n",
+       "\n",
+       "                                                     EduOther  \\\n",
+       "Respondent                                                      \n",
+       "1           Taught yourself a new language, framework, or ...   \n",
+       "2           Taken an online course in programming or softw...   \n",
+       "3           Taught yourself a new language, framework, or ...   \n",
+       "4           Taken an online course in programming or softw...   \n",
+       "5           Taken an online course in programming or softw...   \n",
+       "\n",
+       "                             OrgSize  \\\n",
+       "Respondent                             \n",
+       "1                                NaN   \n",
+       "2                                NaN   \n",
+       "3               100 to 499 employees   \n",
+       "4               100 to 499 employees   \n",
+       "5           10,000 or more employees   \n",
+       "\n",
+       "                                                      DevType YearsCode  \\\n",
+       "Respondent                                                                \n",
+       "1                                                         NaN         4   \n",
+       "2           Developer, desktop or enterprise applications;...       NaN   \n",
+       "3           Designer;Developer, back-end;Developer, front-...         3   \n",
+       "4                                       Developer, full-stack         3   \n",
+       "5           Academic researcher;Developer, desktop or ente...        16   \n",
+       "\n",
+       "           Age1stCode      YearsCodePro           CareerSat  \\\n",
+       "Respondent                                                    \n",
+       "1                  10               NaN                 NaN   \n",
+       "2                  17               NaN                 NaN   \n",
+       "3                  22                 1  Slightly satisfied   \n",
+       "4                  16  Less than 1 year      Very satisfied   \n",
+       "5                  14                 9   Very dissatisfied   \n",
+       "\n",
+       "                           JobSat              MgrIdiot  MgrMoney   MgrWant  \\\n",
+       "Respondent                                                                    \n",
+       "1                             NaN                   NaN       NaN       NaN   \n",
+       "2                             NaN                   NaN       NaN       NaN   \n",
+       "3              Slightly satisfied  Not at all confident  Not sure  Not sure   \n",
+       "4              Slightly satisfied        Very confident        No  Not sure   \n",
+       "5           Slightly dissatisfied    Somewhat confident       Yes        No   \n",
+       "\n",
+       "                                                      JobSeek  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                             I am actively looking for a job   \n",
+       "3           I’m not actively looking, but I am open to new...   \n",
+       "4                I am not interested in new job opportunities   \n",
+       "5                I am not interested in new job opportunities   \n",
+       "\n",
+       "                    LastHireDate  \\\n",
+       "Respondent                         \n",
+       "1                            NaN   \n",
+       "2           I've never had a job   \n",
+       "3                  1-2 years ago   \n",
+       "4           Less than a year ago   \n",
+       "5           Less than a year ago   \n",
+       "\n",
+       "                                                      LastInt FizzBuzz  \\\n",
+       "Respondent                                                               \n",
+       "1                                                         NaN      NaN   \n",
+       "2                                                         NaN      NaN   \n",
+       "3                         Interview with people in peer roles       No   \n",
+       "4           Write code by hand (e.g., on a whiteboard);Int...       No   \n",
+       "5           Write any code;Write code by hand (e.g., on a ...       No   \n",
+       "\n",
+       "                                                   JobFactors  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2           Financial performance or funding status of the...   \n",
+       "3           Languages, frameworks, and other technologies ...   \n",
+       "4           Languages, frameworks, and other technologies ...   \n",
+       "5           Industry that I'd be working in;Languages, fra...   \n",
+       "\n",
+       "                                                 ResumeUpdate CurrencySymbol  \\\n",
+       "Respondent                                                                     \n",
+       "1                                                         NaN            NaN   \n",
+       "2           Something else changed (education, award, medi...            NaN   \n",
+       "3                            I was preparing for a job search            THB   \n",
+       "4                            I was preparing for a job search            USD   \n",
+       "5                            I was preparing for a job search            UAH   \n",
+       "\n",
+       "                    CurrencyDesc  CompTotal CompFreq  ConvertedComp  \\\n",
+       "Respondent                                                            \n",
+       "1                            NaN        NaN      NaN            NaN   \n",
+       "2                            NaN        NaN      NaN            NaN   \n",
+       "3                      Thai baht    23000.0  Monthly         8820.0   \n",
+       "4           United States dollar    61000.0   Yearly        61000.0   \n",
+       "5              Ukrainian hryvnia        NaN      NaN            NaN   \n",
+       "\n",
+       "            WorkWeekHrs                                           WorkPlan  \\\n",
+       "Respondent                                                                   \n",
+       "1                   NaN                                                NaN   \n",
+       "2                   NaN                                                NaN   \n",
+       "3                  40.0  There's no schedule or spec; I work on what se...   \n",
+       "4                  80.0  There's no schedule or spec; I work on what se...   \n",
+       "5                  55.0  There is a schedule and/or spec (made by me or...   \n",
+       "\n",
+       "                                                WorkChallenge  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                                                         NaN   \n",
+       "3           Distracting work environment;Inadequate access...   \n",
+       "4                                                         NaN   \n",
+       "5           Being tasked with non-development work;Inadequ...   \n",
+       "\n",
+       "                                  WorkRemote WorkLoc                  ImpSyn  \\\n",
+       "Respondent                                                                     \n",
+       "1                                        NaN     NaN                     NaN   \n",
+       "2                                        NaN     NaN                     NaN   \n",
+       "3           Less than once per month / Never    Home                 Average   \n",
+       "4           Less than once per month / Never    Home  A little below average   \n",
+       "5                      A few days each month  Office  A little above average   \n",
+       "\n",
+       "                                            CodeRev  CodeRevHrs  \\\n",
+       "Respondent                                                        \n",
+       "1                                               NaN         NaN   \n",
+       "2                                               NaN         NaN   \n",
+       "3                                                No         NaN   \n",
+       "4                                                No         NaN   \n",
+       "5           Yes, because I see value in code review         NaN   \n",
+       "\n",
+       "                                UnitTests  \\\n",
+       "Respondent                                  \n",
+       "1                                     NaN   \n",
+       "2                                     NaN   \n",
+       "3               No, but I think we should   \n",
+       "4               No, but I think we should   \n",
+       "5           Yes, it's part of our process   \n",
+       "\n",
+       "                                                  PurchaseHow  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                                                         NaN   \n",
+       "3                                                    Not sure   \n",
+       "4           Developers typically have the most influence o...   \n",
+       "5                                                    Not sure   \n",
+       "\n",
+       "                             PurchaseWhat  \\\n",
+       "Respondent                                  \n",
+       "1                                     NaN   \n",
+       "2                                     NaN   \n",
+       "3           I have little or no influence   \n",
+       "4           I have little or no influence   \n",
+       "5           I have little or no influence   \n",
+       "\n",
+       "                                     LanguageWorkedWith  \\\n",
+       "Respondent                                                \n",
+       "1                       HTML/CSS;Java;JavaScript;Python   \n",
+       "2                                   C++;HTML/CSS;Python   \n",
+       "3                                              HTML/CSS   \n",
+       "4                                   C;C++;C#;Python;SQL   \n",
+       "5           C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA   \n",
+       "\n",
+       "                                     LanguageDesireNextYear  \\\n",
+       "Respondent                                                    \n",
+       "1           C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL   \n",
+       "2                               C++;HTML/CSS;JavaScript;SQL   \n",
+       "3                                           Elixir;HTML/CSS   \n",
+       "4                                       C;C#;JavaScript;SQL   \n",
+       "5                  HTML/CSS;Java;JavaScript;SQL;WebAssembly   \n",
+       "\n",
+       "                                          DatabaseWorkedWith  \\\n",
+       "Respondent                                                     \n",
+       "1                                                     SQLite   \n",
+       "2                                                        NaN   \n",
+       "3                                                 PostgreSQL   \n",
+       "4                                               MySQL;SQLite   \n",
+       "5           Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite   \n",
+       "\n",
+       "                                       DatabaseDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "1                                                       MySQL   \n",
+       "2                                                       MySQL   \n",
+       "3                                                  PostgreSQL   \n",
+       "4                                                MySQL;SQLite   \n",
+       "5           Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...   \n",
+       "\n",
+       "                           PlatformWorkedWith  \\\n",
+       "Respondent                                      \n",
+       "1                               MacOS;Windows   \n",
+       "2                                     Windows   \n",
+       "3                                         NaN   \n",
+       "4                               Linux;Windows   \n",
+       "5           Android;Linux;MacOS;Slack;Windows   \n",
+       "\n",
+       "                           PlatformDesireNextYear  \\\n",
+       "Respondent                                          \n",
+       "1                         Android;Arduino;Windows   \n",
+       "2                                         Windows   \n",
+       "3                                             NaN   \n",
+       "4                                   Linux;Windows   \n",
+       "5           Android;Docker;Kubernetes;Linux;Slack   \n",
+       "\n",
+       "                                     WebFrameWorkedWith  \\\n",
+       "Respondent                                                \n",
+       "1                                          Django;Flask   \n",
+       "2                                                Django   \n",
+       "3                                                   NaN   \n",
+       "4                                                   NaN   \n",
+       "5           Django;Express;Flask;jQuery;React.js;Spring   \n",
+       "\n",
+       "                  WebFrameDesireNextYear MiscTechWorkedWith  \\\n",
+       "Respondent                                                    \n",
+       "1                           Flask;jQuery            Node.js   \n",
+       "2                                 Django                NaN   \n",
+       "3                              Other(s):                NaN   \n",
+       "4                                    NaN               .NET   \n",
+       "5           Flask;jQuery;React.js;Spring    Cordova;Node.js   \n",
+       "\n",
+       "                              MiscTechDesireNextYear  \\\n",
+       "Respondent                                             \n",
+       "1                                            Node.js   \n",
+       "2                                                NaN   \n",
+       "3                                                NaN   \n",
+       "4                                               .NET   \n",
+       "5           Apache Spark;Hadoop;Node.js;React Native   \n",
+       "\n",
+       "                                              DevEnviron        OpSys  \\\n",
+       "Respondent                                                              \n",
+       "1                             IntelliJ;Notepad++;PyCharm      Windows   \n",
+       "2                                           Atom;PyCharm      Windows   \n",
+       "3                                 Vim;Visual Studio Code  Linux-based   \n",
+       "4           Eclipse;Vim;Visual Studio;Visual Studio Code      Windows   \n",
+       "5                                 IntelliJ;Notepad++;Vim  Linux-based   \n",
+       "\n",
+       "                                        Containers BlockchainOrg  \\\n",
+       "Respondent                                                         \n",
+       "1                          I do not use containers           NaN   \n",
+       "2                          I do not use containers           NaN   \n",
+       "3                          I do not use containers           NaN   \n",
+       "4                          I do not use containers    Not at all   \n",
+       "5           Outside of work, for personal projects    Not at all   \n",
+       "\n",
+       "                                                 BlockchainIs BetterLife  \\\n",
+       "Respondent                                                                 \n",
+       "1                                                         NaN        Yes   \n",
+       "2           Useful across many domains and could change ma...        Yes   \n",
+       "3                                                         NaN        Yes   \n",
+       "4           Useful for decentralized currency (i.e., Bitcoin)        Yes   \n",
+       "5                                                         NaN        Yes   \n",
+       "\n",
+       "                                            ITperson OffOn SocialMedia  \\\n",
+       "Respondent                                                               \n",
+       "1           Fortunately, someone else has that title   Yes     Twitter   \n",
+       "2                                                Yes   Yes   Instagram   \n",
+       "3                                                Yes   Yes      Reddit   \n",
+       "4                                               SIGH   Yes      Reddit   \n",
+       "5                                           Also Yes   Yes    Facebook   \n",
+       "\n",
+       "                        Extraversion ScreenName        SOVisit1st  \\\n",
+       "Respondent                                                          \n",
+       "1                             Online   Username              2017   \n",
+       "2                             Online   Username              2017   \n",
+       "3           In real life (in person)   Username              2011   \n",
+       "4           In real life (in person)   Username              2014   \n",
+       "5           In real life (in person)   Username  I don't remember   \n",
+       "\n",
+       "                                SOVisitFreq  \\\n",
+       "Respondent                                    \n",
+       "1           A few times per month or weekly   \n",
+       "2                     Daily or almost daily   \n",
+       "3                      A few times per week   \n",
+       "4                     Daily or almost daily   \n",
+       "5                    Multiple times per day   \n",
+       "\n",
+       "                                                    SOVisitTo  \\\n",
+       "Respondent                                                      \n",
+       "1           Find answers to specific questions;Learn how t...   \n",
+       "2           Find answers to specific questions;Learn how t...   \n",
+       "3           Find answers to specific questions;Learn how t...   \n",
+       "4           Find answers to specific questions;Pass the ti...   \n",
+       "5                          Find answers to specific questions   \n",
+       "\n",
+       "                           SOFindAnswer                     SOTimeSaved  \\\n",
+       "Respondent                                                                \n",
+       "1                    3-5 times per week  Stack Overflow was much faster   \n",
+       "2                    3-5 times per week  Stack Overflow was much faster   \n",
+       "3                   6-10 times per week        They were about the same   \n",
+       "4                    1-2 times per week  Stack Overflow was much faster   \n",
+       "5           More than 10 times per week  Stack Overflow was much faster   \n",
+       "\n",
+       "            SOHowMuchTime SOAccount                           SOPartFreq  \\\n",
+       "Respondent                                                                 \n",
+       "1           31-60 minutes        No                                  NaN   \n",
+       "2           11-30 minutes       Yes      A few times per month or weekly   \n",
+       "3                     NaN       Yes  Less than once per month or monthly   \n",
+       "4           31-60 minutes       Yes  Less than once per month or monthly   \n",
+       "5                     NaN       Yes      A few times per month or weekly   \n",
+       "\n",
+       "                                                       SOJobs  \\\n",
+       "Respondent                                                      \n",
+       "1           No, I didn't know that Stack Overflow had a jo...   \n",
+       "2           No, I knew that Stack Overflow had a job board...   \n",
+       "3                                                         Yes   \n",
+       "4                                                         Yes   \n",
+       "5           No, I knew that Stack Overflow had a job board...   \n",
+       "\n",
+       "                                                     EntTeams  \\\n",
+       "Respondent                                                      \n",
+       "1                         No, and I don't know what those are   \n",
+       "2                         No, and I don't know what those are   \n",
+       "3           No, I've heard of them, but I am not part of a...   \n",
+       "4                         No, and I don't know what those are   \n",
+       "5           No, I've heard of them, but I am not part of a...   \n",
+       "\n",
+       "                     SOComm                            WelcomeChange  \\\n",
+       "Respondent                                                             \n",
+       "1                   Neutral  Just as welcome now as I felt last year   \n",
+       "2             Yes, somewhat  Just as welcome now as I felt last year   \n",
+       "3                   Neutral  Just as welcome now as I felt last year   \n",
+       "4            No, not really  Just as welcome now as I felt last year   \n",
+       "5           Yes, definitely  Just as welcome now as I felt last year   \n",
+       "\n",
+       "                                                 SONewContent   Age Gender  \\\n",
+       "Respondent                                                                   \n",
+       "1           Tech articles written by other developers;Indu...  14.0    Man   \n",
+       "2           Tech articles written by other developers;Indu...  19.0    Man   \n",
+       "3           Tech meetups or events in your area;Courses on...  28.0    Man   \n",
+       "4           Tech articles written by other developers;Indu...  22.0    Man   \n",
+       "5           Tech meetups or events in your area;Courses on...  30.0    Man   \n",
+       "\n",
+       "           Trans                Sexuality  \\\n",
+       "Respondent                                  \n",
+       "1             No  Straight / Heterosexual   \n",
+       "2             No  Straight / Heterosexual   \n",
+       "3             No  Straight / Heterosexual   \n",
+       "4             No  Straight / Heterosexual   \n",
+       "5             No  Straight / Heterosexual   \n",
+       "\n",
+       "                                           Ethnicity Dependents  \\\n",
+       "Respondent                                                        \n",
+       "1                                                NaN         No   \n",
+       "2                                                NaN         No   \n",
+       "3                                                NaN        Yes   \n",
+       "4                       White or of European descent         No   \n",
+       "5           White or of European descent;Multiracial         No   \n",
+       "\n",
+       "                     SurveyLength                  SurveyEase  \n",
+       "Respondent                                                     \n",
+       "1           Appropriate in length  Neither easy nor difficult  \n",
+       "2           Appropriate in length  Neither easy nor difficult  \n",
+       "3           Appropriate in length  Neither easy nor difficult  \n",
+       "4           Appropriate in length                        Easy  \n",
+       "5           Appropriate in length                        Easy  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Respondent\n",
+       "1          NaN\n",
+       "2          NaN\n",
+       "3       8820.0\n",
+       "4      61000.0\n",
+       "5          NaN\n",
+       "6     366420.0\n",
+       "7          NaN\n",
+       "8          NaN\n",
+       "9      95179.0\n",
+       "10     13293.0\n",
+       "11         NaN\n",
+       "12         NaN\n",
+       "13     90000.0\n",
+       "14     57060.0\n",
+       "15         NaN\n",
+       "Name: ConvertedComp, dtype: float64"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['ConvertedComp'].head(15)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "57287.0"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['ConvertedComp'].median()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "CompTotal        62000.0\n",
+       "ConvertedComp    57287.0\n",
+       "WorkWeekHrs         40.0\n",
+       "CodeRevHrs           4.0\n",
+       "Age                 29.0\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.median()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>CompTotal</th>\n",
+       "      <th>ConvertedComp</th>\n",
+       "      <th>WorkWeekHrs</th>\n",
+       "      <th>CodeRevHrs</th>\n",
+       "      <th>Age</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>5.594500e+04</td>\n",
+       "      <td>5.582300e+04</td>\n",
+       "      <td>64503.000000</td>\n",
+       "      <td>49790.000000</td>\n",
+       "      <td>79210.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>5.519014e+11</td>\n",
+       "      <td>1.271107e+05</td>\n",
+       "      <td>42.127197</td>\n",
+       "      <td>5.084308</td>\n",
+       "      <td>30.336699</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>7.331926e+13</td>\n",
+       "      <td>2.841523e+05</td>\n",
+       "      <td>37.287610</td>\n",
+       "      <td>5.513931</td>\n",
+       "      <td>9.178390</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>2.000000e+04</td>\n",
+       "      <td>2.577750e+04</td>\n",
+       "      <td>40.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>24.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>6.200000e+04</td>\n",
+       "      <td>5.728700e+04</td>\n",
+       "      <td>40.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>29.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>1.200000e+05</td>\n",
+       "      <td>1.000000e+05</td>\n",
+       "      <td>44.750000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>1.000000e+16</td>\n",
+       "      <td>2.000000e+06</td>\n",
+       "      <td>4850.000000</td>\n",
+       "      <td>99.000000</td>\n",
+       "      <td>99.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          CompTotal  ConvertedComp   WorkWeekHrs    CodeRevHrs           Age\n",
+       "count  5.594500e+04   5.582300e+04  64503.000000  49790.000000  79210.000000\n",
+       "mean   5.519014e+11   1.271107e+05     42.127197      5.084308     30.336699\n",
+       "std    7.331926e+13   2.841523e+05     37.287610      5.513931      9.178390\n",
+       "min    0.000000e+00   0.000000e+00      1.000000      0.000000      1.000000\n",
+       "25%    2.000000e+04   2.577750e+04     40.000000      2.000000     24.000000\n",
+       "50%    6.200000e+04   5.728700e+04     40.000000      4.000000     29.000000\n",
+       "75%    1.200000e+05   1.000000e+05     44.750000      6.000000     35.000000\n",
+       "max    1.000000e+16   2.000000e+06   4850.000000     99.000000     99.000000"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "55823"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['ConvertedComp'].count()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Respondent\n",
+       "1        Yes\n",
+       "2         No\n",
+       "3        Yes\n",
+       "4         No\n",
+       "5        Yes\n",
+       "        ... \n",
+       "88377    Yes\n",
+       "88601     No\n",
+       "88802     No\n",
+       "88816     No\n",
+       "88863    Yes\n",
+       "Name: Hobbyist, Length: 88883, dtype: object"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['Hobbyist']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Yes    71257\n",
+       "No     17626\n",
+       "Name: Hobbyist, dtype: int64"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['Hobbyist'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Respondent\n",
+       "1          Twitter\n",
+       "2        Instagram\n",
+       "3           Reddit\n",
+       "4           Reddit\n",
+       "5         Facebook\n",
+       "           ...    \n",
+       "88377      YouTube\n",
+       "88601          NaN\n",
+       "88802          NaN\n",
+       "88816          NaN\n",
+       "88863     WhatsApp\n",
+       "Name: SocialMedia, Length: 88883, dtype: object"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['SocialMedia']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "QuestionText    What social media site do you use the most?\n",
+       "Name: SocialMedia, dtype: object"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "schema_df.loc['SocialMedia']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Reddit                      14374\n",
+       "YouTube                     13830\n",
+       "WhatsApp                    13347\n",
+       "Facebook                    13178\n",
+       "Twitter                     11398\n",
+       "Instagram                    6261\n",
+       "I don't use social media     5554\n",
+       "LinkedIn                     4501\n",
+       "WeChat 微信                     667\n",
+       "Snapchat                      628\n",
+       "VK ВКонта́кте                 603\n",
+       "Weibo 新浪微博                     56\n",
+       "Youku Tudou 优酷                 21\n",
+       "Hello                          19\n",
+       "Name: SocialMedia, dtype: int64"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['SocialMedia'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Reddit                      0.170233\n",
+       "YouTube                     0.163791\n",
+       "WhatsApp                    0.158071\n",
+       "Facebook                    0.156069\n",
+       "Twitter                     0.134988\n",
+       "Instagram                   0.074150\n",
+       "I don't use social media    0.065777\n",
+       "LinkedIn                    0.053306\n",
+       "WeChat 微信                   0.007899\n",
+       "Snapchat                    0.007437\n",
+       "VK ВКонта́кте               0.007141\n",
+       "Weibo 新浪微博                  0.000663\n",
+       "Youku Tudou 优酷              0.000249\n",
+       "Hello                       0.000225\n",
+       "Name: SocialMedia, dtype: float64"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['SocialMedia'].value_counts(normalize=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "United States            20949\n",
+       "India                     9061\n",
+       "Germany                   5866\n",
+       "United Kingdom            5737\n",
+       "Canada                    3395\n",
+       "                         ...  \n",
+       "Dominica                     1\n",
+       "Tonga                        1\n",
+       "Sao Tome and Principe        1\n",
+       "Saint Kitts and Nevis        1\n",
+       "Brunei Darussalam            1\n",
+       "Name: Country, Length: 179, dtype: int64"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['Country'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "country_grp = df.groupby(['Country'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MainBranch</th>\n",
+       "      <th>Hobbyist</th>\n",
+       "      <th>OpenSourcer</th>\n",
+       "      <th>OpenSource</th>\n",
+       "      <th>Employment</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Student</th>\n",
+       "      <th>EdLevel</th>\n",
+       "      <th>UndergradMajor</th>\n",
+       "      <th>EduOther</th>\n",
+       "      <th>OrgSize</th>\n",
+       "      <th>DevType</th>\n",
+       "      <th>YearsCode</th>\n",
+       "      <th>Age1stCode</th>\n",
+       "      <th>YearsCodePro</th>\n",
+       "      <th>CareerSat</th>\n",
+       "      <th>JobSat</th>\n",
+       "      <th>MgrIdiot</th>\n",
+       "      <th>MgrMoney</th>\n",
+       "      <th>MgrWant</th>\n",
+       "      <th>JobSeek</th>\n",
+       "      <th>LastHireDate</th>\n",
+       "      <th>LastInt</th>\n",
+       "      <th>FizzBuzz</th>\n",
+       "      <th>JobFactors</th>\n",
+       "      <th>ResumeUpdate</th>\n",
+       "      <th>CurrencySymbol</th>\n",
+       "      <th>CurrencyDesc</th>\n",
+       "      <th>CompTotal</th>\n",
+       "      <th>CompFreq</th>\n",
+       "      <th>ConvertedComp</th>\n",
+       "      <th>WorkWeekHrs</th>\n",
+       "      <th>WorkPlan</th>\n",
+       "      <th>WorkChallenge</th>\n",
+       "      <th>WorkRemote</th>\n",
+       "      <th>WorkLoc</th>\n",
+       "      <th>ImpSyn</th>\n",
+       "      <th>CodeRev</th>\n",
+       "      <th>CodeRevHrs</th>\n",
+       "      <th>UnitTests</th>\n",
+       "      <th>PurchaseHow</th>\n",
+       "      <th>PurchaseWhat</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>WebFrameWorkedWith</th>\n",
+       "      <th>WebFrameDesireNextYear</th>\n",
+       "      <th>MiscTechWorkedWith</th>\n",
+       "      <th>MiscTechDesireNextYear</th>\n",
+       "      <th>DevEnviron</th>\n",
+       "      <th>OpSys</th>\n",
+       "      <th>Containers</th>\n",
+       "      <th>BlockchainOrg</th>\n",
+       "      <th>BlockchainIs</th>\n",
+       "      <th>BetterLife</th>\n",
+       "      <th>ITperson</th>\n",
+       "      <th>OffOn</th>\n",
+       "      <th>SocialMedia</th>\n",
+       "      <th>Extraversion</th>\n",
+       "      <th>ScreenName</th>\n",
+       "      <th>SOVisit1st</th>\n",
+       "      <th>SOVisitFreq</th>\n",
+       "      <th>SOVisitTo</th>\n",
+       "      <th>SOFindAnswer</th>\n",
+       "      <th>SOTimeSaved</th>\n",
+       "      <th>SOHowMuchTime</th>\n",
+       "      <th>SOAccount</th>\n",
+       "      <th>SOPartFreq</th>\n",
+       "      <th>SOJobs</th>\n",
+       "      <th>EntTeams</th>\n",
+       "      <th>SOComm</th>\n",
+       "      <th>WelcomeChange</th>\n",
+       "      <th>SONewContent</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Trans</th>\n",
+       "      <th>Sexuality</th>\n",
+       "      <th>Ethnicity</th>\n",
+       "      <th>Dependents</th>\n",
+       "      <th>SurveyLength</th>\n",
+       "      <th>SurveyEase</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Respondent</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>I code primarily as a hobby</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per year</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>India</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Developer, back-end;Engineer, site reliability</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...</td>\n",
+       "      <td>Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...</td>\n",
+       "      <td>Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...</td>\n",
+       "      <td>AWS;Docker;Heroku;Linux;MacOS;Slack</td>\n",
+       "      <td>Android;Arduino;AWS;Docker;Google Cloud Platfo...</td>\n",
+       "      <td>Express;Flask;React.js;Spring</td>\n",
+       "      <td>Django;Express;Flask;React.js;Vue.js</td>\n",
+       "      <td>Hadoop;Node.js;Pandas</td>\n",
+       "      <td>Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda...</td>\n",
+       "      <td>Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Development;Testing;Production;Outside of work...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Useful across many domains and could change ma...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>SIGH</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Handle</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>Less than once per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>A lot more welcome now than last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Master’s degree (MA, MS, M.Eng., MBA, etc.)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Data or business analyst;Data scientist or mac...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>20</td>\n",
+       "      <td>10</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Somewhat confident</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>3-4 years ago</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>950000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>13293.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>A few days each month</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>Far above average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>Yes, it's part of our process</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>C#;Go;JavaScript;Python;R;SQL</td>\n",
+       "      <td>C#;Go;JavaScript;Kotlin;Python;R;SQL</td>\n",
+       "      <td>Elasticsearch;MongoDB;Microsoft SQL Server;MyS...</td>\n",
+       "      <td>Elasticsearch;MongoDB;Microsoft SQL Server</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Android;Linux;Raspberry Pi;Windows</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Express;Flas...</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Express;Flas...</td>\n",
+       "      <td>.NET;Node.js;Pandas;Torch/PyTorch</td>\n",
+       "      <td>.NET;Node.js;TensorFlow;Torch/PyTorch</td>\n",
+       "      <td>Android Studio;Eclipse;IPython / Jupyter;Notep...</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for immutable record keeping outside of...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>Neither</td>\n",
+       "      <td>Screen Name</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions;Get a sense...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Somewhat less welcome now than last year</td>\n",
+       "      <td>Tech articles written by other developers;Tech...</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>Too long</td>\n",
+       "      <td>Difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>I am a student who is learning to code</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>India</td>\n",
+       "      <td>Yes, full-time</td>\n",
+       "      <td>Secondary school (e.g. American high school, G...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Student</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13</td>\n",
+       "      <td>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’m not actively looking, but I am open to new...</td>\n",
+       "      <td>I've never had a job</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Industry that I'd be working in;Languages, fra...</td>\n",
+       "      <td>Something else changed (education, award, medi...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...</td>\n",
+       "      <td>Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...</td>\n",
+       "      <td>MariaDB;MySQL;Oracle;SQLite</td>\n",
+       "      <td>MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Android;Google Cloud Platform;iOS;Linux;MacOS;...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Drupal;jQuer...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>.NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...</td>\n",
+       "      <td>Atom;NetBeans;Notepad++;Sublime Text;Vim</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Development</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of LOWER quality than prop...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Another engineering discipline (ex. civil, ele...</td>\n",
+       "      <td>Received on-the-job training in software devel...</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Developer, back-end;DevOps specialist</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>1-2 years ago</td>\n",
+       "      <td>Write code by hand (e.g., on a whiteboard);Int...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Specific department or team I'd be working on;...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>400000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>5597.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>There is a schedule and/or spec (made by me or...</td>\n",
+       "      <td>Meetings;Time spent commuting</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Other place, such as a coworking space or cafe</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's not part of our process but the deve...</td>\n",
+       "      <td>The CTO, CIO, or other management purchase new...</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...</td>\n",
+       "      <td>HTML/CSS;JavaScript;Python</td>\n",
+       "      <td>Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...</td>\n",
+       "      <td>Firebase;PostgreSQL;Redis;Other(s):</td>\n",
+       "      <td>Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...</td>\n",
+       "      <td>AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...</td>\n",
+       "      <td>Django;Express;Flask;jQuery</td>\n",
+       "      <td>Express;Flask;jQuery;React.js;Vue.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Notepad++;Visual Studio Code</td>\n",
+       "      <td>MacOS</td>\n",
+       "      <td>Testing</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for immutable record keeping outside of...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Also Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Tech...</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>South Asian</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Information systems, information technology, o...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>20 to 99 employees</td>\n",
+       "      <td>Developer, front-end;Developer, mobile</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Not sure</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>Write any code;Solve a brain-teaser style puzz...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>My job status changed (promotion, new job, etc.)</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Monthly</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>About half the time</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's not part of our process but the deve...</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Assembly;C;C++;C#;HTML/CSS;Java</td>\n",
+       "      <td>Kotlin</td>\n",
+       "      <td>Firebase;MySQL;Oracle;SQLite</td>\n",
+       "      <td>Firebase;SQLite</td>\n",
+       "      <td>Android</td>\n",
+       "      <td>Android</td>\n",
+       "      <td>ASP.NET</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Android Studio;IntelliJ</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>WhatsApp</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>A lot more welcome now than last year</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77339</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per year</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>Yes, full-time</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Another engineering discipline (ex. civil, ele...</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>1,000 to 4,999 employees</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>27</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Somewhat confident</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>Python;SQL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>UserID</td>\n",
+       "      <td>2019</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>1-2 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>31-60 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>I have never participated in Q&amp;A on Stack Over...</td>\n",
+       "      <td>No, I didn't know that Stack Overflow had a jo...</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Not applicable - I did not use Stack Overflow ...</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <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>79795</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once a month but more than once per ...</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>500 to 999 employees</td>\n",
+       "      <td>Developer, QA or test</td>\n",
+       "      <td>6</td>\n",
+       "      <td>17</td>\n",
+       "      <td>5</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Somewhat confident</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bash/Shell/PowerShell;Python;SQL;VBA</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Apache Spark;Chef;Puppet</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>PyCharm;Vim</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Development;Testing;Production;Outside of work...</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>Instagram</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>Less than once per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>I have never participated in Q&amp;A on Stack Over...</td>\n",
+       "      <td>No, I didn't know that Stack Overflow had a jo...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Neutral</td>\n",
+       "      <td>Somewhat more welcome now than last year</td>\n",
+       "      <td>Tech meetups or events in your area;Courses on...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83862</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>Yes, full-time</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Participated in a hackathon</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Data or business analyst;Student</td>\n",
+       "      <td>1</td>\n",
+       "      <td>18</td>\n",
+       "      <td>Less than 1 year</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>Not sure</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>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Assembly;C;C++;HTML/CSS;Java;JavaScript;Object...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MySQL</td>\n",
+       "      <td>DynamoDB;Elasticsearch;MongoDB</td>\n",
+       "      <td>Android;AWS;Google Cloud Platform;WordPress</td>\n",
+       "      <td>IBM Cloud or Watson</td>\n",
+       "      <td>Laravel</td>\n",
+       "      <td>Angular/Angular.js;Laravel;Vue.js</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Android Studio;Atom;IntelliJ;Komodo;NetBeans;N...</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Useful across many domains and could change ma...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>Twitter</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>UserID</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>Less than once per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>0-10 minutes</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>No, and I don't know what those are</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84299</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>Yes, full-time</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Web development or web design</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>100 to 499 employees</td>\n",
+       "      <td>Developer, back-end;Developer, front-end;Devel...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>25</td>\n",
+       "      <td>12</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>HTML/CSS;Java;JavaScript;Python;Swift;TypeScript</td>\n",
+       "      <td>HTML/CSS;Java;JavaScript</td>\n",
+       "      <td>MongoDB;Redis;SQLite</td>\n",
+       "      <td>MongoDB;Redis</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Angular/Angular.js;Express;jQuery;React.js;Oth...</td>\n",
+       "      <td>Express;React.js;Other(s):</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>IntelliJ;Notepad++;Visual Studio Code;Xcode</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Fortunately, someone else has that title</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>LinkedIn</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Find answers to specific questions;Contribute ...</td>\n",
+       "      <td>Less than once per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>60+ minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Somewhat more welcome now than last year</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <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>86012</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Master’s degree (MA, MS, M.Eng., MBA, etc.)</td>\n",
+       "      <td>Another engineering discipline (ex. civil, ele...</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>100 to 499 employees</td>\n",
+       "      <td>Academic researcher;Educator</td>\n",
+       "      <td>5</td>\n",
+       "      <td>15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Somewhat confident</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bash/Shell/PowerShell;C++;HTML/CSS;JavaScript</td>\n",
+       "      <td>C++;Python</td>\n",
+       "      <td>MySQL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Notepad++</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Also Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>I don't use social media</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>Less than once per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Not applicable - I did not use Stack Overflow ...</td>\n",
+       "      <td>Industry news about technologies you're intere...</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>South Asian</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9061 rows × 84 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                        MainBranch Hobbyist  \\\n",
+       "Respondent                                                    \n",
+       "8                      I code primarily as a hobby      Yes   \n",
+       "10                  I am a developer by profession      Yes   \n",
+       "15          I am a student who is learning to code      Yes   \n",
+       "50                  I am a developer by profession      Yes   \n",
+       "65                  I am a developer by profession      Yes   \n",
+       "...                                            ...      ...   \n",
+       "77339                                          NaN      Yes   \n",
+       "79795                                          NaN      Yes   \n",
+       "83862                                          NaN      Yes   \n",
+       "84299                                          NaN      Yes   \n",
+       "86012                                          NaN      Yes   \n",
+       "\n",
+       "                                                  OpenSourcer  \\\n",
+       "Respondent                                                      \n",
+       "8                                     Less than once per year   \n",
+       "10                                 Once a month or more often   \n",
+       "15                                                      Never   \n",
+       "50                                 Once a month or more often   \n",
+       "65                                                      Never   \n",
+       "...                                                       ...   \n",
+       "77339                                 Less than once per year   \n",
+       "79795       Less than once a month but more than once per ...   \n",
+       "83862                              Once a month or more often   \n",
+       "84299                                                   Never   \n",
+       "86012                              Once a month or more often   \n",
+       "\n",
+       "                                                   OpenSource  \\\n",
+       "Respondent                                                      \n",
+       "8           OSS is, on average, of HIGHER quality than pro...   \n",
+       "10          OSS is, on average, of HIGHER quality than pro...   \n",
+       "15          OSS is, on average, of HIGHER quality than pro...   \n",
+       "50          OSS is, on average, of LOWER quality than prop...   \n",
+       "65                                                        NaN   \n",
+       "...                                                       ...   \n",
+       "77339       OSS is, on average, of HIGHER quality than pro...   \n",
+       "79795       OSS is, on average, of HIGHER quality than pro...   \n",
+       "83862       OSS is, on average, of HIGHER quality than pro...   \n",
+       "84299       The quality of OSS and closed source software ...   \n",
+       "86012       OSS is, on average, of HIGHER quality than pro...   \n",
+       "\n",
+       "                                    Employment Country         Student  \\\n",
+       "Respondent                                                               \n",
+       "8           Not employed, but looking for work   India             NaN   \n",
+       "10                          Employed full-time   India              No   \n",
+       "15          Not employed, but looking for work   India  Yes, full-time   \n",
+       "50                          Employed full-time   India              No   \n",
+       "65                          Employed full-time   India              No   \n",
+       "...                                        ...     ...             ...   \n",
+       "77339                       Employed full-time   India  Yes, full-time   \n",
+       "79795                       Employed full-time   India              No   \n",
+       "83862                       Employed full-time   India  Yes, full-time   \n",
+       "84299                       Employed full-time   India  Yes, full-time   \n",
+       "86012                       Employed full-time   India              No   \n",
+       "\n",
+       "                                                      EdLevel  \\\n",
+       "Respondent                                                      \n",
+       "8                    Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "10                Master’s degree (MA, MS, M.Eng., MBA, etc.)   \n",
+       "15          Secondary school (e.g. American high school, G...   \n",
+       "50                   Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "65                   Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "...                                                       ...   \n",
+       "77339                Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "79795                Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "83862                Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "84299                Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "86012             Master’s degree (MA, MS, M.Eng., MBA, etc.)   \n",
+       "\n",
+       "                                               UndergradMajor  \\\n",
+       "Respondent                                                      \n",
+       "8           Computer science, computer engineering, or sof...   \n",
+       "10                                                        NaN   \n",
+       "15                                                        NaN   \n",
+       "50          Another engineering discipline (ex. civil, ele...   \n",
+       "65          Information systems, information technology, o...   \n",
+       "...                                                       ...   \n",
+       "77339       Another engineering discipline (ex. civil, ele...   \n",
+       "79795       Computer science, computer engineering, or sof...   \n",
+       "83862                                                     NaN   \n",
+       "84299                           Web development or web design   \n",
+       "86012       Another engineering discipline (ex. civil, ele...   \n",
+       "\n",
+       "                                                     EduOther  \\\n",
+       "Respondent                                                      \n",
+       "8           Taught yourself a new language, framework, or ...   \n",
+       "10                                                        NaN   \n",
+       "15          Taken an online course in programming or softw...   \n",
+       "50          Received on-the-job training in software devel...   \n",
+       "65                                                        NaN   \n",
+       "...                                                       ...   \n",
+       "77339       Taken an online course in programming or softw...   \n",
+       "79795       Taken an online course in programming or softw...   \n",
+       "83862                             Participated in a hackathon   \n",
+       "84299       Taken an online course in programming or softw...   \n",
+       "86012       Taught yourself a new language, framework, or ...   \n",
+       "\n",
+       "                             OrgSize  \\\n",
+       "Respondent                             \n",
+       "8                                NaN   \n",
+       "10          10,000 or more employees   \n",
+       "15                               NaN   \n",
+       "50          10,000 or more employees   \n",
+       "65                20 to 99 employees   \n",
+       "...                              ...   \n",
+       "77339       1,000 to 4,999 employees   \n",
+       "79795           500 to 999 employees   \n",
+       "83862                            NaN   \n",
+       "84299           100 to 499 employees   \n",
+       "86012           100 to 499 employees   \n",
+       "\n",
+       "                                                      DevType YearsCode  \\\n",
+       "Respondent                                                                \n",
+       "8              Developer, back-end;Engineer, site reliability         8   \n",
+       "10          Data or business analyst;Data scientist or mac...        12   \n",
+       "15                                                    Student         3   \n",
+       "50                      Developer, back-end;DevOps specialist         7   \n",
+       "65                     Developer, front-end;Developer, mobile         2   \n",
+       "...                                                       ...       ...   \n",
+       "77339                                                     NaN         1   \n",
+       "79795                                   Developer, QA or test         6   \n",
+       "83862                        Data or business analyst;Student         1   \n",
+       "84299       Developer, back-end;Developer, front-end;Devel...        12   \n",
+       "86012                            Academic researcher;Educator         5   \n",
+       "\n",
+       "           Age1stCode      YearsCodePro              CareerSat  \\\n",
+       "Respondent                                                       \n",
+       "8                  16               NaN                    NaN   \n",
+       "10                 20                10  Slightly dissatisfied   \n",
+       "15                 13               NaN                    NaN   \n",
+       "50                 15                 2     Slightly satisfied   \n",
+       "65                 17                 2         Very satisfied   \n",
+       "...               ...               ...                    ...   \n",
+       "77339              27                 1                    NaN   \n",
+       "79795              17                 5                    NaN   \n",
+       "83862              18  Less than 1 year                    NaN   \n",
+       "84299              25                12                    NaN   \n",
+       "86012              15               NaN                    NaN   \n",
+       "\n",
+       "                           JobSat            MgrIdiot  MgrMoney   MgrWant  \\\n",
+       "Respondent                                                                  \n",
+       "8                             NaN                 NaN       NaN       NaN   \n",
+       "10          Slightly dissatisfied  Somewhat confident       Yes       Yes   \n",
+       "15                            NaN                 NaN       NaN       NaN   \n",
+       "50                 Very satisfied      Very confident  Not sure       Yes   \n",
+       "65                 Very satisfied      Very confident        No  Not sure   \n",
+       "...                           ...                 ...       ...       ...   \n",
+       "77339                         NaN  Somewhat confident       Yes       Yes   \n",
+       "79795                         NaN  Somewhat confident        No  Not sure   \n",
+       "83862                         NaN      Very confident  Not sure       Yes   \n",
+       "84299                         NaN                 NaN       NaN       NaN   \n",
+       "86012                         NaN  Somewhat confident        No  Not sure   \n",
+       "\n",
+       "                                                      JobSeek  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         NaN   \n",
+       "10          I’m not actively looking, but I am open to new...   \n",
+       "15          I’m not actively looking, but I am open to new...   \n",
+       "50          I’m not actively looking, but I am open to new...   \n",
+       "65          I’m not actively looking, but I am open to new...   \n",
+       "...                                                       ...   \n",
+       "77339                                                     NaN   \n",
+       "79795                                                     NaN   \n",
+       "83862                                                     NaN   \n",
+       "84299                                                     NaN   \n",
+       "86012                                                     NaN   \n",
+       "\n",
+       "                    LastHireDate  \\\n",
+       "Respondent                         \n",
+       "8                            NaN   \n",
+       "10                 3-4 years ago   \n",
+       "15          I've never had a job   \n",
+       "50                 1-2 years ago   \n",
+       "65          Less than a year ago   \n",
+       "...                          ...   \n",
+       "77339                        NaN   \n",
+       "79795                        NaN   \n",
+       "83862                        NaN   \n",
+       "84299                        NaN   \n",
+       "86012                        NaN   \n",
+       "\n",
+       "                                                      LastInt FizzBuzz  \\\n",
+       "Respondent                                                               \n",
+       "8                                                         NaN      NaN   \n",
+       "10                                                        NaN       No   \n",
+       "15                                                        NaN      NaN   \n",
+       "50          Write code by hand (e.g., on a whiteboard);Int...       No   \n",
+       "65          Write any code;Solve a brain-teaser style puzz...       No   \n",
+       "...                                                       ...      ...   \n",
+       "77339                                                     NaN      NaN   \n",
+       "79795                                                     NaN      NaN   \n",
+       "83862                                                     NaN      NaN   \n",
+       "84299                                                     NaN      NaN   \n",
+       "86012                                                     NaN      NaN   \n",
+       "\n",
+       "                                                   JobFactors  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         NaN   \n",
+       "10          Languages, frameworks, and other technologies ...   \n",
+       "15          Industry that I'd be working in;Languages, fra...   \n",
+       "50          Specific department or team I'd be working on;...   \n",
+       "65          Languages, frameworks, and other technologies ...   \n",
+       "...                                                       ...   \n",
+       "77339                                                     NaN   \n",
+       "79795                                                     NaN   \n",
+       "83862                                                     NaN   \n",
+       "84299                                                     NaN   \n",
+       "86012                                                     NaN   \n",
+       "\n",
+       "                                                 ResumeUpdate CurrencySymbol  \\\n",
+       "Respondent                                                                     \n",
+       "8                                                         NaN            NaN   \n",
+       "10                                                        NaN            INR   \n",
+       "15          Something else changed (education, award, medi...            NaN   \n",
+       "50                           I was preparing for a job search            INR   \n",
+       "65           My job status changed (promotion, new job, etc.)            INR   \n",
+       "...                                                       ...            ...   \n",
+       "77339                                                     NaN            NaN   \n",
+       "79795                                                     NaN            NaN   \n",
+       "83862                                                     NaN            NaN   \n",
+       "84299                                                     NaN            NaN   \n",
+       "86012                                                     NaN            NaN   \n",
+       "\n",
+       "            CurrencyDesc  CompTotal CompFreq  ConvertedComp  WorkWeekHrs  \\\n",
+       "Respondent                                                                 \n",
+       "8                    NaN        NaN      NaN            NaN          NaN   \n",
+       "10          Indian rupee   950000.0   Yearly        13293.0         70.0   \n",
+       "15                   NaN        NaN      NaN            NaN          NaN   \n",
+       "50          Indian rupee   400000.0   Yearly         5597.0          7.0   \n",
+       "65          Indian rupee        NaN  Monthly            NaN         48.0   \n",
+       "...                  ...        ...      ...            ...          ...   \n",
+       "77339                NaN        NaN      NaN            NaN          NaN   \n",
+       "79795                NaN        NaN      NaN            NaN          NaN   \n",
+       "83862                NaN        NaN      NaN            NaN          NaN   \n",
+       "84299                NaN        NaN      NaN            NaN          NaN   \n",
+       "86012                NaN        NaN      NaN            NaN          NaN   \n",
+       "\n",
+       "                                                     WorkPlan  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         NaN   \n",
+       "10          There's no schedule or spec; I work on what se...   \n",
+       "15                                                        NaN   \n",
+       "50          There is a schedule and/or spec (made by me or...   \n",
+       "65          There's no schedule or spec; I work on what se...   \n",
+       "...                                                       ...   \n",
+       "77339                                                     NaN   \n",
+       "79795                                                     NaN   \n",
+       "83862                                                     NaN   \n",
+       "84299                                                     NaN   \n",
+       "86012                                                     NaN   \n",
+       "\n",
+       "                            WorkChallenge                        WorkRemote  \\\n",
+       "Respondent                                                                    \n",
+       "8                                     NaN                               NaN   \n",
+       "10                                    NaN             A few days each month   \n",
+       "15                                    NaN                               NaN   \n",
+       "50          Meetings;Time spent commuting  Less than once per month / Never   \n",
+       "65                                    NaN               About half the time   \n",
+       "...                                   ...                               ...   \n",
+       "77339                                 NaN                               NaN   \n",
+       "79795                                 NaN                               NaN   \n",
+       "83862                                 NaN                               NaN   \n",
+       "84299                                 NaN                               NaN   \n",
+       "86012                                 NaN                               NaN   \n",
+       "\n",
+       "                                                   WorkLoc             ImpSyn  \\\n",
+       "Respondent                                                                      \n",
+       "8                                                      NaN                NaN   \n",
+       "10                                                    Home  Far above average   \n",
+       "15                                                     NaN                NaN   \n",
+       "50          Other place, such as a coworking space or cafe            Average   \n",
+       "65                                                  Office            Average   \n",
+       "...                                                    ...                ...   \n",
+       "77339                                                  NaN                NaN   \n",
+       "79795                                                  NaN                NaN   \n",
+       "83862                                                  NaN                NaN   \n",
+       "84299                                                  NaN                NaN   \n",
+       "86012                                                  NaN                NaN   \n",
+       "\n",
+       "                                            CodeRev  CodeRevHrs  \\\n",
+       "Respondent                                                        \n",
+       "8                                               NaN         NaN   \n",
+       "10          Yes, because I see value in code review         4.0   \n",
+       "15                                              NaN         NaN   \n",
+       "50                                               No         NaN   \n",
+       "65          Yes, because I see value in code review         NaN   \n",
+       "...                                             ...         ...   \n",
+       "77339                                           NaN         NaN   \n",
+       "79795                                           NaN         NaN   \n",
+       "83862                                           NaN         NaN   \n",
+       "84299                                           NaN         NaN   \n",
+       "86012                                           NaN         NaN   \n",
+       "\n",
+       "                                                    UnitTests  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         NaN   \n",
+       "10                              Yes, it's part of our process   \n",
+       "15                                                        NaN   \n",
+       "50          Yes, it's not part of our process but the deve...   \n",
+       "65          Yes, it's not part of our process but the deve...   \n",
+       "...                                                       ...   \n",
+       "77339                                                     NaN   \n",
+       "79795                                                     NaN   \n",
+       "83862                                                     NaN   \n",
+       "84299                                                     NaN   \n",
+       "86012                                                     NaN   \n",
+       "\n",
+       "                                                  PurchaseHow  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         NaN   \n",
+       "10                                                        NaN   \n",
+       "15                                                        NaN   \n",
+       "50          The CTO, CIO, or other management purchase new...   \n",
+       "65                                                   Not sure   \n",
+       "...                                                       ...   \n",
+       "77339                                                     NaN   \n",
+       "79795                                                     NaN   \n",
+       "83862                                                     NaN   \n",
+       "84299                                                     NaN   \n",
+       "86012                                                     NaN   \n",
+       "\n",
+       "                             PurchaseWhat  \\\n",
+       "Respondent                                  \n",
+       "8                                     NaN   \n",
+       "10                                    NaN   \n",
+       "15                                    NaN   \n",
+       "50          I have little or no influence   \n",
+       "65                                    NaN   \n",
+       "...                                   ...   \n",
+       "77339                                 NaN   \n",
+       "79795                                 NaN   \n",
+       "83862                                 NaN   \n",
+       "84299                                 NaN   \n",
+       "86012                                 NaN   \n",
+       "\n",
+       "                                           LanguageWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8           Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...   \n",
+       "10                              C#;Go;JavaScript;Python;R;SQL   \n",
+       "15          Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...   \n",
+       "50          Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...   \n",
+       "65                            Assembly;C;C++;C#;HTML/CSS;Java   \n",
+       "...                                                       ...   \n",
+       "77339                                               Other(s):   \n",
+       "79795                    Bash/Shell/PowerShell;Python;SQL;VBA   \n",
+       "83862       Assembly;C;C++;HTML/CSS;Java;JavaScript;Object...   \n",
+       "84299        HTML/CSS;Java;JavaScript;Python;Swift;TypeScript   \n",
+       "86012           Bash/Shell/PowerShell;C++;HTML/CSS;JavaScript   \n",
+       "\n",
+       "                                       LanguageDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...   \n",
+       "10                       C#;Go;JavaScript;Kotlin;Python;R;SQL   \n",
+       "15          Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...   \n",
+       "50                                 HTML/CSS;JavaScript;Python   \n",
+       "65                                                     Kotlin   \n",
+       "...                                                       ...   \n",
+       "77339                                              Python;SQL   \n",
+       "79795                                                     NaN   \n",
+       "83862                                                     NaN   \n",
+       "84299                                HTML/CSS;Java;JavaScript   \n",
+       "86012                                              C++;Python   \n",
+       "\n",
+       "                                           DatabaseWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8           Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...   \n",
+       "10          Elasticsearch;MongoDB;Microsoft SQL Server;MyS...   \n",
+       "15                                MariaDB;MySQL;Oracle;SQLite   \n",
+       "50          Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...   \n",
+       "65                               Firebase;MySQL;Oracle;SQLite   \n",
+       "...                                                       ...   \n",
+       "77339                                                     NaN   \n",
+       "79795                                                     NaN   \n",
+       "83862                                                   MySQL   \n",
+       "84299                                    MongoDB;Redis;SQLite   \n",
+       "86012                                                   MySQL   \n",
+       "\n",
+       "                                       DatabaseDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...   \n",
+       "10                 Elasticsearch;MongoDB;Microsoft SQL Server   \n",
+       "15          MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...   \n",
+       "50                        Firebase;PostgreSQL;Redis;Other(s):   \n",
+       "65                                            Firebase;SQLite   \n",
+       "...                                                       ...   \n",
+       "77339                                                     NaN   \n",
+       "79795                                                     NaN   \n",
+       "83862                          DynamoDB;Elasticsearch;MongoDB   \n",
+       "84299                                           MongoDB;Redis   \n",
+       "86012                                                     NaN   \n",
+       "\n",
+       "                                           PlatformWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8                         AWS;Docker;Heroku;Linux;MacOS;Slack   \n",
+       "10                                              Linux;Windows   \n",
+       "15                                              Linux;Windows   \n",
+       "50          Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...   \n",
+       "65                                                    Android   \n",
+       "...                                                       ...   \n",
+       "77339                                                     NaN   \n",
+       "79795                                                     NaN   \n",
+       "83862             Android;AWS;Google Cloud Platform;WordPress   \n",
+       "84299                                                     NaN   \n",
+       "86012                                               Other(s):   \n",
+       "\n",
+       "                                       PlatformDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Android;Arduino;AWS;Docker;Google Cloud Platfo...   \n",
+       "10                         Android;Linux;Raspberry Pi;Windows   \n",
+       "15          Android;Google Cloud Platform;iOS;Linux;MacOS;...   \n",
+       "50          AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...   \n",
+       "65                                                    Android   \n",
+       "...                                                       ...   \n",
+       "77339                                                     NaN   \n",
+       "79795                                                     NaN   \n",
+       "83862                                     IBM Cloud or Watson   \n",
+       "84299                                                     NaN   \n",
+       "86012                                               Other(s):   \n",
+       "\n",
+       "                                           WebFrameWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8                               Express;Flask;React.js;Spring   \n",
+       "10          Angular/Angular.js;ASP.NET;Django;Express;Flas...   \n",
+       "15                                                        NaN   \n",
+       "50                                Django;Express;Flask;jQuery   \n",
+       "65                                                    ASP.NET   \n",
+       "...                                                       ...   \n",
+       "77339                                                     NaN   \n",
+       "79795                                                     NaN   \n",
+       "83862                                                 Laravel   \n",
+       "84299       Angular/Angular.js;Express;jQuery;React.js;Oth...   \n",
+       "86012                                                     NaN   \n",
+       "\n",
+       "                                       WebFrameDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8                        Django;Express;Flask;React.js;Vue.js   \n",
+       "10          Angular/Angular.js;ASP.NET;Django;Express;Flas...   \n",
+       "15          Angular/Angular.js;ASP.NET;Django;Drupal;jQuer...   \n",
+       "50                       Express;Flask;jQuery;React.js;Vue.js   \n",
+       "65                                                        NaN   \n",
+       "...                                                       ...   \n",
+       "77339                                                     NaN   \n",
+       "79795                                                     NaN   \n",
+       "83862                       Angular/Angular.js;Laravel;Vue.js   \n",
+       "84299                              Express;React.js;Other(s):   \n",
+       "86012                                                     NaN   \n",
+       "\n",
+       "                           MiscTechWorkedWith  \\\n",
+       "Respondent                                      \n",
+       "8                       Hadoop;Node.js;Pandas   \n",
+       "10          .NET;Node.js;Pandas;Torch/PyTorch   \n",
+       "15                                        NaN   \n",
+       "50                                    Node.js   \n",
+       "65                                        NaN   \n",
+       "...                                       ...   \n",
+       "77339                                     NaN   \n",
+       "79795                Apache Spark;Chef;Puppet   \n",
+       "83862                                     NaN   \n",
+       "84299                                 Node.js   \n",
+       "86012                                     NaN   \n",
+       "\n",
+       "                                       MiscTechDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda...   \n",
+       "10                      .NET;Node.js;TensorFlow;Torch/PyTorch   \n",
+       "15          .NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...   \n",
+       "50                                                    Node.js   \n",
+       "65                                                        NaN   \n",
+       "...                                                       ...   \n",
+       "77339                                                     NaN   \n",
+       "79795                                                     NaN   \n",
+       "83862                                                 Node.js   \n",
+       "84299                                                 Node.js   \n",
+       "86012                                                     NaN   \n",
+       "\n",
+       "                                                   DevEnviron        OpSys  \\\n",
+       "Respondent                                                                   \n",
+       "8           Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...  Linux-based   \n",
+       "10          Android Studio;Eclipse;IPython / Jupyter;Notep...      Windows   \n",
+       "15                   Atom;NetBeans;Notepad++;Sublime Text;Vim  Linux-based   \n",
+       "50                               Notepad++;Visual Studio Code        MacOS   \n",
+       "65                                    Android Studio;IntelliJ  Linux-based   \n",
+       "...                                                       ...          ...   \n",
+       "77339                                                     NaN  Linux-based   \n",
+       "79795                                             PyCharm;Vim  Linux-based   \n",
+       "83862       Android Studio;Atom;IntelliJ;Komodo;NetBeans;N...      Windows   \n",
+       "84299             IntelliJ;Notepad++;Visual Studio Code;Xcode      Windows   \n",
+       "86012                                               Notepad++  Linux-based   \n",
+       "\n",
+       "                                                   Containers BlockchainOrg  \\\n",
+       "Respondent                                                                    \n",
+       "8           Development;Testing;Production;Outside of work...           NaN   \n",
+       "10                                                        NaN    Not at all   \n",
+       "15                                                Development           NaN   \n",
+       "50                                                    Testing    Not at all   \n",
+       "65                                                        NaN           NaN   \n",
+       "...                                                       ...           ...   \n",
+       "77339                                 I do not use containers           NaN   \n",
+       "79795       Development;Testing;Production;Outside of work...    Not at all   \n",
+       "83862                                 I do not use containers           NaN   \n",
+       "84299                                                     NaN           NaN   \n",
+       "86012                                 I do not use containers           NaN   \n",
+       "\n",
+       "                                                 BlockchainIs BetterLife  \\\n",
+       "Respondent                                                                 \n",
+       "8           Useful across many domains and could change ma...        Yes   \n",
+       "10          Useful for immutable record keeping outside of...         No   \n",
+       "15                                                        NaN        Yes   \n",
+       "50          Useful for immutable record keeping outside of...        Yes   \n",
+       "65                                                        NaN        Yes   \n",
+       "...                                                       ...        ...   \n",
+       "77339                                                     NaN        Yes   \n",
+       "79795                                                     NaN         No   \n",
+       "83862       Useful across many domains and could change ma...         No   \n",
+       "84299                                                     NaN        Yes   \n",
+       "86012                                                     NaN         No   \n",
+       "\n",
+       "                                            ITperson  OffOn  \\\n",
+       "Respondent                                                    \n",
+       "8                                               SIGH    Yes   \n",
+       "10                                               Yes    Yes   \n",
+       "15                                               Yes  What?   \n",
+       "50                                          Also Yes  What?   \n",
+       "65                                               Yes  What?   \n",
+       "...                                              ...    ...   \n",
+       "77339                                            Yes     No   \n",
+       "79795                                            Yes  What?   \n",
+       "83862                                            Yes  What?   \n",
+       "84299       Fortunately, someone else has that title  What?   \n",
+       "86012                                       Also Yes  What?   \n",
+       "\n",
+       "                         SocialMedia              Extraversion   ScreenName  \\\n",
+       "Respondent                                                                    \n",
+       "8                            YouTube  In real life (in person)       Handle   \n",
+       "10                           YouTube                   Neither  Screen Name   \n",
+       "15                           YouTube  In real life (in person)          NaN   \n",
+       "50                           YouTube  In real life (in person)     Username   \n",
+       "65                          WhatsApp  In real life (in person)          NaN   \n",
+       "...                              ...                       ...          ...   \n",
+       "77339                        YouTube                    Online       UserID   \n",
+       "79795                      Instagram  In real life (in person)     Username   \n",
+       "83862                        Twitter                    Online       UserID   \n",
+       "84299                       LinkedIn                       NaN          NaN   \n",
+       "86012       I don't use social media                    Online     Username   \n",
+       "\n",
+       "           SOVisit1st                          SOVisitFreq  \\\n",
+       "Respondent                                                   \n",
+       "8                2012                 A few times per week   \n",
+       "10                NaN               Multiple times per day   \n",
+       "15               2018                Daily or almost daily   \n",
+       "50               2012                Daily or almost daily   \n",
+       "65               2017               Multiple times per day   \n",
+       "...               ...                                  ...   \n",
+       "77339            2019  Less than once per month or monthly   \n",
+       "79795            2018      A few times per month or weekly   \n",
+       "83862            2012      A few times per month or weekly   \n",
+       "84299            2011      A few times per month or weekly   \n",
+       "86012            2014      A few times per month or weekly   \n",
+       "\n",
+       "                                                    SOVisitTo  \\\n",
+       "Respondent                                                      \n",
+       "8           Find answers to specific questions;Learn how t...   \n",
+       "10          Find answers to specific questions;Get a sense...   \n",
+       "15          Find answers to specific questions;Learn how t...   \n",
+       "50          Find answers to specific questions;Learn how t...   \n",
+       "65                         Find answers to specific questions   \n",
+       "...                                                       ...   \n",
+       "77339       Find answers to specific questions;Learn how t...   \n",
+       "79795                      Find answers to specific questions   \n",
+       "83862       Find answers to specific questions;Learn how t...   \n",
+       "84299       Find answers to specific questions;Contribute ...   \n",
+       "86012                      Find answers to specific questions   \n",
+       "\n",
+       "                           SOFindAnswer                         SOTimeSaved  \\\n",
+       "Respondent                                                                    \n",
+       "8               Less than once per week  Stack Overflow was slightly faster   \n",
+       "10                   3-5 times per week            They were about the same   \n",
+       "15          More than 10 times per week            They were about the same   \n",
+       "50                   3-5 times per week  Stack Overflow was slightly faster   \n",
+       "65          More than 10 times per week  Stack Overflow was slightly faster   \n",
+       "...                                 ...                                 ...   \n",
+       "77339                1-2 times per week      Stack Overflow was much faster   \n",
+       "79795           Less than once per week            They were about the same   \n",
+       "83862           Less than once per week      Stack Overflow was much faster   \n",
+       "84299           Less than once per week      Stack Overflow was much faster   \n",
+       "86012           Less than once per week      Stack Overflow was much faster   \n",
+       "\n",
+       "            SOHowMuchTime SOAccount  \\\n",
+       "Respondent                            \n",
+       "8           11-30 minutes       Yes   \n",
+       "10                    NaN       Yes   \n",
+       "15                    NaN       Yes   \n",
+       "50          11-30 minutes       Yes   \n",
+       "65          11-30 minutes       Yes   \n",
+       "...                   ...       ...   \n",
+       "77339       31-60 minutes       Yes   \n",
+       "79795                 NaN       Yes   \n",
+       "83862        0-10 minutes       Yes   \n",
+       "84299         60+ minutes       Yes   \n",
+       "86012       11-30 minutes       Yes   \n",
+       "\n",
+       "                                                   SOPartFreq  \\\n",
+       "Respondent                                                      \n",
+       "8                         Less than once per month or monthly   \n",
+       "10                            A few times per month or weekly   \n",
+       "15                        Less than once per month or monthly   \n",
+       "50                        Less than once per month or monthly   \n",
+       "65                                       A few times per week   \n",
+       "...                                                       ...   \n",
+       "77339       I have never participated in Q&A on Stack Over...   \n",
+       "79795       I have never participated in Q&A on Stack Over...   \n",
+       "83862       I have never participated in Q&A on Stack Over...   \n",
+       "84299                     Less than once per month or monthly   \n",
+       "86012                                                     NaN   \n",
+       "\n",
+       "                                                       SOJobs  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         Yes   \n",
+       "10                                                        Yes   \n",
+       "15                                                        Yes   \n",
+       "50          No, I knew that Stack Overflow had a job board...   \n",
+       "65          No, I knew that Stack Overflow had a job board...   \n",
+       "...                                                       ...   \n",
+       "77339       No, I didn't know that Stack Overflow had a jo...   \n",
+       "79795       No, I didn't know that Stack Overflow had a jo...   \n",
+       "83862                                                     Yes   \n",
+       "84299                                                     Yes   \n",
+       "86012       No, I knew that Stack Overflow had a job board...   \n",
+       "\n",
+       "                                                     EntTeams  \\\n",
+       "Respondent                                                      \n",
+       "8                         No, and I don't know what those are   \n",
+       "10                        No, and I don't know what those are   \n",
+       "15          No, I've heard of them, but I am not part of a...   \n",
+       "50                        No, and I don't know what those are   \n",
+       "65                        No, and I don't know what those are   \n",
+       "...                                                       ...   \n",
+       "77339       No, I've heard of them, but I am not part of a...   \n",
+       "79795                     No, and I don't know what those are   \n",
+       "83862                     No, and I don't know what those are   \n",
+       "84299                     No, and I don't know what those are   \n",
+       "86012                                                     Yes   \n",
+       "\n",
+       "                     SOComm  \\\n",
+       "Respondent                    \n",
+       "8           Yes, definitely   \n",
+       "10            Yes, somewhat   \n",
+       "15            Yes, somewhat   \n",
+       "50          Yes, definitely   \n",
+       "65                 Not sure   \n",
+       "...                     ...   \n",
+       "77339         Yes, somewhat   \n",
+       "79795               Neutral   \n",
+       "83862       Yes, definitely   \n",
+       "84299         Yes, somewhat   \n",
+       "86012         Yes, somewhat   \n",
+       "\n",
+       "                                                WelcomeChange  \\\n",
+       "Respondent                                                      \n",
+       "8                       A lot more welcome now than last year   \n",
+       "10                   Somewhat less welcome now than last year   \n",
+       "15                    Just as welcome now as I felt last year   \n",
+       "50                    Just as welcome now as I felt last year   \n",
+       "65                      A lot more welcome now than last year   \n",
+       "...                                                       ...   \n",
+       "77339       Not applicable - I did not use Stack Overflow ...   \n",
+       "79795                Somewhat more welcome now than last year   \n",
+       "83862                 Just as welcome now as I felt last year   \n",
+       "84299                Somewhat more welcome now than last year   \n",
+       "86012       Not applicable - I did not use Stack Overflow ...   \n",
+       "\n",
+       "                                                 SONewContent   Age Gender  \\\n",
+       "Respondent                                                                   \n",
+       "8           Tech articles written by other developers;Indu...  24.0    Man   \n",
+       "10          Tech articles written by other developers;Tech...   NaN    NaN   \n",
+       "15          Tech articles written by other developers;Indu...  20.0    Man   \n",
+       "50          Tech articles written by other developers;Tech...  23.0    Man   \n",
+       "65                                                        NaN  21.0    Man   \n",
+       "...                                                       ...   ...    ...   \n",
+       "77339       Tech articles written by other developers;Indu...   NaN    NaN   \n",
+       "79795       Tech meetups or events in your area;Courses on...   NaN    Man   \n",
+       "83862       Tech articles written by other developers;Indu...  24.0    Man   \n",
+       "84299                                                     NaN   NaN    NaN   \n",
+       "86012       Industry news about technologies you're intere...  24.0    Man   \n",
+       "\n",
+       "           Trans                Sexuality    Ethnicity Dependents  \\\n",
+       "Respondent                                                          \n",
+       "8             No  Straight / Heterosexual          NaN        NaN   \n",
+       "10           NaN                      NaN          NaN        Yes   \n",
+       "15            No                      NaN          NaN        Yes   \n",
+       "50            No                      NaN  South Asian         No   \n",
+       "65            No                      NaN          NaN        Yes   \n",
+       "...          ...                      ...          ...        ...   \n",
+       "77339        NaN                      NaN          NaN        NaN   \n",
+       "79795         No  Straight / Heterosexual          NaN         No   \n",
+       "83862         No  Straight / Heterosexual          NaN        Yes   \n",
+       "84299        NaN                      NaN          NaN        NaN   \n",
+       "86012         No                      NaN  South Asian        NaN   \n",
+       "\n",
+       "                     SurveyLength                  SurveyEase  \n",
+       "Respondent                                                     \n",
+       "8           Appropriate in length  Neither easy nor difficult  \n",
+       "10                       Too long                   Difficult  \n",
+       "15                       Too long  Neither easy nor difficult  \n",
+       "50                       Too long                        Easy  \n",
+       "65          Appropriate in length  Neither easy nor difficult  \n",
+       "...                           ...                         ...  \n",
+       "77339                         NaN                         NaN  \n",
+       "79795                    Too long                   Difficult  \n",
+       "83862                    Too long  Neither easy nor difficult  \n",
+       "84299                         NaN                         NaN  \n",
+       "86012       Appropriate in length                        Easy  \n",
+       "\n",
+       "[9061 rows x 84 columns]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "country_grp.get_group('India')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "WhatsApp                    2990\n",
+       "YouTube                     1820\n",
+       "LinkedIn                     955\n",
+       "Facebook                     841\n",
+       "Instagram                    822\n",
+       "Twitter                      542\n",
+       "Reddit                       473\n",
+       "I don't use social media     250\n",
+       "Snapchat                      23\n",
+       "Hello                          5\n",
+       "WeChat 微信                      5\n",
+       "VK ВКонта́кте                  4\n",
+       "Youku Tudou 优酷                 2\n",
+       "Weibo 新浪微博                     1\n",
+       "Name: SocialMedia, dtype: int64"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "filt = df['Country'] == 'India'\n",
+    "df.loc[filt]['SocialMedia'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SocialMedia\n",
+       "WeChat 微信                   0.670549\n",
+       "YouTube                     0.088186\n",
+       "Weibo 新浪微博                  0.069884\n",
+       "I don't use social media    0.044925\n",
+       "Twitter                     0.044925\n",
+       "Reddit                      0.019967\n",
+       "LinkedIn                    0.018303\n",
+       "Facebook                    0.013311\n",
+       "Instagram                   0.011647\n",
+       "Youku Tudou 优酷              0.011647\n",
+       "WhatsApp                    0.004992\n",
+       "VK ВКонта́кте               0.001664\n",
+       "Name: SocialMedia, dtype: float64"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "country_grp['SocialMedia'].value_counts(normalize=True).loc['China']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "63016.0"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "country_grp['ConvertedComp'].median().loc['Germany']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "median     68705.000000\n",
+       "mean      134018.564909\n",
+       "Name: Canada, dtype: float64"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "country_grp['ConvertedComp'].agg(['median', 'mean']).loc['Canada']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3105"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "filt = df['Country'] == 'India'\n",
+    "df.loc[filt]['LanguageWorkedWith'].str.contains('Python').sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "AttributeError",
+     "evalue": "Cannot access attribute 'str' of 'SeriesGroupBy' objects, try using the 'apply' method",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-44-cda55dd00399>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mcountry_grp\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'LanguageWorkedWith'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Python'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m~/tutorial_env/lib/python3.7/site-packages/pandas/core/groupby/groupby.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, attr)\u001b[0m\n\u001b[1;32m    561\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mattr\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    562\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mattr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 563\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_wrapper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mattr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    564\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    565\u001b[0m         raise AttributeError(\n",
+      "\u001b[0;32m~/tutorial_env/lib/python3.7/site-packages/pandas/core/groupby/groupby.py\u001b[0m in \u001b[0;36m_make_wrapper\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m    602\u001b[0m                 \u001b[0;34m\"using the 'apply' method\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    603\u001b[0m             )\n\u001b[0;32m--> 604\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    605\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    606\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_set_group_selection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mAttributeError\u001b[0m: Cannot access attribute 'str' of 'SeriesGroupBy' objects, try using the 'apply' method"
+     ]
+    }
+   ],
+   "source": [
+    "country_grp['LanguageWorkedWith'].str.contains('Python').sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Country\n",
+       "Afghanistan                              8\n",
+       "Albania                                 23\n",
+       "Algeria                                 40\n",
+       "Andorra                                  0\n",
+       "Angola                                   2\n",
+       "                                        ..\n",
+       "Venezuela, Bolivarian Republic of...    28\n",
+       "Viet Nam                                78\n",
+       "Yemen                                    3\n",
+       "Zambia                                   4\n",
+       "Zimbabwe                                14\n",
+       "Name: LanguageWorkedWith, Length: 179, dtype: int64"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "country_grp['LanguageWorkedWith'].apply(lambda x: x.str.contains('Python').sum())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "United States            20949\n",
+       "India                     9061\n",
+       "Germany                   5866\n",
+       "United Kingdom            5737\n",
+       "Canada                    3395\n",
+       "                         ...  \n",
+       "Dominica                     1\n",
+       "Tonga                        1\n",
+       "Sao Tome and Principe        1\n",
+       "Saint Kitts and Nevis        1\n",
+       "Brunei Darussalam            1\n",
+       "Name: Country, Length: 179, dtype: int64"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "country_respondents = df['Country'].value_counts()\n",
+    "country_respondents"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Country\n",
+       "Afghanistan                              8\n",
+       "Albania                                 23\n",
+       "Algeria                                 40\n",
+       "Andorra                                  0\n",
+       "Angola                                   2\n",
+       "                                        ..\n",
+       "Venezuela, Bolivarian Republic of...    28\n",
+       "Viet Nam                                78\n",
+       "Yemen                                    3\n",
+       "Zambia                                   4\n",
+       "Zimbabwe                                14\n",
+       "Name: LanguageWorkedWith, Length: 179, dtype: int64"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "country_uses_python = country_grp['LanguageWorkedWith'].apply(lambda x: x.str.contains('Python').sum())\n",
+    "country_uses_python\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Country</th>\n",
+       "      <th>LanguageWorkedWith</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>United States</th>\n",
+       "      <td>20949</td>\n",
+       "      <td>10083</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>India</th>\n",
+       "      <td>9061</td>\n",
+       "      <td>3105</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Germany</th>\n",
+       "      <td>5866</td>\n",
+       "      <td>2451</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>United Kingdom</th>\n",
+       "      <td>5737</td>\n",
+       "      <td>2384</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Canada</th>\n",
+       "      <td>3395</td>\n",
+       "      <td>1558</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Dominica</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tonga</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sao Tome and Principe</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Saint Kitts and Nevis</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Brunei Darussalam</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>179 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       Country  LanguageWorkedWith\n",
+       "United States            20949               10083\n",
+       "India                     9061                3105\n",
+       "Germany                   5866                2451\n",
+       "United Kingdom            5737                2384\n",
+       "Canada                    3395                1558\n",
+       "...                        ...                 ...\n",
+       "Dominica                     1                   1\n",
+       "Tonga                        1                   0\n",
+       "Sao Tome and Principe        1                   1\n",
+       "Saint Kitts and Nevis        1                   0\n",
+       "Brunei Darussalam            1                   0\n",
+       "\n",
+       "[179 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "python_df = pd.concat([country_respondents, country_uses_python], axis='columns', sort=False)\n",
+    "python_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "python_df.rename(columns={'Country': 'NumRespondents', 'LanguageWorkedWith': 'NumKnowsPython'}, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>NumRespondents</th>\n",
+       "      <th>NumKnowsPython</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>United States</th>\n",
+       "      <td>20949</td>\n",
+       "      <td>10083</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>India</th>\n",
+       "      <td>9061</td>\n",
+       "      <td>3105</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Germany</th>\n",
+       "      <td>5866</td>\n",
+       "      <td>2451</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>United Kingdom</th>\n",
+       "      <td>5737</td>\n",
+       "      <td>2384</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Canada</th>\n",
+       "      <td>3395</td>\n",
+       "      <td>1558</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Dominica</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tonga</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sao Tome and Principe</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Saint Kitts and Nevis</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Brunei Darussalam</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>179 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       NumRespondents  NumKnowsPython\n",
+       "United States                   20949           10083\n",
+       "India                            9061            3105\n",
+       "Germany                          5866            2451\n",
+       "United Kingdom                   5737            2384\n",
+       "Canada                           3395            1558\n",
+       "...                               ...             ...\n",
+       "Dominica                            1               1\n",
+       "Tonga                               1               0\n",
+       "Sao Tome and Principe               1               1\n",
+       "Saint Kitts and Nevis               1               0\n",
+       "Brunei Darussalam                   1               0\n",
+       "\n",
+       "[179 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "python_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>NumRespondents</th>\n",
+       "      <th>NumKnowsPython</th>\n",
+       "      <th>PctKnowsPython</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>United States</th>\n",
+       "      <td>20949</td>\n",
+       "      <td>10083</td>\n",
+       "      <td>48.131176</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>India</th>\n",
+       "      <td>9061</td>\n",
+       "      <td>3105</td>\n",
+       "      <td>34.267741</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Germany</th>\n",
+       "      <td>5866</td>\n",
+       "      <td>2451</td>\n",
+       "      <td>41.783157</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>United Kingdom</th>\n",
+       "      <td>5737</td>\n",
+       "      <td>2384</td>\n",
+       "      <td>41.554820</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Canada</th>\n",
+       "      <td>3395</td>\n",
+       "      <td>1558</td>\n",
+       "      <td>45.891016</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Dominica</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tonga</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sao Tome and Principe</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Saint Kitts and Nevis</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Brunei Darussalam</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>179 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       NumRespondents  NumKnowsPython  PctKnowsPython\n",
+       "United States                   20949           10083       48.131176\n",
+       "India                            9061            3105       34.267741\n",
+       "Germany                          5866            2451       41.783157\n",
+       "United Kingdom                   5737            2384       41.554820\n",
+       "Canada                           3395            1558       45.891016\n",
+       "...                               ...             ...             ...\n",
+       "Dominica                            1               1      100.000000\n",
+       "Tonga                               1               0        0.000000\n",
+       "Sao Tome and Principe               1               1      100.000000\n",
+       "Saint Kitts and Nevis               1               0        0.000000\n",
+       "Brunei Darussalam                   1               0        0.000000\n",
+       "\n",
+       "[179 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "python_df['PctKnowsPython'] = (python_df['NumKnowsPython']/python_df['NumRespondents']) * 100\n",
+    "python_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "python_df.sort_values(by='PctKnowsPython', ascending=False, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>NumRespondents</th>\n",
+       "      <th>NumKnowsPython</th>\n",
+       "      <th>PctKnowsPython</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Sao Tome and Principe</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Dominica</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Timor-Leste</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Niger</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>100.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Turkmenistan</th>\n",
+       "      <td>7</td>\n",
+       "      <td>6</td>\n",
+       "      <td>85.714286</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mauritania</th>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>71.428571</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Guinea</th>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>66.666667</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Guyana</th>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>66.666667</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bahamas</th>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>66.666667</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Uganda</th>\n",
+       "      <td>72</td>\n",
+       "      <td>47</td>\n",
+       "      <td>65.277778</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Iceland</th>\n",
+       "      <td>49</td>\n",
+       "      <td>30</td>\n",
+       "      <td>61.224490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Benin</th>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>60.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Namibia</th>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>60.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Haiti</th>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>60.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Congo, Republic of the...</th>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>57.142857</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Oman</th>\n",
+       "      <td>11</td>\n",
+       "      <td>6</td>\n",
+       "      <td>54.545455</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Cuba</th>\n",
+       "      <td>30</td>\n",
+       "      <td>16</td>\n",
+       "      <td>53.333333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Republic of Korea</th>\n",
+       "      <td>39</td>\n",
+       "      <td>20</td>\n",
+       "      <td>51.282051</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bhutan</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>50.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Seychelles</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>50.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sierra Leone</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>50.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Monaco</th>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>50.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>San Marino</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>50.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>South Korea</th>\n",
+       "      <td>160</td>\n",
+       "      <td>80</td>\n",
+       "      <td>50.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Chile</th>\n",
+       "      <td>206</td>\n",
+       "      <td>102</td>\n",
+       "      <td>49.514563</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Finland</th>\n",
+       "      <td>546</td>\n",
+       "      <td>266</td>\n",
+       "      <td>48.717949</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Kenya</th>\n",
+       "      <td>249</td>\n",
+       "      <td>120</td>\n",
+       "      <td>48.192771</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>United States</th>\n",
+       "      <td>20949</td>\n",
+       "      <td>10083</td>\n",
+       "      <td>48.131176</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Israel</th>\n",
+       "      <td>952</td>\n",
+       "      <td>457</td>\n",
+       "      <td>48.004202</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ecuador</th>\n",
+       "      <td>82</td>\n",
+       "      <td>39</td>\n",
+       "      <td>47.560976</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Montenegro</th>\n",
+       "      <td>17</td>\n",
+       "      <td>8</td>\n",
+       "      <td>47.058824</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mongolia</th>\n",
+       "      <td>17</td>\n",
+       "      <td>8</td>\n",
+       "      <td>47.058824</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Taiwan</th>\n",
+       "      <td>187</td>\n",
+       "      <td>88</td>\n",
+       "      <td>47.058824</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Switzerland</th>\n",
+       "      <td>978</td>\n",
+       "      <td>460</td>\n",
+       "      <td>47.034765</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>United Republic of Tanzania</th>\n",
+       "      <td>32</td>\n",
+       "      <td>15</td>\n",
+       "      <td>46.875000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hong Kong (S.A.R.)</th>\n",
+       "      <td>188</td>\n",
+       "      <td>88</td>\n",
+       "      <td>46.808511</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Japan</th>\n",
+       "      <td>391</td>\n",
+       "      <td>182</td>\n",
+       "      <td>46.547315</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Maldives</th>\n",
+       "      <td>13</td>\n",
+       "      <td>6</td>\n",
+       "      <td>46.153846</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Canada</th>\n",
+       "      <td>3395</td>\n",
+       "      <td>1558</td>\n",
+       "      <td>45.891016</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Singapore</th>\n",
+       "      <td>303</td>\n",
+       "      <td>139</td>\n",
+       "      <td>45.874587</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>New Zealand</th>\n",
+       "      <td>524</td>\n",
+       "      <td>236</td>\n",
+       "      <td>45.038168</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>China</th>\n",
+       "      <td>664</td>\n",
+       "      <td>297</td>\n",
+       "      <td>44.728916</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Honduras</th>\n",
+       "      <td>27</td>\n",
+       "      <td>12</td>\n",
+       "      <td>44.444444</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>France</th>\n",
+       "      <td>2391</td>\n",
+       "      <td>1054</td>\n",
+       "      <td>44.081974</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Iraq</th>\n",
+       "      <td>39</td>\n",
+       "      <td>17</td>\n",
+       "      <td>43.589744</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Thailand</th>\n",
+       "      <td>214</td>\n",
+       "      <td>92</td>\n",
+       "      <td>42.990654</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Democratic Republic of the Congo</th>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>42.857143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Nepal</th>\n",
+       "      <td>237</td>\n",
+       "      <td>101</td>\n",
+       "      <td>42.616034</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Estonia</th>\n",
+       "      <td>195</td>\n",
+       "      <td>82</td>\n",
+       "      <td>42.051282</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Russian Federation</th>\n",
+       "      <td>1694</td>\n",
+       "      <td>708</td>\n",
+       "      <td>41.794569</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                  NumRespondents  NumKnowsPython  \\\n",
+       "Sao Tome and Principe                          1               1   \n",
+       "Dominica                                       1               1   \n",
+       "Timor-Leste                                    1               1   \n",
+       "Niger                                          1               1   \n",
+       "Turkmenistan                                   7               6   \n",
+       "Mauritania                                     7               5   \n",
+       "Guinea                                         3               2   \n",
+       "Guyana                                         3               2   \n",
+       "Bahamas                                        3               2   \n",
+       "Uganda                                        72              47   \n",
+       "Iceland                                       49              30   \n",
+       "Benin                                          5               3   \n",
+       "Namibia                                        5               3   \n",
+       "Haiti                                          5               3   \n",
+       "Congo, Republic of the...                      7               4   \n",
+       "Oman                                          11               6   \n",
+       "Cuba                                          30              16   \n",
+       "Republic of Korea                             39              20   \n",
+       "Bhutan                                         2               1   \n",
+       "Seychelles                                     2               1   \n",
+       "Sierra Leone                                   2               1   \n",
+       "Monaco                                         4               2   \n",
+       "San Marino                                     2               1   \n",
+       "South Korea                                  160              80   \n",
+       "Chile                                        206             102   \n",
+       "Finland                                      546             266   \n",
+       "Kenya                                        249             120   \n",
+       "United States                              20949           10083   \n",
+       "Israel                                       952             457   \n",
+       "Ecuador                                       82              39   \n",
+       "Montenegro                                    17               8   \n",
+       "Mongolia                                      17               8   \n",
+       "Taiwan                                       187              88   \n",
+       "Switzerland                                  978             460   \n",
+       "United Republic of Tanzania                   32              15   \n",
+       "Hong Kong (S.A.R.)                           188              88   \n",
+       "Japan                                        391             182   \n",
+       "Maldives                                      13               6   \n",
+       "Canada                                      3395            1558   \n",
+       "Singapore                                    303             139   \n",
+       "New Zealand                                  524             236   \n",
+       "China                                        664             297   \n",
+       "Honduras                                      27              12   \n",
+       "France                                      2391            1054   \n",
+       "Iraq                                          39              17   \n",
+       "Thailand                                     214              92   \n",
+       "Democratic Republic of the Congo               7               3   \n",
+       "Nepal                                        237             101   \n",
+       "Estonia                                      195              82   \n",
+       "Russian Federation                          1694             708   \n",
+       "\n",
+       "                                  PctKnowsPython  \n",
+       "Sao Tome and Principe                 100.000000  \n",
+       "Dominica                              100.000000  \n",
+       "Timor-Leste                           100.000000  \n",
+       "Niger                                 100.000000  \n",
+       "Turkmenistan                           85.714286  \n",
+       "Mauritania                             71.428571  \n",
+       "Guinea                                 66.666667  \n",
+       "Guyana                                 66.666667  \n",
+       "Bahamas                                66.666667  \n",
+       "Uganda                                 65.277778  \n",
+       "Iceland                                61.224490  \n",
+       "Benin                                  60.000000  \n",
+       "Namibia                                60.000000  \n",
+       "Haiti                                  60.000000  \n",
+       "Congo, Republic of the...              57.142857  \n",
+       "Oman                                   54.545455  \n",
+       "Cuba                                   53.333333  \n",
+       "Republic of Korea                      51.282051  \n",
+       "Bhutan                                 50.000000  \n",
+       "Seychelles                             50.000000  \n",
+       "Sierra Leone                           50.000000  \n",
+       "Monaco                                 50.000000  \n",
+       "San Marino                             50.000000  \n",
+       "South Korea                            50.000000  \n",
+       "Chile                                  49.514563  \n",
+       "Finland                                48.717949  \n",
+       "Kenya                                  48.192771  \n",
+       "United States                          48.131176  \n",
+       "Israel                                 48.004202  \n",
+       "Ecuador                                47.560976  \n",
+       "Montenegro                             47.058824  \n",
+       "Mongolia                               47.058824  \n",
+       "Taiwan                                 47.058824  \n",
+       "Switzerland                            47.034765  \n",
+       "United Republic of Tanzania            46.875000  \n",
+       "Hong Kong (S.A.R.)                     46.808511  \n",
+       "Japan                                  46.547315  \n",
+       "Maldives                               46.153846  \n",
+       "Canada                                 45.891016  \n",
+       "Singapore                              45.874587  \n",
+       "New Zealand                            45.038168  \n",
+       "China                                  44.728916  \n",
+       "Honduras                               44.444444  \n",
+       "France                                 44.081974  \n",
+       "Iraq                                   43.589744  \n",
+       "Thailand                               42.990654  \n",
+       "Democratic Republic of the Congo       42.857143  \n",
+       "Nepal                                  42.616034  \n",
+       "Estonia                                42.051282  \n",
+       "Russian Federation                     41.794569  "
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "python_df.head(50)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "NumRespondents    391.000000\n",
+       "NumKnowsPython    182.000000\n",
+       "PctKnowsPython     46.547315\n",
+       "Name: Japan, dtype: float64"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "python_df.loc['Japan']"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Python/Pandas/09-Cleaning-Data/Pandas-Demo.ipynb b/Python/Pandas/09-Cleaning-Data/Pandas-Demo.ipynb
new file mode 100644
index 000000000..19f827c00
--- /dev/null
+++ b/Python/Pandas/09-Cleaning-Data/Pandas-Demo.ipynb
@@ -0,0 +1,1228 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "na_vals = ['NA', 'Missing']\n",
+    "df = pd.read_csv('data/survey_results_public.csv', index_col='Respondent', na_values=na_vals)\n",
+    "schema_df = pd.read_csv('data/survey_results_schema.csv', index_col='Column')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pd.set_option('display.max_columns', 85)\n",
+    "pd.set_option('display.max_rows', 85)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MainBranch</th>\n",
+       "      <th>Hobbyist</th>\n",
+       "      <th>OpenSourcer</th>\n",
+       "      <th>OpenSource</th>\n",
+       "      <th>Employment</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Student</th>\n",
+       "      <th>EdLevel</th>\n",
+       "      <th>UndergradMajor</th>\n",
+       "      <th>EduOther</th>\n",
+       "      <th>OrgSize</th>\n",
+       "      <th>DevType</th>\n",
+       "      <th>YearsCode</th>\n",
+       "      <th>Age1stCode</th>\n",
+       "      <th>YearsCodePro</th>\n",
+       "      <th>CareerSat</th>\n",
+       "      <th>JobSat</th>\n",
+       "      <th>MgrIdiot</th>\n",
+       "      <th>MgrMoney</th>\n",
+       "      <th>MgrWant</th>\n",
+       "      <th>JobSeek</th>\n",
+       "      <th>LastHireDate</th>\n",
+       "      <th>LastInt</th>\n",
+       "      <th>FizzBuzz</th>\n",
+       "      <th>JobFactors</th>\n",
+       "      <th>ResumeUpdate</th>\n",
+       "      <th>CurrencySymbol</th>\n",
+       "      <th>CurrencyDesc</th>\n",
+       "      <th>CompTotal</th>\n",
+       "      <th>CompFreq</th>\n",
+       "      <th>ConvertedComp</th>\n",
+       "      <th>WorkWeekHrs</th>\n",
+       "      <th>WorkPlan</th>\n",
+       "      <th>WorkChallenge</th>\n",
+       "      <th>WorkRemote</th>\n",
+       "      <th>WorkLoc</th>\n",
+       "      <th>ImpSyn</th>\n",
+       "      <th>CodeRev</th>\n",
+       "      <th>CodeRevHrs</th>\n",
+       "      <th>UnitTests</th>\n",
+       "      <th>PurchaseHow</th>\n",
+       "      <th>PurchaseWhat</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>WebFrameWorkedWith</th>\n",
+       "      <th>WebFrameDesireNextYear</th>\n",
+       "      <th>MiscTechWorkedWith</th>\n",
+       "      <th>MiscTechDesireNextYear</th>\n",
+       "      <th>DevEnviron</th>\n",
+       "      <th>OpSys</th>\n",
+       "      <th>Containers</th>\n",
+       "      <th>BlockchainOrg</th>\n",
+       "      <th>BlockchainIs</th>\n",
+       "      <th>BetterLife</th>\n",
+       "      <th>ITperson</th>\n",
+       "      <th>OffOn</th>\n",
+       "      <th>SocialMedia</th>\n",
+       "      <th>Extraversion</th>\n",
+       "      <th>ScreenName</th>\n",
+       "      <th>SOVisit1st</th>\n",
+       "      <th>SOVisitFreq</th>\n",
+       "      <th>SOVisitTo</th>\n",
+       "      <th>SOFindAnswer</th>\n",
+       "      <th>SOTimeSaved</th>\n",
+       "      <th>SOHowMuchTime</th>\n",
+       "      <th>SOAccount</th>\n",
+       "      <th>SOPartFreq</th>\n",
+       "      <th>SOJobs</th>\n",
+       "      <th>EntTeams</th>\n",
+       "      <th>SOComm</th>\n",
+       "      <th>WelcomeChange</th>\n",
+       "      <th>SONewContent</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Trans</th>\n",
+       "      <th>Sexuality</th>\n",
+       "      <th>Ethnicity</th>\n",
+       "      <th>Dependents</th>\n",
+       "      <th>SurveyLength</th>\n",
+       "      <th>SurveyEase</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Respondent</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>I am a student who is learning to code</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Not employed, and not looking for work</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Primary/elementary school</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>HTML/CSS;Java;JavaScript;Python</td>\n",
+       "      <td>C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL</td>\n",
+       "      <td>SQLite</td>\n",
+       "      <td>MySQL</td>\n",
+       "      <td>MacOS;Windows</td>\n",
+       "      <td>Android;Arduino;Windows</td>\n",
+       "      <td>Django;Flask</td>\n",
+       "      <td>Flask;jQuery</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>IntelliJ;Notepad++;PyCharm</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Fortunately, someone else has that title</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Twitter</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>31-60 minutes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, I didn't know that Stack Overflow had a jo...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Neutral</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>I am a student who is learning to code</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Less than once per year</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>Bosnia and Herzegovina</td>\n",
+       "      <td>Yes, full-time</td>\n",
+       "      <td>Secondary school (e.g. American high school, G...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Developer, desktop or enterprise applications;...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>17</td>\n",
+       "      <td>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>I've never had a job</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Financial performance or funding status of the...</td>\n",
+       "      <td>Something else changed (education, award, medi...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>C++;HTML/CSS;Python</td>\n",
+       "      <td>C++;HTML/CSS;JavaScript;SQL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MySQL</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>Django</td>\n",
+       "      <td>Django</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Atom;PyCharm</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Useful across many domains and could change ma...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Instagram</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>11-30 minutes</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 job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>I am not primarily a developer, but I write co...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>Thailand</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Web development or web design</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>100 to 499 employees</td>\n",
+       "      <td>Designer;Developer, back-end;Developer, front-...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Not at all confident</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>1-2 years ago</td>\n",
+       "      <td>Interview with people in peer roles</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>THB</td>\n",
+       "      <td>Thai baht</td>\n",
+       "      <td>23000.0</td>\n",
+       "      <td>Monthly</td>\n",
+       "      <td>8820.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>Distracting work environment;Inadequate access...</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, but I think we should</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>HTML/CSS</td>\n",
+       "      <td>Elixir;HTML/CSS</td>\n",
+       "      <td>PostgreSQL</td>\n",
+       "      <td>PostgreSQL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Vim;Visual Studio Code</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Reddit</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>6-10 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Neutral</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech meetups or events in your area;Courses on...</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>United States</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>100 to 499 employees</td>\n",
+       "      <td>Developer, full-stack</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16</td>\n",
+       "      <td>Less than 1 year</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I am not interested in new job opportunities</td>\n",
+       "      <td>Less than a year ago</td>\n",
+       "      <td>Write code by hand (e.g., on a whiteboard);Int...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>United States dollar</td>\n",
+       "      <td>61000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>61000.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>A little below average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, but I think we should</td>\n",
+       "      <td>Developers typically have the most influence o...</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>C;C++;C#;Python;SQL</td>\n",
+       "      <td>C;C#;JavaScript;SQL</td>\n",
+       "      <td>MySQL;SQLite</td>\n",
+       "      <td>MySQL;SQLite</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>.NET</td>\n",
+       "      <td>.NET</td>\n",
+       "      <td>Eclipse;Vim;Visual Studio;Visual Studio Code</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for decentralized currency (i.e., Bitcoin)</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>SIGH</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Reddit</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Pass the ti...</td>\n",
+       "      <td>1-2 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>31-60 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>No, not really</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>White or of European descent</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Academic researcher;Developer, desktop or ente...</td>\n",
+       "      <td>16</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9</td>\n",
+       "      <td>Very dissatisfied</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Somewhat confident</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>I am not interested in new job opportunities</td>\n",
+       "      <td>Less than a year ago</td>\n",
+       "      <td>Write any code;Write code by hand (e.g., on a ...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Industry that I'd be working in;Languages, fra...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>UAH</td>\n",
+       "      <td>Ukrainian hryvnia</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>There is a schedule and/or spec (made by me or...</td>\n",
+       "      <td>Being tasked with non-development work;Inadequ...</td>\n",
+       "      <td>A few days each month</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>A little above average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's part of our process</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA</td>\n",
+       "      <td>HTML/CSS;Java;JavaScript;SQL;WebAssembly</td>\n",
+       "      <td>Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite</td>\n",
+       "      <td>Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...</td>\n",
+       "      <td>Android;Linux;MacOS;Slack;Windows</td>\n",
+       "      <td>Android;Docker;Kubernetes;Linux;Slack</td>\n",
+       "      <td>Django;Express;Flask;jQuery;React.js;Spring</td>\n",
+       "      <td>Flask;jQuery;React.js;Spring</td>\n",
+       "      <td>Cordova;Node.js</td>\n",
+       "      <td>Apache Spark;Hadoop;Node.js;React Native</td>\n",
+       "      <td>IntelliJ;Notepad++;Vim</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Outside of work, for personal projects</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Also Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Facebook</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>I don't remember</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>NaN</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 job board...</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech meetups or events in your area;Courses on...</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>White or of European descent;Multiracial</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                   MainBranch Hobbyist  \\\n",
+       "Respondent                                                               \n",
+       "1                      I am a student who is learning to code      Yes   \n",
+       "2                      I am a student who is learning to code       No   \n",
+       "3           I am not primarily a developer, but I write co...      Yes   \n",
+       "4                              I am a developer by profession       No   \n",
+       "5                              I am a developer by profession      Yes   \n",
+       "\n",
+       "                           OpenSourcer  \\\n",
+       "Respondent                               \n",
+       "1                                Never   \n",
+       "2              Less than once per year   \n",
+       "3                                Never   \n",
+       "4                                Never   \n",
+       "5           Once a month or more often   \n",
+       "\n",
+       "                                                   OpenSource  \\\n",
+       "Respondent                                                      \n",
+       "1           The quality of OSS and closed source software ...   \n",
+       "2           The quality of OSS and closed source software ...   \n",
+       "3           The quality of OSS and closed source software ...   \n",
+       "4           The quality of OSS and closed source software ...   \n",
+       "5           OSS is, on average, of HIGHER quality than pro...   \n",
+       "\n",
+       "                                        Employment                 Country  \\\n",
+       "Respondent                                                                   \n",
+       "1           Not employed, and not looking for work          United Kingdom   \n",
+       "2               Not employed, but looking for work  Bosnia and Herzegovina   \n",
+       "3                               Employed full-time                Thailand   \n",
+       "4                               Employed full-time           United States   \n",
+       "5                               Employed full-time                 Ukraine   \n",
+       "\n",
+       "                   Student                                            EdLevel  \\\n",
+       "Respondent                                                                      \n",
+       "1                       No                          Primary/elementary school   \n",
+       "2           Yes, full-time  Secondary school (e.g. American high school, G...   \n",
+       "3                       No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "4                       No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "5                       No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "\n",
+       "                                               UndergradMajor  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                                                         NaN   \n",
+       "3                               Web development or web design   \n",
+       "4           Computer science, computer engineering, or sof...   \n",
+       "5           Computer science, computer engineering, or sof...   \n",
+       "\n",
+       "                                                     EduOther  \\\n",
+       "Respondent                                                      \n",
+       "1           Taught yourself a new language, framework, or ...   \n",
+       "2           Taken an online course in programming or softw...   \n",
+       "3           Taught yourself a new language, framework, or ...   \n",
+       "4           Taken an online course in programming or softw...   \n",
+       "5           Taken an online course in programming or softw...   \n",
+       "\n",
+       "                             OrgSize  \\\n",
+       "Respondent                             \n",
+       "1                                NaN   \n",
+       "2                                NaN   \n",
+       "3               100 to 499 employees   \n",
+       "4               100 to 499 employees   \n",
+       "5           10,000 or more employees   \n",
+       "\n",
+       "                                                      DevType YearsCode  \\\n",
+       "Respondent                                                                \n",
+       "1                                                         NaN         4   \n",
+       "2           Developer, desktop or enterprise applications;...       NaN   \n",
+       "3           Designer;Developer, back-end;Developer, front-...         3   \n",
+       "4                                       Developer, full-stack         3   \n",
+       "5           Academic researcher;Developer, desktop or ente...        16   \n",
+       "\n",
+       "           Age1stCode      YearsCodePro           CareerSat  \\\n",
+       "Respondent                                                    \n",
+       "1                  10               NaN                 NaN   \n",
+       "2                  17               NaN                 NaN   \n",
+       "3                  22                 1  Slightly satisfied   \n",
+       "4                  16  Less than 1 year      Very satisfied   \n",
+       "5                  14                 9   Very dissatisfied   \n",
+       "\n",
+       "                           JobSat              MgrIdiot  MgrMoney   MgrWant  \\\n",
+       "Respondent                                                                    \n",
+       "1                             NaN                   NaN       NaN       NaN   \n",
+       "2                             NaN                   NaN       NaN       NaN   \n",
+       "3              Slightly satisfied  Not at all confident  Not sure  Not sure   \n",
+       "4              Slightly satisfied        Very confident        No  Not sure   \n",
+       "5           Slightly dissatisfied    Somewhat confident       Yes        No   \n",
+       "\n",
+       "                                                      JobSeek  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                             I am actively looking for a job   \n",
+       "3           I’m not actively looking, but I am open to new...   \n",
+       "4                I am not interested in new job opportunities   \n",
+       "5                I am not interested in new job opportunities   \n",
+       "\n",
+       "                    LastHireDate  \\\n",
+       "Respondent                         \n",
+       "1                            NaN   \n",
+       "2           I've never had a job   \n",
+       "3                  1-2 years ago   \n",
+       "4           Less than a year ago   \n",
+       "5           Less than a year ago   \n",
+       "\n",
+       "                                                      LastInt FizzBuzz  \\\n",
+       "Respondent                                                               \n",
+       "1                                                         NaN      NaN   \n",
+       "2                                                         NaN      NaN   \n",
+       "3                         Interview with people in peer roles       No   \n",
+       "4           Write code by hand (e.g., on a whiteboard);Int...       No   \n",
+       "5           Write any code;Write code by hand (e.g., on a ...       No   \n",
+       "\n",
+       "                                                   JobFactors  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2           Financial performance or funding status of the...   \n",
+       "3           Languages, frameworks, and other technologies ...   \n",
+       "4           Languages, frameworks, and other technologies ...   \n",
+       "5           Industry that I'd be working in;Languages, fra...   \n",
+       "\n",
+       "                                                 ResumeUpdate CurrencySymbol  \\\n",
+       "Respondent                                                                     \n",
+       "1                                                         NaN            NaN   \n",
+       "2           Something else changed (education, award, medi...            NaN   \n",
+       "3                            I was preparing for a job search            THB   \n",
+       "4                            I was preparing for a job search            USD   \n",
+       "5                            I was preparing for a job search            UAH   \n",
+       "\n",
+       "                    CurrencyDesc  CompTotal CompFreq  ConvertedComp  \\\n",
+       "Respondent                                                            \n",
+       "1                            NaN        NaN      NaN            NaN   \n",
+       "2                            NaN        NaN      NaN            NaN   \n",
+       "3                      Thai baht    23000.0  Monthly         8820.0   \n",
+       "4           United States dollar    61000.0   Yearly        61000.0   \n",
+       "5              Ukrainian hryvnia        NaN      NaN            NaN   \n",
+       "\n",
+       "            WorkWeekHrs                                           WorkPlan  \\\n",
+       "Respondent                                                                   \n",
+       "1                   NaN                                                NaN   \n",
+       "2                   NaN                                                NaN   \n",
+       "3                  40.0  There's no schedule or spec; I work on what se...   \n",
+       "4                  80.0  There's no schedule or spec; I work on what se...   \n",
+       "5                  55.0  There is a schedule and/or spec (made by me or...   \n",
+       "\n",
+       "                                                WorkChallenge  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                                                         NaN   \n",
+       "3           Distracting work environment;Inadequate access...   \n",
+       "4                                                         NaN   \n",
+       "5           Being tasked with non-development work;Inadequ...   \n",
+       "\n",
+       "                                  WorkRemote WorkLoc                  ImpSyn  \\\n",
+       "Respondent                                                                     \n",
+       "1                                        NaN     NaN                     NaN   \n",
+       "2                                        NaN     NaN                     NaN   \n",
+       "3           Less than once per month / Never    Home                 Average   \n",
+       "4           Less than once per month / Never    Home  A little below average   \n",
+       "5                      A few days each month  Office  A little above average   \n",
+       "\n",
+       "                                            CodeRev  CodeRevHrs  \\\n",
+       "Respondent                                                        \n",
+       "1                                               NaN         NaN   \n",
+       "2                                               NaN         NaN   \n",
+       "3                                                No         NaN   \n",
+       "4                                                No         NaN   \n",
+       "5           Yes, because I see value in code review         NaN   \n",
+       "\n",
+       "                                UnitTests  \\\n",
+       "Respondent                                  \n",
+       "1                                     NaN   \n",
+       "2                                     NaN   \n",
+       "3               No, but I think we should   \n",
+       "4               No, but I think we should   \n",
+       "5           Yes, it's part of our process   \n",
+       "\n",
+       "                                                  PurchaseHow  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                                                         NaN   \n",
+       "3                                                    Not sure   \n",
+       "4           Developers typically have the most influence o...   \n",
+       "5                                                    Not sure   \n",
+       "\n",
+       "                             PurchaseWhat  \\\n",
+       "Respondent                                  \n",
+       "1                                     NaN   \n",
+       "2                                     NaN   \n",
+       "3           I have little or no influence   \n",
+       "4           I have little or no influence   \n",
+       "5           I have little or no influence   \n",
+       "\n",
+       "                                     LanguageWorkedWith  \\\n",
+       "Respondent                                                \n",
+       "1                       HTML/CSS;Java;JavaScript;Python   \n",
+       "2                                   C++;HTML/CSS;Python   \n",
+       "3                                              HTML/CSS   \n",
+       "4                                   C;C++;C#;Python;SQL   \n",
+       "5           C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA   \n",
+       "\n",
+       "                                     LanguageDesireNextYear  \\\n",
+       "Respondent                                                    \n",
+       "1           C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL   \n",
+       "2                               C++;HTML/CSS;JavaScript;SQL   \n",
+       "3                                           Elixir;HTML/CSS   \n",
+       "4                                       C;C#;JavaScript;SQL   \n",
+       "5                  HTML/CSS;Java;JavaScript;SQL;WebAssembly   \n",
+       "\n",
+       "                                          DatabaseWorkedWith  \\\n",
+       "Respondent                                                     \n",
+       "1                                                     SQLite   \n",
+       "2                                                        NaN   \n",
+       "3                                                 PostgreSQL   \n",
+       "4                                               MySQL;SQLite   \n",
+       "5           Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite   \n",
+       "\n",
+       "                                       DatabaseDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "1                                                       MySQL   \n",
+       "2                                                       MySQL   \n",
+       "3                                                  PostgreSQL   \n",
+       "4                                                MySQL;SQLite   \n",
+       "5           Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...   \n",
+       "\n",
+       "                           PlatformWorkedWith  \\\n",
+       "Respondent                                      \n",
+       "1                               MacOS;Windows   \n",
+       "2                                     Windows   \n",
+       "3                                         NaN   \n",
+       "4                               Linux;Windows   \n",
+       "5           Android;Linux;MacOS;Slack;Windows   \n",
+       "\n",
+       "                           PlatformDesireNextYear  \\\n",
+       "Respondent                                          \n",
+       "1                         Android;Arduino;Windows   \n",
+       "2                                         Windows   \n",
+       "3                                             NaN   \n",
+       "4                                   Linux;Windows   \n",
+       "5           Android;Docker;Kubernetes;Linux;Slack   \n",
+       "\n",
+       "                                     WebFrameWorkedWith  \\\n",
+       "Respondent                                                \n",
+       "1                                          Django;Flask   \n",
+       "2                                                Django   \n",
+       "3                                                   NaN   \n",
+       "4                                                   NaN   \n",
+       "5           Django;Express;Flask;jQuery;React.js;Spring   \n",
+       "\n",
+       "                  WebFrameDesireNextYear MiscTechWorkedWith  \\\n",
+       "Respondent                                                    \n",
+       "1                           Flask;jQuery            Node.js   \n",
+       "2                                 Django                NaN   \n",
+       "3                              Other(s):                NaN   \n",
+       "4                                    NaN               .NET   \n",
+       "5           Flask;jQuery;React.js;Spring    Cordova;Node.js   \n",
+       "\n",
+       "                              MiscTechDesireNextYear  \\\n",
+       "Respondent                                             \n",
+       "1                                            Node.js   \n",
+       "2                                                NaN   \n",
+       "3                                                NaN   \n",
+       "4                                               .NET   \n",
+       "5           Apache Spark;Hadoop;Node.js;React Native   \n",
+       "\n",
+       "                                              DevEnviron        OpSys  \\\n",
+       "Respondent                                                              \n",
+       "1                             IntelliJ;Notepad++;PyCharm      Windows   \n",
+       "2                                           Atom;PyCharm      Windows   \n",
+       "3                                 Vim;Visual Studio Code  Linux-based   \n",
+       "4           Eclipse;Vim;Visual Studio;Visual Studio Code      Windows   \n",
+       "5                                 IntelliJ;Notepad++;Vim  Linux-based   \n",
+       "\n",
+       "                                        Containers BlockchainOrg  \\\n",
+       "Respondent                                                         \n",
+       "1                          I do not use containers           NaN   \n",
+       "2                          I do not use containers           NaN   \n",
+       "3                          I do not use containers           NaN   \n",
+       "4                          I do not use containers    Not at all   \n",
+       "5           Outside of work, for personal projects    Not at all   \n",
+       "\n",
+       "                                                 BlockchainIs BetterLife  \\\n",
+       "Respondent                                                                 \n",
+       "1                                                         NaN        Yes   \n",
+       "2           Useful across many domains and could change ma...        Yes   \n",
+       "3                                                         NaN        Yes   \n",
+       "4           Useful for decentralized currency (i.e., Bitcoin)        Yes   \n",
+       "5                                                         NaN        Yes   \n",
+       "\n",
+       "                                            ITperson OffOn SocialMedia  \\\n",
+       "Respondent                                                               \n",
+       "1           Fortunately, someone else has that title   Yes     Twitter   \n",
+       "2                                                Yes   Yes   Instagram   \n",
+       "3                                                Yes   Yes      Reddit   \n",
+       "4                                               SIGH   Yes      Reddit   \n",
+       "5                                           Also Yes   Yes    Facebook   \n",
+       "\n",
+       "                        Extraversion ScreenName        SOVisit1st  \\\n",
+       "Respondent                                                          \n",
+       "1                             Online   Username              2017   \n",
+       "2                             Online   Username              2017   \n",
+       "3           In real life (in person)   Username              2011   \n",
+       "4           In real life (in person)   Username              2014   \n",
+       "5           In real life (in person)   Username  I don't remember   \n",
+       "\n",
+       "                                SOVisitFreq  \\\n",
+       "Respondent                                    \n",
+       "1           A few times per month or weekly   \n",
+       "2                     Daily or almost daily   \n",
+       "3                      A few times per week   \n",
+       "4                     Daily or almost daily   \n",
+       "5                    Multiple times per day   \n",
+       "\n",
+       "                                                    SOVisitTo  \\\n",
+       "Respondent                                                      \n",
+       "1           Find answers to specific questions;Learn how t...   \n",
+       "2           Find answers to specific questions;Learn how t...   \n",
+       "3           Find answers to specific questions;Learn how t...   \n",
+       "4           Find answers to specific questions;Pass the ti...   \n",
+       "5                          Find answers to specific questions   \n",
+       "\n",
+       "                           SOFindAnswer                     SOTimeSaved  \\\n",
+       "Respondent                                                                \n",
+       "1                    3-5 times per week  Stack Overflow was much faster   \n",
+       "2                    3-5 times per week  Stack Overflow was much faster   \n",
+       "3                   6-10 times per week        They were about the same   \n",
+       "4                    1-2 times per week  Stack Overflow was much faster   \n",
+       "5           More than 10 times per week  Stack Overflow was much faster   \n",
+       "\n",
+       "            SOHowMuchTime SOAccount                           SOPartFreq  \\\n",
+       "Respondent                                                                 \n",
+       "1           31-60 minutes        No                                  NaN   \n",
+       "2           11-30 minutes       Yes      A few times per month or weekly   \n",
+       "3                     NaN       Yes  Less than once per month or monthly   \n",
+       "4           31-60 minutes       Yes  Less than once per month or monthly   \n",
+       "5                     NaN       Yes      A few times per month or weekly   \n",
+       "\n",
+       "                                                       SOJobs  \\\n",
+       "Respondent                                                      \n",
+       "1           No, I didn't know that Stack Overflow had a jo...   \n",
+       "2           No, I knew that Stack Overflow had a job board...   \n",
+       "3                                                         Yes   \n",
+       "4                                                         Yes   \n",
+       "5           No, I knew that Stack Overflow had a job board...   \n",
+       "\n",
+       "                                                     EntTeams  \\\n",
+       "Respondent                                                      \n",
+       "1                         No, and I don't know what those are   \n",
+       "2                         No, and I don't know what those are   \n",
+       "3           No, I've heard of them, but I am not part of a...   \n",
+       "4                         No, and I don't know what those are   \n",
+       "5           No, I've heard of them, but I am not part of a...   \n",
+       "\n",
+       "                     SOComm                            WelcomeChange  \\\n",
+       "Respondent                                                             \n",
+       "1                   Neutral  Just as welcome now as I felt last year   \n",
+       "2             Yes, somewhat  Just as welcome now as I felt last year   \n",
+       "3                   Neutral  Just as welcome now as I felt last year   \n",
+       "4            No, not really  Just as welcome now as I felt last year   \n",
+       "5           Yes, definitely  Just as welcome now as I felt last year   \n",
+       "\n",
+       "                                                 SONewContent   Age Gender  \\\n",
+       "Respondent                                                                   \n",
+       "1           Tech articles written by other developers;Indu...  14.0    Man   \n",
+       "2           Tech articles written by other developers;Indu...  19.0    Man   \n",
+       "3           Tech meetups or events in your area;Courses on...  28.0    Man   \n",
+       "4           Tech articles written by other developers;Indu...  22.0    Man   \n",
+       "5           Tech meetups or events in your area;Courses on...  30.0    Man   \n",
+       "\n",
+       "           Trans                Sexuality  \\\n",
+       "Respondent                                  \n",
+       "1             No  Straight / Heterosexual   \n",
+       "2             No  Straight / Heterosexual   \n",
+       "3             No  Straight / Heterosexual   \n",
+       "4             No  Straight / Heterosexual   \n",
+       "5             No  Straight / Heterosexual   \n",
+       "\n",
+       "                                           Ethnicity Dependents  \\\n",
+       "Respondent                                                        \n",
+       "1                                                NaN         No   \n",
+       "2                                                NaN         No   \n",
+       "3                                                NaN        Yes   \n",
+       "4                       White or of European descent         No   \n",
+       "5           White or of European descent;Multiracial         No   \n",
+       "\n",
+       "                     SurveyLength                  SurveyEase  \n",
+       "Respondent                                                     \n",
+       "1           Appropriate in length  Neither easy nor difficult  \n",
+       "2           Appropriate in length  Neither easy nor difficult  \n",
+       "3           Appropriate in length  Neither easy nor difficult  \n",
+       "4           Appropriate in length                        Easy  \n",
+       "5           Appropriate in length                        Easy  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Respondent\n",
+       "1       4\n",
+       "2     NaN\n",
+       "3       3\n",
+       "4       3\n",
+       "5      16\n",
+       "6      13\n",
+       "7       6\n",
+       "8       8\n",
+       "9      12\n",
+       "10     12\n",
+       "Name: YearsCode, dtype: object"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['YearsCode'].head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['4', nan, '3', '16', '13', '6', '8', '12', '2', '5', '17', '10',\n",
+       "       '14', '35', '7', 0, '30', '9', '26', '40', '19', '15', '20', '28',\n",
+       "       '25', '1', '22', '11', '33', '50', '41', '18', '34', '24', '23',\n",
+       "       '42', '27', '21', '36', '32', '39', '38', '31', '37', 51, '29',\n",
+       "       '44', '45', '48', '46', '43', '47', '49'], dtype=object)"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['YearsCode'].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['YearsCode'].replace('Less than 1 year', 0, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['YearsCode'].replace('More than 50 years', 51, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['YearsCode'] = df['YearsCode'].astype(float)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "11.662114216834588"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['YearsCode'].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "9.0"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['YearsCode'].median()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Python/Pandas/09-Cleaning-Data/Snippets.ipynb b/Python/Pandas/09-Cleaning-Data/Snippets.ipynb
new file mode 100644
index 000000000..c29192f61
--- /dev/null
+++ b/Python/Pandas/09-Cleaning-Data/Snippets.ipynb
@@ -0,0 +1,660 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "people = {\n",
+    "    'first': ['Corey', 'Jane', 'John', 'Chris', np.nan, None, 'NA'], \n",
+    "    'last': ['Schafer', 'Doe', 'Doe', 'Schafer', np.nan, np.nan, 'Missing'], \n",
+    "    'email': ['CoreyMSchafer@gmail.com', 'JaneDoe@email.com', 'JohnDoe@email.com', None, np.nan, 'Anonymous@email.com', 'NA'],\n",
+    "    'age': ['33', '55', '63', '36', None, None, 'Missing']\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.DataFrame(people)\n",
+    "\n",
+    "df.replace('NA', np.nan, inplace=True)\n",
+    "df.replace('Missing', np.nan, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "      <th>email</th>\n",
+       "      <th>age</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "      <td>55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "      <td>63</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Chris</td>\n",
+       "      <td>Schafer</td>\n",
+       "      <td>None</td>\n",
+       "      <td>36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Anonymous@email.com</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\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": [
+       "   first     last                    email   age\n",
+       "0  Corey  Schafer  CoreyMSchafer@gmail.com    33\n",
+       "1   Jane      Doe        JaneDoe@email.com    55\n",
+       "2   John      Doe        JohnDoe@email.com    63\n",
+       "3  Chris  Schafer                     None    36\n",
+       "4    NaN      NaN                      NaN  None\n",
+       "5   None      NaN      Anonymous@email.com  None\n",
+       "6    NaN      NaN                      NaN   NaN"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "      <th>email</th>\n",
+       "      <th>age</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "      <td>55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "      <td>63</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   first     last                    email age\n",
+       "0  Corey  Schafer  CoreyMSchafer@gmail.com  33\n",
+       "1   Jane      Doe        JaneDoe@email.com  55\n",
+       "2   John      Doe        JohnDoe@email.com  63"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.dropna()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "      <th>email</th>\n",
+       "      <th>age</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "      <td>55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "      <td>63</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Chris</td>\n",
+       "      <td>Schafer</td>\n",
+       "      <td>None</td>\n",
+       "      <td>36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Anonymous@email.com</td>\n",
+       "      <td>None</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   first     last                    email   age\n",
+       "0  Corey  Schafer  CoreyMSchafer@gmail.com    33\n",
+       "1   Jane      Doe        JaneDoe@email.com    55\n",
+       "2   John      Doe        JohnDoe@email.com    63\n",
+       "3  Chris  Schafer                     None    36\n",
+       "5   None      NaN      Anonymous@email.com  None"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.dropna(axis='index', how='all', subset=['last', 'email'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "      <th>email</th>\n",
+       "      <th>age</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   first   last  email    age\n",
+       "0  False  False  False  False\n",
+       "1  False  False  False  False\n",
+       "2  False  False  False  False\n",
+       "3  False  False   True  False\n",
+       "4   True   True   True   True\n",
+       "5   True   True  False   True\n",
+       "6   True   True   True   True"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isna()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>first</th>\n",
+       "      <th>last</th>\n",
+       "      <th>email</th>\n",
+       "      <th>age</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Corey</td>\n",
+       "      <td>Schafer</td>\n",
+       "      <td>CoreyMSchafer@gmail.com</td>\n",
+       "      <td>33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Jane</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JaneDoe@email.com</td>\n",
+       "      <td>55</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>John</td>\n",
+       "      <td>Doe</td>\n",
+       "      <td>JohnDoe@email.com</td>\n",
+       "      <td>63</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Chris</td>\n",
+       "      <td>Schafer</td>\n",
+       "      <td>0</td>\n",
+       "      <td>36</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Anonymous@email.com</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   first     last                    email age\n",
+       "0  Corey  Schafer  CoreyMSchafer@gmail.com  33\n",
+       "1   Jane      Doe        JaneDoe@email.com  55\n",
+       "2   John      Doe        JohnDoe@email.com  63\n",
+       "3  Chris  Schafer                        0  36\n",
+       "4      0        0                        0   0\n",
+       "5      0        0      Anonymous@email.com   0\n",
+       "6      0        0                        0   0"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.fillna(0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "first    object\n",
+       "last     object\n",
+       "email    object\n",
+       "age      object\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "can only concatenate str (not \"int\") to str",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m~/tutorial_env/lib/python3.7/site-packages/pandas/core/nanops.py\u001b[0m in \u001b[0;36mf\u001b[0;34m(values, axis, skipna, **kwds)\u001b[0m\n\u001b[1;32m    119\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 120\u001b[0;31m                     \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0malt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    121\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/tutorial_env/lib/python3.7/site-packages/pandas/core/nanops.py\u001b[0m in \u001b[0;36mnanmean\u001b[0;34m(values, axis, skipna, mask)\u001b[0m\n\u001b[1;32m    550\u001b[0m     \u001b[0mcount\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_get_counts\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype_count\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 551\u001b[0;31m     \u001b[0mthe_sum\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_ensure_numeric\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype_sum\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    552\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/tutorial_env/lib/python3.7/site-packages/numpy/core/_methods.py\u001b[0m in \u001b[0;36m_sum\u001b[0;34m(a, axis, dtype, out, keepdims, initial, where)\u001b[0m\n\u001b[1;32m     37\u001b[0m          initial=_NoValue, where=True):\n\u001b[0;32m---> 38\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mumr_sum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minitial\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwhere\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     39\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mTypeError\u001b[0m: can only concatenate str (not \"int\") to str",
+      "\nDuring handling of the above exception, another exception occurred:\n",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-21-f17fc7aadc36>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'age'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m~/tutorial_env/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36mstat_func\u001b[0;34m(self, axis, skipna, level, numeric_only, **kwargs)\u001b[0m\n\u001b[1;32m  11616\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_agg_by_level\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m  11617\u001b[0m         return self._reduce(\n\u001b[0;32m> 11618\u001b[0;31m             \u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnumeric_only\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnumeric_only\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m  11619\u001b[0m         )\n\u001b[1;32m  11620\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/tutorial_env/lib/python3.7/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36m_reduce\u001b[0;34m(self, op, name, axis, skipna, numeric_only, filter_type, **kwds)\u001b[0m\n\u001b[1;32m   4088\u001b[0m                 )\n\u001b[1;32m   4089\u001b[0m             \u001b[0;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"ignore\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4090\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdelegate\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4091\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4092\u001b[0m         \u001b[0;31m# TODO(EA) dispatch to Index\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/tutorial_env/lib/python3.7/site-packages/pandas/core/nanops.py\u001b[0m in \u001b[0;36m_f\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     68\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m                 \u001b[0;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minvalid\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"ignore\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 70\u001b[0;31m                     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     71\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mValueError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     72\u001b[0m                 \u001b[0;31m# we want to transform an object array\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/tutorial_env/lib/python3.7/site-packages/pandas/core/nanops.py\u001b[0m in \u001b[0;36mf\u001b[0;34m(values, axis, skipna, **kwds)\u001b[0m\n\u001b[1;32m    121\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    122\u001b[0m                 \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 123\u001b[0;31m                     \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0malt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    124\u001b[0m                 \u001b[0;32mexcept\u001b[0m \u001b[0mValueError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    125\u001b[0m                     \u001b[0;31m# we want to transform an object array\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/tutorial_env/lib/python3.7/site-packages/pandas/core/nanops.py\u001b[0m in \u001b[0;36mnanmean\u001b[0;34m(values, axis, skipna, mask)\u001b[0m\n\u001b[1;32m    549\u001b[0m         \u001b[0mdtype_count\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    550\u001b[0m     \u001b[0mcount\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_get_counts\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype_count\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 551\u001b[0;31m     \u001b[0mthe_sum\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_ensure_numeric\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype_sum\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    552\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    553\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0maxis\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mthe_sum\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"ndim\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/tutorial_env/lib/python3.7/site-packages/numpy/core/_methods.py\u001b[0m in \u001b[0;36m_sum\u001b[0;34m(a, axis, dtype, out, keepdims, initial, where)\u001b[0m\n\u001b[1;32m     36\u001b[0m def _sum(a, axis=None, dtype=None, out=None, keepdims=False,\n\u001b[1;32m     37\u001b[0m          initial=_NoValue, where=True):\n\u001b[0;32m---> 38\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mumr_sum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minitial\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwhere\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     39\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     40\u001b[0m def _prod(a, axis=None, dtype=None, out=None, keepdims=False,\n",
+      "\u001b[0;31mTypeError\u001b[0m: can only concatenate str (not \"int\") to str"
+     ]
+    }
+   ],
+   "source": [
+    "df['age'].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['age'] = df['age'].astype(float)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "first     object\n",
+       "last      object\n",
+       "email     object\n",
+       "age      float64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "46.75"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['age'].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Python/Pandas/10-Datetime-Timeseries/ETH_1h.csv b/Python/Pandas/10-Datetime-Timeseries/ETH_1h.csv
new file mode 100644
index 000000000..99a1435a0
--- /dev/null
+++ b/Python/Pandas/10-Datetime-Timeseries/ETH_1h.csv
@@ -0,0 +1,23675 @@
+Date,Symbol,Open,High,Low,Close,Volume
+2020-03-13 08-PM,ETHUSD,129.94,131.82,126.87,128.71,1940673.93
+2020-03-13 07-PM,ETHUSD,119.51,132.02,117.1,129.94,7579741.09
+2020-03-13 06-PM,ETHUSD,124.47,124.85,115.5,119.51,4898735.81
+2020-03-13 05-PM,ETHUSD,124.08,127.42,121.63,124.47,2753450.92
+2020-03-13 04-PM,ETHUSD,124.85,129.51,120.17,124.08,4461424.71
+2020-03-13 03-PM,ETHUSD,128.39,128.9,116.06,124.85,7378976.0
+2020-03-13 02-PM,ETHUSD,134.03,137.9,125.5,128.39,3733916.89
+2020-03-13 01-PM,ETHUSD,131.35,140.95,128.99,134.03,9582732.93
+2020-03-13 12-PM,ETHUSD,128.93,134.6,126.95,131.35,3906590.52
+2020-03-13 11-AM,ETHUSD,132.6,133.17,126.01,128.93,3311080.29
+2020-03-13 10-AM,ETHUSD,133.8,134.99,128.9,132.6,3483436.48
+2020-03-13 09-AM,ETHUSD,127.12,136.53,126.62,133.8,2767584.44
+2020-03-13 08-AM,ETHUSD,127.57,133.1,121.94,127.12,6808571.23
+2020-03-13 07-AM,ETHUSD,127.28,129.0,120.83,127.57,5255468.75
+2020-03-13 06-AM,ETHUSD,116.87,127.93,114.45,127.28,5701691.64
+2020-03-13 05-AM,ETHUSD,111.87,124.0,110.75,116.87,6507796.34
+2020-03-13 04-AM,ETHUSD,130.91,130.91,106.43,111.87,7802511.68
+2020-03-13 03-AM,ETHUSD,117.02,148.0,115.15,130.91,19431820.56
+2020-03-13 02-AM,ETHUSD,98.88,127.74,90.0,117.02,18546413.74
+2020-03-13 01-AM,ETHUSD,107.09,110.99,97.0,98.88,8079507.05
+2020-03-13 12-AM,ETHUSD,110.3,117.5,102.92,107.09,10329663.69
+2020-03-12 11-PM,ETHUSD,126.78,126.82,101.22,110.3,19338895.12
+2020-03-12 10-PM,ETHUSD,130.3,134.25,124.83,126.78,8822759.15
+2020-03-12 09-PM,ETHUSD,128.15,132.14,122.83,130.3,6500631.29
+2020-03-12 08-PM,ETHUSD,138.0,138.96,124.04,128.15,19731142.71
+2020-03-12 07-PM,ETHUSD,137.04,139.69,136.43,138.0,3815314.09
+2020-03-12 06-PM,ETHUSD,141.8,143.0,136.52,137.04,2516644.89
+2020-03-12 05-PM,ETHUSD,139.25,146.17,138.32,141.8,5055228.41
+2020-03-12 04-PM,ETHUSD,141.24,142.49,134.53,139.25,4068304.19
+2020-03-12 03-PM,ETHUSD,140.79,141.58,137.5,141.24,3419213.89
+2020-03-12 02-PM,ETHUSD,135.39,144.0,131.0,140.79,8788199.04
+2020-03-12 01-PM,ETHUSD,137.67,139.8,126.0,135.39,9683564.39
+2020-03-12 12-PM,ETHUSD,136.83,144.63,135.0,137.67,9397363.08
+2020-03-12 11-AM,ETHUSD,134.67,151.19,126.29,136.83,16556632.81
+2020-03-12 10-AM,ETHUSD,167.5,168.3,126.28,134.67,17741252.81
+2020-03-12 09-AM,ETHUSD,169.16,169.88,167.08,167.5,2524359.27
+2020-03-12 08-AM,ETHUSD,171.38,172.07,166.24,169.16,4708832.94
+2020-03-12 07-AM,ETHUSD,173.41,173.79,168.0,171.38,7019309.48
+2020-03-12 06-AM,ETHUSD,181.43,181.53,171.14,173.41,8514139.23
+2020-03-12 05-AM,ETHUSD,181.11,181.6,179.59,181.43,2282461.75
+2020-03-12 04-AM,ETHUSD,182.55,182.57,177.16,181.11,4964683.12
+2020-03-12 03-AM,ETHUSD,183.7,185.04,181.32,182.55,3095445.99
+2020-03-12 02-AM,ETHUSD,184.43,187.3,182.0,183.7,4844506.45
+2020-03-12 01-AM,ETHUSD,193.44,193.71,183.47,184.43,4970667.47
+2020-03-12 12-AM,ETHUSD,194.61,195.64,192.02,193.44,1714112.98
+2020-03-11 11-PM,ETHUSD,194.41,196.58,192.36,194.61,2605030.54
+2020-03-11 10-PM,ETHUSD,189.38,195.14,188.36,194.41,3606516.34
+2020-03-11 09-PM,ETHUSD,193.37,193.67,188.89,189.38,1788126.7
+2020-03-11 08-PM,ETHUSD,190.09,193.37,189.34,193.37,3739916.02
+2020-03-11 07-PM,ETHUSD,189.79,191.29,186.95,190.09,2700157.57
+2020-03-11 06-PM,ETHUSD,184.25,190.41,181.0,189.79,7425363.13
+2020-03-11 05-PM,ETHUSD,191.93,192.05,183.11,184.25,6806914.64
+2020-03-11 04-PM,ETHUSD,191.92,193.97,191.02,191.93,2544799.97
+2020-03-11 03-PM,ETHUSD,193.92,194.88,190.33,191.92,2622210.87
+2020-03-11 02-PM,ETHUSD,196.87,197.37,193.05,193.92,1874611.01
+2020-03-11 01-PM,ETHUSD,196.65,198.85,196.54,196.87,1041822.75
+2020-03-11 12-PM,ETHUSD,196.67,197.49,195.51,196.65,738175.46
+2020-03-11 11-AM,ETHUSD,197.37,198.44,195.83,196.67,664974.8
+2020-03-11 10-AM,ETHUSD,197.49,197.49,194.73,197.37,1276692.74
+2020-03-11 09-AM,ETHUSD,198.3,198.87,196.69,197.49,602140.44
+2020-03-11 08-AM,ETHUSD,199.07,201.02,197.93,198.3,844669.43
+2020-03-11 07-AM,ETHUSD,198.25,199.71,197.52,199.07,514923.46
+2020-03-11 06-AM,ETHUSD,199.38,200.36,198.24,198.25,419568.28
+2020-03-11 05-AM,ETHUSD,200.62,200.62,198.32,199.38,817773.68
+2020-03-11 04-AM,ETHUSD,201.84,202.22,200.62,200.62,580676.7
+2020-03-11 03-AM,ETHUSD,200.96,202.41,200.32,201.84,504032.33
+2020-03-11 02-AM,ETHUSD,202.48,202.71,200.51,200.96,510193.41
+2020-03-11 01-AM,ETHUSD,202.23,202.98,201.35,202.48,788915.78
+2020-03-11 12-AM,ETHUSD,200.5,202.52,199.9,202.23,458619.5
+2020-03-10 11-PM,ETHUSD,203.08,203.08,199.97,200.5,2815650.67
+2020-03-10 10-PM,ETHUSD,202.68,203.56,202.1,203.08,1041746.8
+2020-03-10 09-PM,ETHUSD,203.12,203.5,201.82,202.68,767627.35
+2020-03-10 08-PM,ETHUSD,202.26,204.0,200.88,203.12,2070524.52
+2020-03-10 07-PM,ETHUSD,199.31,202.55,198.9,202.26,1084960.23
+2020-03-10 06-PM,ETHUSD,201.22,201.22,198.39,199.31,1564766.86
+2020-03-10 05-PM,ETHUSD,199.36,201.47,198.4,201.22,1411559.09
+2020-03-10 04-PM,ETHUSD,196.55,199.8,195.17,199.36,1351197.97
+2020-03-10 03-PM,ETHUSD,203.42,203.42,196.0,196.55,4273768.87
+2020-03-10 02-PM,ETHUSD,202.85,205.26,202.57,203.42,1088440.64
+2020-03-10 01-PM,ETHUSD,205.79,206.19,201.41,202.85,2082634.98
+2020-03-10 12-PM,ETHUSD,203.23,206.28,203.02,205.79,1860280.97
+2020-03-10 11-AM,ETHUSD,203.47,205.38,202.36,203.23,1871438.76
+2020-03-10 10-AM,ETHUSD,198.32,204.47,198.04,203.47,3035196.22
+2020-03-10 09-AM,ETHUSD,199.24,199.37,197.74,198.32,541959.45
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diff --git a/Python/Pandas/10-Datetime-Timeseries/Pandas-Demo.ipynb b/Python/Pandas/10-Datetime-Timeseries/Pandas-Demo.ipynb
new file mode 100644
index 000000000..b804b7d77
--- /dev/null
+++ b/Python/Pandas/10-Datetime-Timeseries/Pandas-Demo.ipynb
@@ -0,0 +1,1714 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "d_parser = lambda x: pd.datetime.strptime(x, '%Y-%m-%d %I-%p')\n",
+    "df = pd.read_csv('ETH_1h.csv', parse_dates=['Date'], date_parser=d_parser)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>Symbol</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2020-03-13 20:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>129.94</td>\n",
+       "      <td>131.82</td>\n",
+       "      <td>126.87</td>\n",
+       "      <td>128.71</td>\n",
+       "      <td>1940673.93</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2020-03-13 19:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>119.51</td>\n",
+       "      <td>132.02</td>\n",
+       "      <td>117.10</td>\n",
+       "      <td>129.94</td>\n",
+       "      <td>7579741.09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2020-03-13 18:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>124.47</td>\n",
+       "      <td>124.85</td>\n",
+       "      <td>115.50</td>\n",
+       "      <td>119.51</td>\n",
+       "      <td>4898735.81</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2020-03-13 17:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>124.08</td>\n",
+       "      <td>127.42</td>\n",
+       "      <td>121.63</td>\n",
+       "      <td>124.47</td>\n",
+       "      <td>2753450.92</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2020-03-13 16:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>124.85</td>\n",
+       "      <td>129.51</td>\n",
+       "      <td>120.17</td>\n",
+       "      <td>124.08</td>\n",
+       "      <td>4461424.71</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 Date  Symbol    Open    High     Low   Close      Volume\n",
+       "0 2020-03-13 20:00:00  ETHUSD  129.94  131.82  126.87  128.71  1940673.93\n",
+       "1 2020-03-13 19:00:00  ETHUSD  119.51  132.02  117.10  129.94  7579741.09\n",
+       "2 2020-03-13 18:00:00  ETHUSD  124.47  124.85  115.50  119.51  4898735.81\n",
+       "3 2020-03-13 17:00:00  ETHUSD  124.08  127.42  121.63  124.47  2753450.92\n",
+       "4 2020-03-13 16:00:00  ETHUSD  124.85  129.51  120.17  124.08  4461424.71"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Friday'"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.loc[0, 'Date'].day_name()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0          Friday\n",
+       "1          Friday\n",
+       "2          Friday\n",
+       "3          Friday\n",
+       "4          Friday\n",
+       "           ...   \n",
+       "23669    Saturday\n",
+       "23670    Saturday\n",
+       "23671    Saturday\n",
+       "23672    Saturday\n",
+       "23673    Saturday\n",
+       "Name: Date, Length: 23674, dtype: object"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['Date'].dt.day_name()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['DayOfWeek'] = df['Date'].dt.day_name()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>Symbol</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>DayOfWeek</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2020-03-13 20:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>129.94</td>\n",
+       "      <td>131.82</td>\n",
+       "      <td>126.87</td>\n",
+       "      <td>128.71</td>\n",
+       "      <td>1940673.93</td>\n",
+       "      <td>Friday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2020-03-13 19:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>119.51</td>\n",
+       "      <td>132.02</td>\n",
+       "      <td>117.10</td>\n",
+       "      <td>129.94</td>\n",
+       "      <td>7579741.09</td>\n",
+       "      <td>Friday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2020-03-13 18:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>124.47</td>\n",
+       "      <td>124.85</td>\n",
+       "      <td>115.50</td>\n",
+       "      <td>119.51</td>\n",
+       "      <td>4898735.81</td>\n",
+       "      <td>Friday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2020-03-13 17:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>124.08</td>\n",
+       "      <td>127.42</td>\n",
+       "      <td>121.63</td>\n",
+       "      <td>124.47</td>\n",
+       "      <td>2753450.92</td>\n",
+       "      <td>Friday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2020-03-13 16:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>124.85</td>\n",
+       "      <td>129.51</td>\n",
+       "      <td>120.17</td>\n",
+       "      <td>124.08</td>\n",
+       "      <td>4461424.71</td>\n",
+       "      <td>Friday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23669</th>\n",
+       "      <td>2017-07-01 15:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>265.74</td>\n",
+       "      <td>272.74</td>\n",
+       "      <td>265.00</td>\n",
+       "      <td>272.57</td>\n",
+       "      <td>1500282.55</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23670</th>\n",
+       "      <td>2017-07-01 14:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>268.79</td>\n",
+       "      <td>269.90</td>\n",
+       "      <td>265.00</td>\n",
+       "      <td>265.74</td>\n",
+       "      <td>1702536.85</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23671</th>\n",
+       "      <td>2017-07-01 13:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>274.83</td>\n",
+       "      <td>274.93</td>\n",
+       "      <td>265.00</td>\n",
+       "      <td>268.79</td>\n",
+       "      <td>3010787.99</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23672</th>\n",
+       "      <td>2017-07-01 12:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>275.01</td>\n",
+       "      <td>275.01</td>\n",
+       "      <td>271.00</td>\n",
+       "      <td>274.83</td>\n",
+       "      <td>824362.87</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23673</th>\n",
+       "      <td>2017-07-01 11:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>279.98</td>\n",
+       "      <td>279.99</td>\n",
+       "      <td>272.10</td>\n",
+       "      <td>275.01</td>\n",
+       "      <td>679358.87</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>23674 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     Date  Symbol    Open    High     Low   Close      Volume  \\\n",
+       "0     2020-03-13 20:00:00  ETHUSD  129.94  131.82  126.87  128.71  1940673.93   \n",
+       "1     2020-03-13 19:00:00  ETHUSD  119.51  132.02  117.10  129.94  7579741.09   \n",
+       "2     2020-03-13 18:00:00  ETHUSD  124.47  124.85  115.50  119.51  4898735.81   \n",
+       "3     2020-03-13 17:00:00  ETHUSD  124.08  127.42  121.63  124.47  2753450.92   \n",
+       "4     2020-03-13 16:00:00  ETHUSD  124.85  129.51  120.17  124.08  4461424.71   \n",
+       "...                   ...     ...     ...     ...     ...     ...         ...   \n",
+       "23669 2017-07-01 15:00:00  ETHUSD  265.74  272.74  265.00  272.57  1500282.55   \n",
+       "23670 2017-07-01 14:00:00  ETHUSD  268.79  269.90  265.00  265.74  1702536.85   \n",
+       "23671 2017-07-01 13:00:00  ETHUSD  274.83  274.93  265.00  268.79  3010787.99   \n",
+       "23672 2017-07-01 12:00:00  ETHUSD  275.01  275.01  271.00  274.83   824362.87   \n",
+       "23673 2017-07-01 11:00:00  ETHUSD  279.98  279.99  272.10  275.01   679358.87   \n",
+       "\n",
+       "      DayOfWeek  \n",
+       "0        Friday  \n",
+       "1        Friday  \n",
+       "2        Friday  \n",
+       "3        Friday  \n",
+       "4        Friday  \n",
+       "...         ...  \n",
+       "23669  Saturday  \n",
+       "23670  Saturday  \n",
+       "23671  Saturday  \n",
+       "23672  Saturday  \n",
+       "23673  Saturday  \n",
+       "\n",
+       "[23674 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Timestamp('2017-07-01 11:00:00')"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['Date'].min()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Timestamp('2020-03-13 20:00:00')"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['Date'].max()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Timedelta('986 days 09:00:00')"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['Date'].max() - df['Date'].min()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>Symbol</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>DayOfWeek</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1749</th>\n",
+       "      <td>2019-12-31 23:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>128.33</td>\n",
+       "      <td>128.69</td>\n",
+       "      <td>128.14</td>\n",
+       "      <td>128.54</td>\n",
+       "      <td>440678.91</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1750</th>\n",
+       "      <td>2019-12-31 22:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>128.38</td>\n",
+       "      <td>128.69</td>\n",
+       "      <td>127.95</td>\n",
+       "      <td>128.33</td>\n",
+       "      <td>554646.02</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1751</th>\n",
+       "      <td>2019-12-31 21:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>127.86</td>\n",
+       "      <td>128.43</td>\n",
+       "      <td>127.72</td>\n",
+       "      <td>128.38</td>\n",
+       "      <td>350155.69</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1752</th>\n",
+       "      <td>2019-12-31 20:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>127.84</td>\n",
+       "      <td>128.34</td>\n",
+       "      <td>127.71</td>\n",
+       "      <td>127.86</td>\n",
+       "      <td>428183.38</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1753</th>\n",
+       "      <td>2019-12-31 19:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>128.69</td>\n",
+       "      <td>128.69</td>\n",
+       "      <td>127.60</td>\n",
+       "      <td>127.84</td>\n",
+       "      <td>1169847.84</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10504</th>\n",
+       "      <td>2019-01-01 04:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>130.75</td>\n",
+       "      <td>133.96</td>\n",
+       "      <td>130.74</td>\n",
+       "      <td>131.96</td>\n",
+       "      <td>2791135.37</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10505</th>\n",
+       "      <td>2019-01-01 03:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>130.06</td>\n",
+       "      <td>130.79</td>\n",
+       "      <td>130.06</td>\n",
+       "      <td>130.75</td>\n",
+       "      <td>503732.63</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10506</th>\n",
+       "      <td>2019-01-01 02:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>130.79</td>\n",
+       "      <td>130.88</td>\n",
+       "      <td>129.55</td>\n",
+       "      <td>130.06</td>\n",
+       "      <td>838183.43</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10507</th>\n",
+       "      <td>2019-01-01 01:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>131.62</td>\n",
+       "      <td>131.62</td>\n",
+       "      <td>130.77</td>\n",
+       "      <td>130.79</td>\n",
+       "      <td>434917.99</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10508</th>\n",
+       "      <td>2019-01-01 00:00:00</td>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>130.53</td>\n",
+       "      <td>131.91</td>\n",
+       "      <td>130.48</td>\n",
+       "      <td>131.62</td>\n",
+       "      <td>1067136.21</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8760 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     Date  Symbol    Open    High     Low   Close      Volume  \\\n",
+       "1749  2019-12-31 23:00:00  ETHUSD  128.33  128.69  128.14  128.54   440678.91   \n",
+       "1750  2019-12-31 22:00:00  ETHUSD  128.38  128.69  127.95  128.33   554646.02   \n",
+       "1751  2019-12-31 21:00:00  ETHUSD  127.86  128.43  127.72  128.38   350155.69   \n",
+       "1752  2019-12-31 20:00:00  ETHUSD  127.84  128.34  127.71  127.86   428183.38   \n",
+       "1753  2019-12-31 19:00:00  ETHUSD  128.69  128.69  127.60  127.84  1169847.84   \n",
+       "...                   ...     ...     ...     ...     ...     ...         ...   \n",
+       "10504 2019-01-01 04:00:00  ETHUSD  130.75  133.96  130.74  131.96  2791135.37   \n",
+       "10505 2019-01-01 03:00:00  ETHUSD  130.06  130.79  130.06  130.75   503732.63   \n",
+       "10506 2019-01-01 02:00:00  ETHUSD  130.79  130.88  129.55  130.06   838183.43   \n",
+       "10507 2019-01-01 01:00:00  ETHUSD  131.62  131.62  130.77  130.79   434917.99   \n",
+       "10508 2019-01-01 00:00:00  ETHUSD  130.53  131.91  130.48  131.62  1067136.21   \n",
+       "\n",
+       "      DayOfWeek  \n",
+       "1749    Tuesday  \n",
+       "1750    Tuesday  \n",
+       "1751    Tuesday  \n",
+       "1752    Tuesday  \n",
+       "1753    Tuesday  \n",
+       "...         ...  \n",
+       "10504   Tuesday  \n",
+       "10505   Tuesday  \n",
+       "10506   Tuesday  \n",
+       "10507   Tuesday  \n",
+       "10508   Tuesday  \n",
+       "\n",
+       "[8760 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "filt = (df['Date'] >= pd.to_datetime('2019-01-01')) & (df['Date'] < pd.to_datetime('2020-01-01'))\n",
+    "df.loc[filt]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.set_index('Date', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Symbol</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>DayOfWeek</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2020-03-13 20:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>129.94</td>\n",
+       "      <td>131.82</td>\n",
+       "      <td>126.87</td>\n",
+       "      <td>128.71</td>\n",
+       "      <td>1940673.93</td>\n",
+       "      <td>Friday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-13 19:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>119.51</td>\n",
+       "      <td>132.02</td>\n",
+       "      <td>117.10</td>\n",
+       "      <td>129.94</td>\n",
+       "      <td>7579741.09</td>\n",
+       "      <td>Friday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-13 18:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>124.47</td>\n",
+       "      <td>124.85</td>\n",
+       "      <td>115.50</td>\n",
+       "      <td>119.51</td>\n",
+       "      <td>4898735.81</td>\n",
+       "      <td>Friday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-13 17:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>124.08</td>\n",
+       "      <td>127.42</td>\n",
+       "      <td>121.63</td>\n",
+       "      <td>124.47</td>\n",
+       "      <td>2753450.92</td>\n",
+       "      <td>Friday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-13 16:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>124.85</td>\n",
+       "      <td>129.51</td>\n",
+       "      <td>120.17</td>\n",
+       "      <td>124.08</td>\n",
+       "      <td>4461424.71</td>\n",
+       "      <td>Friday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-01 15:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>265.74</td>\n",
+       "      <td>272.74</td>\n",
+       "      <td>265.00</td>\n",
+       "      <td>272.57</td>\n",
+       "      <td>1500282.55</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-01 14:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>268.79</td>\n",
+       "      <td>269.90</td>\n",
+       "      <td>265.00</td>\n",
+       "      <td>265.74</td>\n",
+       "      <td>1702536.85</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-01 13:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>274.83</td>\n",
+       "      <td>274.93</td>\n",
+       "      <td>265.00</td>\n",
+       "      <td>268.79</td>\n",
+       "      <td>3010787.99</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-01 12:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>275.01</td>\n",
+       "      <td>275.01</td>\n",
+       "      <td>271.00</td>\n",
+       "      <td>274.83</td>\n",
+       "      <td>824362.87</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-01 11:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>279.98</td>\n",
+       "      <td>279.99</td>\n",
+       "      <td>272.10</td>\n",
+       "      <td>275.01</td>\n",
+       "      <td>679358.87</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>23674 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     Symbol    Open    High     Low   Close      Volume  \\\n",
+       "Date                                                                      \n",
+       "2020-03-13 20:00:00  ETHUSD  129.94  131.82  126.87  128.71  1940673.93   \n",
+       "2020-03-13 19:00:00  ETHUSD  119.51  132.02  117.10  129.94  7579741.09   \n",
+       "2020-03-13 18:00:00  ETHUSD  124.47  124.85  115.50  119.51  4898735.81   \n",
+       "2020-03-13 17:00:00  ETHUSD  124.08  127.42  121.63  124.47  2753450.92   \n",
+       "2020-03-13 16:00:00  ETHUSD  124.85  129.51  120.17  124.08  4461424.71   \n",
+       "...                     ...     ...     ...     ...     ...         ...   \n",
+       "2017-07-01 15:00:00  ETHUSD  265.74  272.74  265.00  272.57  1500282.55   \n",
+       "2017-07-01 14:00:00  ETHUSD  268.79  269.90  265.00  265.74  1702536.85   \n",
+       "2017-07-01 13:00:00  ETHUSD  274.83  274.93  265.00  268.79  3010787.99   \n",
+       "2017-07-01 12:00:00  ETHUSD  275.01  275.01  271.00  274.83   824362.87   \n",
+       "2017-07-01 11:00:00  ETHUSD  279.98  279.99  272.10  275.01   679358.87   \n",
+       "\n",
+       "                    DayOfWeek  \n",
+       "Date                           \n",
+       "2020-03-13 20:00:00    Friday  \n",
+       "2020-03-13 19:00:00    Friday  \n",
+       "2020-03-13 18:00:00    Friday  \n",
+       "2020-03-13 17:00:00    Friday  \n",
+       "2020-03-13 16:00:00    Friday  \n",
+       "...                       ...  \n",
+       "2017-07-01 15:00:00  Saturday  \n",
+       "2017-07-01 14:00:00  Saturday  \n",
+       "2017-07-01 13:00:00  Saturday  \n",
+       "2017-07-01 12:00:00  Saturday  \n",
+       "2017-07-01 11:00:00  Saturday  \n",
+       "\n",
+       "[23674 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Symbol</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>DayOfWeek</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2019-12-31 23:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>128.33</td>\n",
+       "      <td>128.69</td>\n",
+       "      <td>128.14</td>\n",
+       "      <td>128.54</td>\n",
+       "      <td>440678.91</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-12-31 22:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>128.38</td>\n",
+       "      <td>128.69</td>\n",
+       "      <td>127.95</td>\n",
+       "      <td>128.33</td>\n",
+       "      <td>554646.02</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-12-31 21:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>127.86</td>\n",
+       "      <td>128.43</td>\n",
+       "      <td>127.72</td>\n",
+       "      <td>128.38</td>\n",
+       "      <td>350155.69</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-12-31 20:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>127.84</td>\n",
+       "      <td>128.34</td>\n",
+       "      <td>127.71</td>\n",
+       "      <td>127.86</td>\n",
+       "      <td>428183.38</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-12-31 19:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>128.69</td>\n",
+       "      <td>128.69</td>\n",
+       "      <td>127.60</td>\n",
+       "      <td>127.84</td>\n",
+       "      <td>1169847.84</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-01-01 04:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>130.75</td>\n",
+       "      <td>133.96</td>\n",
+       "      <td>130.74</td>\n",
+       "      <td>131.96</td>\n",
+       "      <td>2791135.37</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-01-01 03:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>130.06</td>\n",
+       "      <td>130.79</td>\n",
+       "      <td>130.06</td>\n",
+       "      <td>130.75</td>\n",
+       "      <td>503732.63</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-01-01 02:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>130.79</td>\n",
+       "      <td>130.88</td>\n",
+       "      <td>129.55</td>\n",
+       "      <td>130.06</td>\n",
+       "      <td>838183.43</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-01-01 01:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>131.62</td>\n",
+       "      <td>131.62</td>\n",
+       "      <td>130.77</td>\n",
+       "      <td>130.79</td>\n",
+       "      <td>434917.99</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2019-01-01 00:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>130.53</td>\n",
+       "      <td>131.91</td>\n",
+       "      <td>130.48</td>\n",
+       "      <td>131.62</td>\n",
+       "      <td>1067136.21</td>\n",
+       "      <td>Tuesday</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8760 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     Symbol    Open    High     Low   Close      Volume  \\\n",
+       "Date                                                                      \n",
+       "2019-12-31 23:00:00  ETHUSD  128.33  128.69  128.14  128.54   440678.91   \n",
+       "2019-12-31 22:00:00  ETHUSD  128.38  128.69  127.95  128.33   554646.02   \n",
+       "2019-12-31 21:00:00  ETHUSD  127.86  128.43  127.72  128.38   350155.69   \n",
+       "2019-12-31 20:00:00  ETHUSD  127.84  128.34  127.71  127.86   428183.38   \n",
+       "2019-12-31 19:00:00  ETHUSD  128.69  128.69  127.60  127.84  1169847.84   \n",
+       "...                     ...     ...     ...     ...     ...         ...   \n",
+       "2019-01-01 04:00:00  ETHUSD  130.75  133.96  130.74  131.96  2791135.37   \n",
+       "2019-01-01 03:00:00  ETHUSD  130.06  130.79  130.06  130.75   503732.63   \n",
+       "2019-01-01 02:00:00  ETHUSD  130.79  130.88  129.55  130.06   838183.43   \n",
+       "2019-01-01 01:00:00  ETHUSD  131.62  131.62  130.77  130.79   434917.99   \n",
+       "2019-01-01 00:00:00  ETHUSD  130.53  131.91  130.48  131.62  1067136.21   \n",
+       "\n",
+       "                    DayOfWeek  \n",
+       "Date                           \n",
+       "2019-12-31 23:00:00   Tuesday  \n",
+       "2019-12-31 22:00:00   Tuesday  \n",
+       "2019-12-31 21:00:00   Tuesday  \n",
+       "2019-12-31 20:00:00   Tuesday  \n",
+       "2019-12-31 19:00:00   Tuesday  \n",
+       "...                       ...  \n",
+       "2019-01-01 04:00:00   Tuesday  \n",
+       "2019-01-01 03:00:00   Tuesday  \n",
+       "2019-01-01 02:00:00   Tuesday  \n",
+       "2019-01-01 01:00:00   Tuesday  \n",
+       "2019-01-01 00:00:00   Tuesday  \n",
+       "\n",
+       "[8760 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['2019']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "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>Symbol</th>\n",
+       "      <th>Open</th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "      <th>DayOfWeek</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
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+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2020-02-29 23:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>223.35</td>\n",
+       "      <td>223.58</td>\n",
+       "      <td>216.83</td>\n",
+       "      <td>217.31</td>\n",
+       "      <td>1927939.88</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-29 22:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>223.48</td>\n",
+       "      <td>223.59</td>\n",
+       "      <td>222.14</td>\n",
+       "      <td>223.35</td>\n",
+       "      <td>535998.57</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-29 21:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>224.63</td>\n",
+       "      <td>225.14</td>\n",
+       "      <td>222.74</td>\n",
+       "      <td>223.48</td>\n",
+       "      <td>561158.03</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-29 20:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>225.31</td>\n",
+       "      <td>225.33</td>\n",
+       "      <td>223.50</td>\n",
+       "      <td>224.63</td>\n",
+       "      <td>511648.65</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-29 19:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>225.09</td>\n",
+       "      <td>225.85</td>\n",
+       "      <td>223.87</td>\n",
+       "      <td>225.31</td>\n",
+       "      <td>1250856.20</td>\n",
+       "      <td>Saturday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-01 04:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>129.57</td>\n",
+       "      <td>130.00</td>\n",
+       "      <td>129.50</td>\n",
+       "      <td>129.56</td>\n",
+       "      <td>702786.82</td>\n",
+       "      <td>Wednesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-01 03:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>130.37</td>\n",
+       "      <td>130.44</td>\n",
+       "      <td>129.38</td>\n",
+       "      <td>129.57</td>\n",
+       "      <td>496704.23</td>\n",
+       "      <td>Wednesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-01 02:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>130.14</td>\n",
+       "      <td>130.50</td>\n",
+       "      <td>129.91</td>\n",
+       "      <td>130.37</td>\n",
+       "      <td>396315.72</td>\n",
+       "      <td>Wednesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-01 01:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>128.34</td>\n",
+       "      <td>130.14</td>\n",
+       "      <td>128.32</td>\n",
+       "      <td>130.14</td>\n",
+       "      <td>635419.40</td>\n",
+       "      <td>Wednesday</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-01-01 00:00:00</th>\n",
+       "      <td>ETHUSD</td>\n",
+       "      <td>128.54</td>\n",
+       "      <td>128.54</td>\n",
+       "      <td>128.12</td>\n",
+       "      <td>128.34</td>\n",
+       "      <td>245119.91</td>\n",
+       "      <td>Wednesday</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1440 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                     Symbol    Open    High     Low   Close      Volume  \\\n",
+       "Date                                                                      \n",
+       "2020-02-29 23:00:00  ETHUSD  223.35  223.58  216.83  217.31  1927939.88   \n",
+       "2020-02-29 22:00:00  ETHUSD  223.48  223.59  222.14  223.35   535998.57   \n",
+       "2020-02-29 21:00:00  ETHUSD  224.63  225.14  222.74  223.48   561158.03   \n",
+       "2020-02-29 20:00:00  ETHUSD  225.31  225.33  223.50  224.63   511648.65   \n",
+       "2020-02-29 19:00:00  ETHUSD  225.09  225.85  223.87  225.31  1250856.20   \n",
+       "...                     ...     ...     ...     ...     ...         ...   \n",
+       "2020-01-01 04:00:00  ETHUSD  129.57  130.00  129.50  129.56   702786.82   \n",
+       "2020-01-01 03:00:00  ETHUSD  130.37  130.44  129.38  129.57   496704.23   \n",
+       "2020-01-01 02:00:00  ETHUSD  130.14  130.50  129.91  130.37   396315.72   \n",
+       "2020-01-01 01:00:00  ETHUSD  128.34  130.14  128.32  130.14   635419.40   \n",
+       "2020-01-01 00:00:00  ETHUSD  128.54  128.54  128.12  128.34   245119.91   \n",
+       "\n",
+       "                     DayOfWeek  \n",
+       "Date                            \n",
+       "2020-02-29 23:00:00   Saturday  \n",
+       "2020-02-29 22:00:00   Saturday  \n",
+       "2020-02-29 21:00:00   Saturday  \n",
+       "2020-02-29 20:00:00   Saturday  \n",
+       "2020-02-29 19:00:00   Saturday  \n",
+       "...                        ...  \n",
+       "2020-01-01 04:00:00  Wednesday  \n",
+       "2020-01-01 03:00:00  Wednesday  \n",
+       "2020-01-01 02:00:00  Wednesday  \n",
+       "2020-01-01 01:00:00  Wednesday  \n",
+       "2020-01-01 00:00:00  Wednesday  \n",
+       "\n",
+       "[1440 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['2020-01':'2020-02']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "195.1655902777778"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['2020-01':'2020-02']['Close'].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "132.68"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['2020-01-01']['High'].max()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "132.68"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "highs = df['High'].resample('D').max()\n",
+    "highs['2020-01-01']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x110d48250>"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "highs.plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Open</th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Close</th>\n",
+       "      <th>Volume</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2017-07-02</th>\n",
+       "      <td>268.066486</td>\n",
+       "      <td>271.124595</td>\n",
+       "      <td>264.819730</td>\n",
+       "      <td>268.202162</td>\n",
+       "      <td>2.185035e+06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-09</th>\n",
+       "      <td>261.337024</td>\n",
+       "      <td>262.872917</td>\n",
+       "      <td>259.186190</td>\n",
+       "      <td>261.062083</td>\n",
+       "      <td>1.337349e+06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-16</th>\n",
+       "      <td>196.193214</td>\n",
+       "      <td>199.204405</td>\n",
+       "      <td>192.722321</td>\n",
+       "      <td>195.698393</td>\n",
+       "      <td>2.986756e+06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-23</th>\n",
+       "      <td>212.351429</td>\n",
+       "      <td>215.779286</td>\n",
+       "      <td>209.126310</td>\n",
+       "      <td>212.783750</td>\n",
+       "      <td>4.298593e+06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-30</th>\n",
+       "      <td>203.496190</td>\n",
+       "      <td>205.110357</td>\n",
+       "      <td>201.714048</td>\n",
+       "      <td>203.309524</td>\n",
+       "      <td>1.581729e+06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-16</th>\n",
+       "      <td>255.021667</td>\n",
+       "      <td>257.255238</td>\n",
+       "      <td>252.679762</td>\n",
+       "      <td>255.198452</td>\n",
+       "      <td>2.329087e+06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-23</th>\n",
+       "      <td>265.220833</td>\n",
+       "      <td>267.263690</td>\n",
+       "      <td>262.948512</td>\n",
+       "      <td>265.321905</td>\n",
+       "      <td>1.826094e+06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-01</th>\n",
+       "      <td>236.720536</td>\n",
+       "      <td>238.697500</td>\n",
+       "      <td>234.208750</td>\n",
+       "      <td>236.373988</td>\n",
+       "      <td>2.198762e+06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-08</th>\n",
+       "      <td>229.923571</td>\n",
+       "      <td>231.284583</td>\n",
+       "      <td>228.373810</td>\n",
+       "      <td>229.817619</td>\n",
+       "      <td>1.628910e+06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-15</th>\n",
+       "      <td>176.937521</td>\n",
+       "      <td>179.979487</td>\n",
+       "      <td>172.936239</td>\n",
+       "      <td>176.332821</td>\n",
+       "      <td>4.259828e+06</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>142 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  Open        High         Low       Close        Volume\n",
+       "Date                                                                    \n",
+       "2017-07-02  268.066486  271.124595  264.819730  268.202162  2.185035e+06\n",
+       "2017-07-09  261.337024  262.872917  259.186190  261.062083  1.337349e+06\n",
+       "2017-07-16  196.193214  199.204405  192.722321  195.698393  2.986756e+06\n",
+       "2017-07-23  212.351429  215.779286  209.126310  212.783750  4.298593e+06\n",
+       "2017-07-30  203.496190  205.110357  201.714048  203.309524  1.581729e+06\n",
+       "...                ...         ...         ...         ...           ...\n",
+       "2020-02-16  255.021667  257.255238  252.679762  255.198452  2.329087e+06\n",
+       "2020-02-23  265.220833  267.263690  262.948512  265.321905  1.826094e+06\n",
+       "2020-03-01  236.720536  238.697500  234.208750  236.373988  2.198762e+06\n",
+       "2020-03-08  229.923571  231.284583  228.373810  229.817619  1.628910e+06\n",
+       "2020-03-15  176.937521  179.979487  172.936239  176.332821  4.259828e+06\n",
+       "\n",
+       "[142 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.resample('W').mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Close</th>\n",
+       "      <th>High</th>\n",
+       "      <th>Low</th>\n",
+       "      <th>Volume</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2017-07-02</th>\n",
+       "      <td>268.202162</td>\n",
+       "      <td>293.73</td>\n",
+       "      <td>253.23</td>\n",
+       "      <td>8.084631e+07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-09</th>\n",
+       "      <td>261.062083</td>\n",
+       "      <td>285.00</td>\n",
+       "      <td>231.25</td>\n",
+       "      <td>2.246746e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-16</th>\n",
+       "      <td>195.698393</td>\n",
+       "      <td>240.33</td>\n",
+       "      <td>130.26</td>\n",
+       "      <td>5.017750e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-23</th>\n",
+       "      <td>212.783750</td>\n",
+       "      <td>249.40</td>\n",
+       "      <td>153.25</td>\n",
+       "      <td>7.221637e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2017-07-30</th>\n",
+       "      <td>203.309524</td>\n",
+       "      <td>229.99</td>\n",
+       "      <td>178.03</td>\n",
+       "      <td>2.657305e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-16</th>\n",
+       "      <td>255.198452</td>\n",
+       "      <td>290.00</td>\n",
+       "      <td>216.31</td>\n",
+       "      <td>3.912867e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-02-23</th>\n",
+       "      <td>265.321905</td>\n",
+       "      <td>287.13</td>\n",
+       "      <td>242.36</td>\n",
+       "      <td>3.067838e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-01</th>\n",
+       "      <td>236.373988</td>\n",
+       "      <td>278.13</td>\n",
+       "      <td>209.26</td>\n",
+       "      <td>3.693920e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-08</th>\n",
+       "      <td>229.817619</td>\n",
+       "      <td>253.01</td>\n",
+       "      <td>196.00</td>\n",
+       "      <td>2.736569e+08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-03-15</th>\n",
+       "      <td>176.332821</td>\n",
+       "      <td>208.65</td>\n",
+       "      <td>90.00</td>\n",
+       "      <td>4.983998e+08</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>142 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 Close    High     Low        Volume\n",
+       "Date                                                \n",
+       "2017-07-02  268.202162  293.73  253.23  8.084631e+07\n",
+       "2017-07-09  261.062083  285.00  231.25  2.246746e+08\n",
+       "2017-07-16  195.698393  240.33  130.26  5.017750e+08\n",
+       "2017-07-23  212.783750  249.40  153.25  7.221637e+08\n",
+       "2017-07-30  203.309524  229.99  178.03  2.657305e+08\n",
+       "...                ...     ...     ...           ...\n",
+       "2020-02-16  255.198452  290.00  216.31  3.912867e+08\n",
+       "2020-02-23  265.321905  287.13  242.36  3.067838e+08\n",
+       "2020-03-01  236.373988  278.13  209.26  3.693920e+08\n",
+       "2020-03-08  229.817619  253.01  196.00  2.736569e+08\n",
+       "2020-03-15  176.332821  208.65   90.00  4.983998e+08\n",
+       "\n",
+       "[142 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.resample('W').agg({'Close': 'mean', 'High': 'max', 'Low': 'min', 'Volume': 'sum'})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Python/Pandas/11-Import-Export/Pandas-Demo.ipynb b/Python/Pandas/11-Import-Export/Pandas-Demo.ipynb
new file mode 100644
index 000000000..70a79b0da
--- /dev/null
+++ b/Python/Pandas/11-Import-Export/Pandas-Demo.ipynb
@@ -0,0 +1,6328 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('data/survey_results_public.csv', index_col='Respondent')\n",
+    "schema_df = pd.read_csv('data/survey_results_schema.csv', index_col='Column')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pd.set_option('display.max_columns', 85)\n",
+    "pd.set_option('display.max_rows', 85)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MainBranch</th>\n",
+       "      <th>Hobbyist</th>\n",
+       "      <th>OpenSourcer</th>\n",
+       "      <th>OpenSource</th>\n",
+       "      <th>Employment</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Student</th>\n",
+       "      <th>EdLevel</th>\n",
+       "      <th>UndergradMajor</th>\n",
+       "      <th>EduOther</th>\n",
+       "      <th>OrgSize</th>\n",
+       "      <th>DevType</th>\n",
+       "      <th>YearsCode</th>\n",
+       "      <th>Age1stCode</th>\n",
+       "      <th>YearsCodePro</th>\n",
+       "      <th>CareerSat</th>\n",
+       "      <th>JobSat</th>\n",
+       "      <th>MgrIdiot</th>\n",
+       "      <th>MgrMoney</th>\n",
+       "      <th>MgrWant</th>\n",
+       "      <th>JobSeek</th>\n",
+       "      <th>LastHireDate</th>\n",
+       "      <th>LastInt</th>\n",
+       "      <th>FizzBuzz</th>\n",
+       "      <th>JobFactors</th>\n",
+       "      <th>ResumeUpdate</th>\n",
+       "      <th>CurrencySymbol</th>\n",
+       "      <th>CurrencyDesc</th>\n",
+       "      <th>CompTotal</th>\n",
+       "      <th>CompFreq</th>\n",
+       "      <th>ConvertedComp</th>\n",
+       "      <th>WorkWeekHrs</th>\n",
+       "      <th>WorkPlan</th>\n",
+       "      <th>WorkChallenge</th>\n",
+       "      <th>WorkRemote</th>\n",
+       "      <th>WorkLoc</th>\n",
+       "      <th>ImpSyn</th>\n",
+       "      <th>CodeRev</th>\n",
+       "      <th>CodeRevHrs</th>\n",
+       "      <th>UnitTests</th>\n",
+       "      <th>PurchaseHow</th>\n",
+       "      <th>PurchaseWhat</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>WebFrameWorkedWith</th>\n",
+       "      <th>WebFrameDesireNextYear</th>\n",
+       "      <th>MiscTechWorkedWith</th>\n",
+       "      <th>MiscTechDesireNextYear</th>\n",
+       "      <th>DevEnviron</th>\n",
+       "      <th>OpSys</th>\n",
+       "      <th>Containers</th>\n",
+       "      <th>BlockchainOrg</th>\n",
+       "      <th>BlockchainIs</th>\n",
+       "      <th>BetterLife</th>\n",
+       "      <th>ITperson</th>\n",
+       "      <th>OffOn</th>\n",
+       "      <th>SocialMedia</th>\n",
+       "      <th>Extraversion</th>\n",
+       "      <th>ScreenName</th>\n",
+       "      <th>SOVisit1st</th>\n",
+       "      <th>SOVisitFreq</th>\n",
+       "      <th>SOVisitTo</th>\n",
+       "      <th>SOFindAnswer</th>\n",
+       "      <th>SOTimeSaved</th>\n",
+       "      <th>SOHowMuchTime</th>\n",
+       "      <th>SOAccount</th>\n",
+       "      <th>SOPartFreq</th>\n",
+       "      <th>SOJobs</th>\n",
+       "      <th>EntTeams</th>\n",
+       "      <th>SOComm</th>\n",
+       "      <th>WelcomeChange</th>\n",
+       "      <th>SONewContent</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Trans</th>\n",
+       "      <th>Sexuality</th>\n",
+       "      <th>Ethnicity</th>\n",
+       "      <th>Dependents</th>\n",
+       "      <th>SurveyLength</th>\n",
+       "      <th>SurveyEase</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Respondent</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>I am a student who is learning to code</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Not employed, and not looking for work</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Primary/elementary school</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>HTML/CSS;Java;JavaScript;Python</td>\n",
+       "      <td>C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL</td>\n",
+       "      <td>SQLite</td>\n",
+       "      <td>MySQL</td>\n",
+       "      <td>MacOS;Windows</td>\n",
+       "      <td>Android;Arduino;Windows</td>\n",
+       "      <td>Django;Flask</td>\n",
+       "      <td>Flask;jQuery</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>IntelliJ;Notepad++;PyCharm</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Fortunately, someone else has that title</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Twitter</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>31-60 minutes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, I didn't know that Stack Overflow had a jo...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Neutral</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>I am a student who is learning to code</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Less than once per year</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>Bosnia and Herzegovina</td>\n",
+       "      <td>Yes, full-time</td>\n",
+       "      <td>Secondary school (e.g. American high school, G...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Developer, desktop or enterprise applications;...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>17</td>\n",
+       "      <td>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>I've never had a job</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Financial performance or funding status of the...</td>\n",
+       "      <td>Something else changed (education, award, medi...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>C++;HTML/CSS;Python</td>\n",
+       "      <td>C++;HTML/CSS;JavaScript;SQL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MySQL</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>Django</td>\n",
+       "      <td>Django</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Atom;PyCharm</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Useful across many domains and could change ma...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Instagram</td>\n",
+       "      <td>Online</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>11-30 minutes</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 job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>I am not primarily a developer, but I write co...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>Thailand</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Web development or web design</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>100 to 499 employees</td>\n",
+       "      <td>Designer;Developer, back-end;Developer, front-...</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Not at all confident</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>1-2 years ago</td>\n",
+       "      <td>Interview with people in peer roles</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>THB</td>\n",
+       "      <td>Thai baht</td>\n",
+       "      <td>23000.0</td>\n",
+       "      <td>Monthly</td>\n",
+       "      <td>8820.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>Distracting work environment;Inadequate access...</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, but I think we should</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>HTML/CSS</td>\n",
+       "      <td>Elixir;HTML/CSS</td>\n",
+       "      <td>PostgreSQL</td>\n",
+       "      <td>PostgreSQL</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Other(s):</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Vim;Visual Studio Code</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Reddit</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2011</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>6-10 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Neutral</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech meetups or events in your area;Courses on...</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>The quality of OSS and closed source software ...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>United States</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>100 to 499 employees</td>\n",
+       "      <td>Developer, full-stack</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16</td>\n",
+       "      <td>Less than 1 year</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I am not interested in new job opportunities</td>\n",
+       "      <td>Less than a year ago</td>\n",
+       "      <td>Write code by hand (e.g., on a whiteboard);Int...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>USD</td>\n",
+       "      <td>United States dollar</td>\n",
+       "      <td>61000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>61000.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>A little below average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No, but I think we should</td>\n",
+       "      <td>Developers typically have the most influence o...</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>C;C++;C#;Python;SQL</td>\n",
+       "      <td>C;C#;JavaScript;SQL</td>\n",
+       "      <td>MySQL;SQLite</td>\n",
+       "      <td>MySQL;SQLite</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>.NET</td>\n",
+       "      <td>.NET</td>\n",
+       "      <td>Eclipse;Vim;Visual Studio;Visual Studio Code</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>I do not use containers</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for decentralized currency (i.e., Bitcoin)</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>SIGH</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Reddit</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Pass the ti...</td>\n",
+       "      <td>1-2 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>31-60 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>No, not really</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>White or of European descent</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>Ukraine</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Academic researcher;Developer, desktop or ente...</td>\n",
+       "      <td>16</td>\n",
+       "      <td>14</td>\n",
+       "      <td>9</td>\n",
+       "      <td>Very dissatisfied</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Somewhat confident</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>I am not interested in new job opportunities</td>\n",
+       "      <td>Less than a year ago</td>\n",
+       "      <td>Write any code;Write code by hand (e.g., on a ...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Industry that I'd be working in;Languages, fra...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>UAH</td>\n",
+       "      <td>Ukrainian hryvnia</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>There is a schedule and/or spec (made by me or...</td>\n",
+       "      <td>Being tasked with non-development work;Inadequ...</td>\n",
+       "      <td>A few days each month</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>A little above average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's part of our process</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA</td>\n",
+       "      <td>HTML/CSS;Java;JavaScript;SQL;WebAssembly</td>\n",
+       "      <td>Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite</td>\n",
+       "      <td>Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...</td>\n",
+       "      <td>Android;Linux;MacOS;Slack;Windows</td>\n",
+       "      <td>Android;Docker;Kubernetes;Linux;Slack</td>\n",
+       "      <td>Django;Express;Flask;jQuery;React.js;Spring</td>\n",
+       "      <td>Flask;jQuery;React.js;Spring</td>\n",
+       "      <td>Cordova;Node.js</td>\n",
+       "      <td>Apache Spark;Hadoop;Node.js;React Native</td>\n",
+       "      <td>IntelliJ;Notepad++;Vim</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Outside of work, for personal projects</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Also Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Facebook</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>I don't remember</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>Stack Overflow was much faster</td>\n",
+       "      <td>NaN</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 job board...</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech meetups or events in your area;Courses on...</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>White or of European descent;Multiracial</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                   MainBranch Hobbyist  \\\n",
+       "Respondent                                                               \n",
+       "1                      I am a student who is learning to code      Yes   \n",
+       "2                      I am a student who is learning to code       No   \n",
+       "3           I am not primarily a developer, but I write co...      Yes   \n",
+       "4                              I am a developer by profession       No   \n",
+       "5                              I am a developer by profession      Yes   \n",
+       "\n",
+       "                           OpenSourcer  \\\n",
+       "Respondent                               \n",
+       "1                                Never   \n",
+       "2              Less than once per year   \n",
+       "3                                Never   \n",
+       "4                                Never   \n",
+       "5           Once a month or more often   \n",
+       "\n",
+       "                                                   OpenSource  \\\n",
+       "Respondent                                                      \n",
+       "1           The quality of OSS and closed source software ...   \n",
+       "2           The quality of OSS and closed source software ...   \n",
+       "3           The quality of OSS and closed source software ...   \n",
+       "4           The quality of OSS and closed source software ...   \n",
+       "5           OSS is, on average, of HIGHER quality than pro...   \n",
+       "\n",
+       "                                        Employment                 Country  \\\n",
+       "Respondent                                                                   \n",
+       "1           Not employed, and not looking for work          United Kingdom   \n",
+       "2               Not employed, but looking for work  Bosnia and Herzegovina   \n",
+       "3                               Employed full-time                Thailand   \n",
+       "4                               Employed full-time           United States   \n",
+       "5                               Employed full-time                 Ukraine   \n",
+       "\n",
+       "                   Student                                            EdLevel  \\\n",
+       "Respondent                                                                      \n",
+       "1                       No                          Primary/elementary school   \n",
+       "2           Yes, full-time  Secondary school (e.g. American high school, G...   \n",
+       "3                       No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "4                       No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "5                       No           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "\n",
+       "                                               UndergradMajor  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                                                         NaN   \n",
+       "3                               Web development or web design   \n",
+       "4           Computer science, computer engineering, or sof...   \n",
+       "5           Computer science, computer engineering, or sof...   \n",
+       "\n",
+       "                                                     EduOther  \\\n",
+       "Respondent                                                      \n",
+       "1           Taught yourself a new language, framework, or ...   \n",
+       "2           Taken an online course in programming or softw...   \n",
+       "3           Taught yourself a new language, framework, or ...   \n",
+       "4           Taken an online course in programming or softw...   \n",
+       "5           Taken an online course in programming or softw...   \n",
+       "\n",
+       "                             OrgSize  \\\n",
+       "Respondent                             \n",
+       "1                                NaN   \n",
+       "2                                NaN   \n",
+       "3               100 to 499 employees   \n",
+       "4               100 to 499 employees   \n",
+       "5           10,000 or more employees   \n",
+       "\n",
+       "                                                      DevType YearsCode  \\\n",
+       "Respondent                                                                \n",
+       "1                                                         NaN         4   \n",
+       "2           Developer, desktop or enterprise applications;...       NaN   \n",
+       "3           Designer;Developer, back-end;Developer, front-...         3   \n",
+       "4                                       Developer, full-stack         3   \n",
+       "5           Academic researcher;Developer, desktop or ente...        16   \n",
+       "\n",
+       "           Age1stCode      YearsCodePro           CareerSat  \\\n",
+       "Respondent                                                    \n",
+       "1                  10               NaN                 NaN   \n",
+       "2                  17               NaN                 NaN   \n",
+       "3                  22                 1  Slightly satisfied   \n",
+       "4                  16  Less than 1 year      Very satisfied   \n",
+       "5                  14                 9   Very dissatisfied   \n",
+       "\n",
+       "                           JobSat              MgrIdiot  MgrMoney   MgrWant  \\\n",
+       "Respondent                                                                    \n",
+       "1                             NaN                   NaN       NaN       NaN   \n",
+       "2                             NaN                   NaN       NaN       NaN   \n",
+       "3              Slightly satisfied  Not at all confident  Not sure  Not sure   \n",
+       "4              Slightly satisfied        Very confident        No  Not sure   \n",
+       "5           Slightly dissatisfied    Somewhat confident       Yes        No   \n",
+       "\n",
+       "                                                      JobSeek  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                             I am actively looking for a job   \n",
+       "3           I’m not actively looking, but I am open to new...   \n",
+       "4                I am not interested in new job opportunities   \n",
+       "5                I am not interested in new job opportunities   \n",
+       "\n",
+       "                    LastHireDate  \\\n",
+       "Respondent                         \n",
+       "1                            NaN   \n",
+       "2           I've never had a job   \n",
+       "3                  1-2 years ago   \n",
+       "4           Less than a year ago   \n",
+       "5           Less than a year ago   \n",
+       "\n",
+       "                                                      LastInt FizzBuzz  \\\n",
+       "Respondent                                                               \n",
+       "1                                                         NaN      NaN   \n",
+       "2                                                         NaN      NaN   \n",
+       "3                         Interview with people in peer roles       No   \n",
+       "4           Write code by hand (e.g., on a whiteboard);Int...       No   \n",
+       "5           Write any code;Write code by hand (e.g., on a ...       No   \n",
+       "\n",
+       "                                                   JobFactors  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2           Financial performance or funding status of the...   \n",
+       "3           Languages, frameworks, and other technologies ...   \n",
+       "4           Languages, frameworks, and other technologies ...   \n",
+       "5           Industry that I'd be working in;Languages, fra...   \n",
+       "\n",
+       "                                                 ResumeUpdate CurrencySymbol  \\\n",
+       "Respondent                                                                     \n",
+       "1                                                         NaN            NaN   \n",
+       "2           Something else changed (education, award, medi...            NaN   \n",
+       "3                            I was preparing for a job search            THB   \n",
+       "4                            I was preparing for a job search            USD   \n",
+       "5                            I was preparing for a job search            UAH   \n",
+       "\n",
+       "                    CurrencyDesc  CompTotal CompFreq  ConvertedComp  \\\n",
+       "Respondent                                                            \n",
+       "1                            NaN        NaN      NaN            NaN   \n",
+       "2                            NaN        NaN      NaN            NaN   \n",
+       "3                      Thai baht    23000.0  Monthly         8820.0   \n",
+       "4           United States dollar    61000.0   Yearly        61000.0   \n",
+       "5              Ukrainian hryvnia        NaN      NaN            NaN   \n",
+       "\n",
+       "            WorkWeekHrs                                           WorkPlan  \\\n",
+       "Respondent                                                                   \n",
+       "1                   NaN                                                NaN   \n",
+       "2                   NaN                                                NaN   \n",
+       "3                  40.0  There's no schedule or spec; I work on what se...   \n",
+       "4                  80.0  There's no schedule or spec; I work on what se...   \n",
+       "5                  55.0  There is a schedule and/or spec (made by me or...   \n",
+       "\n",
+       "                                                WorkChallenge  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                                                         NaN   \n",
+       "3           Distracting work environment;Inadequate access...   \n",
+       "4                                                         NaN   \n",
+       "5           Being tasked with non-development work;Inadequ...   \n",
+       "\n",
+       "                                  WorkRemote WorkLoc                  ImpSyn  \\\n",
+       "Respondent                                                                     \n",
+       "1                                        NaN     NaN                     NaN   \n",
+       "2                                        NaN     NaN                     NaN   \n",
+       "3           Less than once per month / Never    Home                 Average   \n",
+       "4           Less than once per month / Never    Home  A little below average   \n",
+       "5                      A few days each month  Office  A little above average   \n",
+       "\n",
+       "                                            CodeRev  CodeRevHrs  \\\n",
+       "Respondent                                                        \n",
+       "1                                               NaN         NaN   \n",
+       "2                                               NaN         NaN   \n",
+       "3                                                No         NaN   \n",
+       "4                                                No         NaN   \n",
+       "5           Yes, because I see value in code review         NaN   \n",
+       "\n",
+       "                                UnitTests  \\\n",
+       "Respondent                                  \n",
+       "1                                     NaN   \n",
+       "2                                     NaN   \n",
+       "3               No, but I think we should   \n",
+       "4               No, but I think we should   \n",
+       "5           Yes, it's part of our process   \n",
+       "\n",
+       "                                                  PurchaseHow  \\\n",
+       "Respondent                                                      \n",
+       "1                                                         NaN   \n",
+       "2                                                         NaN   \n",
+       "3                                                    Not sure   \n",
+       "4           Developers typically have the most influence o...   \n",
+       "5                                                    Not sure   \n",
+       "\n",
+       "                             PurchaseWhat  \\\n",
+       "Respondent                                  \n",
+       "1                                     NaN   \n",
+       "2                                     NaN   \n",
+       "3           I have little or no influence   \n",
+       "4           I have little or no influence   \n",
+       "5           I have little or no influence   \n",
+       "\n",
+       "                                     LanguageWorkedWith  \\\n",
+       "Respondent                                                \n",
+       "1                       HTML/CSS;Java;JavaScript;Python   \n",
+       "2                                   C++;HTML/CSS;Python   \n",
+       "3                                              HTML/CSS   \n",
+       "4                                   C;C++;C#;Python;SQL   \n",
+       "5           C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA   \n",
+       "\n",
+       "                                     LanguageDesireNextYear  \\\n",
+       "Respondent                                                    \n",
+       "1           C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL   \n",
+       "2                               C++;HTML/CSS;JavaScript;SQL   \n",
+       "3                                           Elixir;HTML/CSS   \n",
+       "4                                       C;C#;JavaScript;SQL   \n",
+       "5                  HTML/CSS;Java;JavaScript;SQL;WebAssembly   \n",
+       "\n",
+       "                                          DatabaseWorkedWith  \\\n",
+       "Respondent                                                     \n",
+       "1                                                     SQLite   \n",
+       "2                                                        NaN   \n",
+       "3                                                 PostgreSQL   \n",
+       "4                                               MySQL;SQLite   \n",
+       "5           Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite   \n",
+       "\n",
+       "                                       DatabaseDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "1                                                       MySQL   \n",
+       "2                                                       MySQL   \n",
+       "3                                                  PostgreSQL   \n",
+       "4                                                MySQL;SQLite   \n",
+       "5           Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...   \n",
+       "\n",
+       "                           PlatformWorkedWith  \\\n",
+       "Respondent                                      \n",
+       "1                               MacOS;Windows   \n",
+       "2                                     Windows   \n",
+       "3                                         NaN   \n",
+       "4                               Linux;Windows   \n",
+       "5           Android;Linux;MacOS;Slack;Windows   \n",
+       "\n",
+       "                           PlatformDesireNextYear  \\\n",
+       "Respondent                                          \n",
+       "1                         Android;Arduino;Windows   \n",
+       "2                                         Windows   \n",
+       "3                                             NaN   \n",
+       "4                                   Linux;Windows   \n",
+       "5           Android;Docker;Kubernetes;Linux;Slack   \n",
+       "\n",
+       "                                     WebFrameWorkedWith  \\\n",
+       "Respondent                                                \n",
+       "1                                          Django;Flask   \n",
+       "2                                                Django   \n",
+       "3                                                   NaN   \n",
+       "4                                                   NaN   \n",
+       "5           Django;Express;Flask;jQuery;React.js;Spring   \n",
+       "\n",
+       "                  WebFrameDesireNextYear MiscTechWorkedWith  \\\n",
+       "Respondent                                                    \n",
+       "1                           Flask;jQuery            Node.js   \n",
+       "2                                 Django                NaN   \n",
+       "3                              Other(s):                NaN   \n",
+       "4                                    NaN               .NET   \n",
+       "5           Flask;jQuery;React.js;Spring    Cordova;Node.js   \n",
+       "\n",
+       "                              MiscTechDesireNextYear  \\\n",
+       "Respondent                                             \n",
+       "1                                            Node.js   \n",
+       "2                                                NaN   \n",
+       "3                                                NaN   \n",
+       "4                                               .NET   \n",
+       "5           Apache Spark;Hadoop;Node.js;React Native   \n",
+       "\n",
+       "                                              DevEnviron        OpSys  \\\n",
+       "Respondent                                                              \n",
+       "1                             IntelliJ;Notepad++;PyCharm      Windows   \n",
+       "2                                           Atom;PyCharm      Windows   \n",
+       "3                                 Vim;Visual Studio Code  Linux-based   \n",
+       "4           Eclipse;Vim;Visual Studio;Visual Studio Code      Windows   \n",
+       "5                                 IntelliJ;Notepad++;Vim  Linux-based   \n",
+       "\n",
+       "                                        Containers BlockchainOrg  \\\n",
+       "Respondent                                                         \n",
+       "1                          I do not use containers           NaN   \n",
+       "2                          I do not use containers           NaN   \n",
+       "3                          I do not use containers           NaN   \n",
+       "4                          I do not use containers    Not at all   \n",
+       "5           Outside of work, for personal projects    Not at all   \n",
+       "\n",
+       "                                                 BlockchainIs BetterLife  \\\n",
+       "Respondent                                                                 \n",
+       "1                                                         NaN        Yes   \n",
+       "2           Useful across many domains and could change ma...        Yes   \n",
+       "3                                                         NaN        Yes   \n",
+       "4           Useful for decentralized currency (i.e., Bitcoin)        Yes   \n",
+       "5                                                         NaN        Yes   \n",
+       "\n",
+       "                                            ITperson OffOn SocialMedia  \\\n",
+       "Respondent                                                               \n",
+       "1           Fortunately, someone else has that title   Yes     Twitter   \n",
+       "2                                                Yes   Yes   Instagram   \n",
+       "3                                                Yes   Yes      Reddit   \n",
+       "4                                               SIGH   Yes      Reddit   \n",
+       "5                                           Also Yes   Yes    Facebook   \n",
+       "\n",
+       "                        Extraversion ScreenName        SOVisit1st  \\\n",
+       "Respondent                                                          \n",
+       "1                             Online   Username              2017   \n",
+       "2                             Online   Username              2017   \n",
+       "3           In real life (in person)   Username              2011   \n",
+       "4           In real life (in person)   Username              2014   \n",
+       "5           In real life (in person)   Username  I don't remember   \n",
+       "\n",
+       "                                SOVisitFreq  \\\n",
+       "Respondent                                    \n",
+       "1           A few times per month or weekly   \n",
+       "2                     Daily or almost daily   \n",
+       "3                      A few times per week   \n",
+       "4                     Daily or almost daily   \n",
+       "5                    Multiple times per day   \n",
+       "\n",
+       "                                                    SOVisitTo  \\\n",
+       "Respondent                                                      \n",
+       "1           Find answers to specific questions;Learn how t...   \n",
+       "2           Find answers to specific questions;Learn how t...   \n",
+       "3           Find answers to specific questions;Learn how t...   \n",
+       "4           Find answers to specific questions;Pass the ti...   \n",
+       "5                          Find answers to specific questions   \n",
+       "\n",
+       "                           SOFindAnswer                     SOTimeSaved  \\\n",
+       "Respondent                                                                \n",
+       "1                    3-5 times per week  Stack Overflow was much faster   \n",
+       "2                    3-5 times per week  Stack Overflow was much faster   \n",
+       "3                   6-10 times per week        They were about the same   \n",
+       "4                    1-2 times per week  Stack Overflow was much faster   \n",
+       "5           More than 10 times per week  Stack Overflow was much faster   \n",
+       "\n",
+       "            SOHowMuchTime SOAccount                           SOPartFreq  \\\n",
+       "Respondent                                                                 \n",
+       "1           31-60 minutes        No                                  NaN   \n",
+       "2           11-30 minutes       Yes      A few times per month or weekly   \n",
+       "3                     NaN       Yes  Less than once per month or monthly   \n",
+       "4           31-60 minutes       Yes  Less than once per month or monthly   \n",
+       "5                     NaN       Yes      A few times per month or weekly   \n",
+       "\n",
+       "                                                       SOJobs  \\\n",
+       "Respondent                                                      \n",
+       "1           No, I didn't know that Stack Overflow had a jo...   \n",
+       "2           No, I knew that Stack Overflow had a job board...   \n",
+       "3                                                         Yes   \n",
+       "4                                                         Yes   \n",
+       "5           No, I knew that Stack Overflow had a job board...   \n",
+       "\n",
+       "                                                     EntTeams  \\\n",
+       "Respondent                                                      \n",
+       "1                         No, and I don't know what those are   \n",
+       "2                         No, and I don't know what those are   \n",
+       "3           No, I've heard of them, but I am not part of a...   \n",
+       "4                         No, and I don't know what those are   \n",
+       "5           No, I've heard of them, but I am not part of a...   \n",
+       "\n",
+       "                     SOComm                            WelcomeChange  \\\n",
+       "Respondent                                                             \n",
+       "1                   Neutral  Just as welcome now as I felt last year   \n",
+       "2             Yes, somewhat  Just as welcome now as I felt last year   \n",
+       "3                   Neutral  Just as welcome now as I felt last year   \n",
+       "4            No, not really  Just as welcome now as I felt last year   \n",
+       "5           Yes, definitely  Just as welcome now as I felt last year   \n",
+       "\n",
+       "                                                 SONewContent   Age Gender  \\\n",
+       "Respondent                                                                   \n",
+       "1           Tech articles written by other developers;Indu...  14.0    Man   \n",
+       "2           Tech articles written by other developers;Indu...  19.0    Man   \n",
+       "3           Tech meetups or events in your area;Courses on...  28.0    Man   \n",
+       "4           Tech articles written by other developers;Indu...  22.0    Man   \n",
+       "5           Tech meetups or events in your area;Courses on...  30.0    Man   \n",
+       "\n",
+       "           Trans                Sexuality  \\\n",
+       "Respondent                                  \n",
+       "1             No  Straight / Heterosexual   \n",
+       "2             No  Straight / Heterosexual   \n",
+       "3             No  Straight / Heterosexual   \n",
+       "4             No  Straight / Heterosexual   \n",
+       "5             No  Straight / Heterosexual   \n",
+       "\n",
+       "                                           Ethnicity Dependents  \\\n",
+       "Respondent                                                        \n",
+       "1                                                NaN         No   \n",
+       "2                                                NaN         No   \n",
+       "3                                                NaN        Yes   \n",
+       "4                       White or of European descent         No   \n",
+       "5           White or of European descent;Multiracial         No   \n",
+       "\n",
+       "                     SurveyLength                  SurveyEase  \n",
+       "Respondent                                                     \n",
+       "1           Appropriate in length  Neither easy nor difficult  \n",
+       "2           Appropriate in length  Neither easy nor difficult  \n",
+       "3           Appropriate in length  Neither easy nor difficult  \n",
+       "4           Appropriate in length                        Easy  \n",
+       "5           Appropriate in length                        Easy  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MainBranch</th>\n",
+       "      <th>Hobbyist</th>\n",
+       "      <th>OpenSourcer</th>\n",
+       "      <th>OpenSource</th>\n",
+       "      <th>Employment</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Student</th>\n",
+       "      <th>EdLevel</th>\n",
+       "      <th>UndergradMajor</th>\n",
+       "      <th>EduOther</th>\n",
+       "      <th>OrgSize</th>\n",
+       "      <th>DevType</th>\n",
+       "      <th>YearsCode</th>\n",
+       "      <th>Age1stCode</th>\n",
+       "      <th>YearsCodePro</th>\n",
+       "      <th>CareerSat</th>\n",
+       "      <th>JobSat</th>\n",
+       "      <th>MgrIdiot</th>\n",
+       "      <th>MgrMoney</th>\n",
+       "      <th>MgrWant</th>\n",
+       "      <th>JobSeek</th>\n",
+       "      <th>LastHireDate</th>\n",
+       "      <th>LastInt</th>\n",
+       "      <th>FizzBuzz</th>\n",
+       "      <th>JobFactors</th>\n",
+       "      <th>ResumeUpdate</th>\n",
+       "      <th>CurrencySymbol</th>\n",
+       "      <th>CurrencyDesc</th>\n",
+       "      <th>CompTotal</th>\n",
+       "      <th>CompFreq</th>\n",
+       "      <th>ConvertedComp</th>\n",
+       "      <th>WorkWeekHrs</th>\n",
+       "      <th>WorkPlan</th>\n",
+       "      <th>WorkChallenge</th>\n",
+       "      <th>WorkRemote</th>\n",
+       "      <th>WorkLoc</th>\n",
+       "      <th>ImpSyn</th>\n",
+       "      <th>CodeRev</th>\n",
+       "      <th>CodeRevHrs</th>\n",
+       "      <th>UnitTests</th>\n",
+       "      <th>PurchaseHow</th>\n",
+       "      <th>PurchaseWhat</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>WebFrameWorkedWith</th>\n",
+       "      <th>WebFrameDesireNextYear</th>\n",
+       "      <th>MiscTechWorkedWith</th>\n",
+       "      <th>MiscTechDesireNextYear</th>\n",
+       "      <th>DevEnviron</th>\n",
+       "      <th>OpSys</th>\n",
+       "      <th>Containers</th>\n",
+       "      <th>BlockchainOrg</th>\n",
+       "      <th>BlockchainIs</th>\n",
+       "      <th>BetterLife</th>\n",
+       "      <th>ITperson</th>\n",
+       "      <th>OffOn</th>\n",
+       "      <th>SocialMedia</th>\n",
+       "      <th>Extraversion</th>\n",
+       "      <th>ScreenName</th>\n",
+       "      <th>SOVisit1st</th>\n",
+       "      <th>SOVisitFreq</th>\n",
+       "      <th>SOVisitTo</th>\n",
+       "      <th>SOFindAnswer</th>\n",
+       "      <th>SOTimeSaved</th>\n",
+       "      <th>SOHowMuchTime</th>\n",
+       "      <th>SOAccount</th>\n",
+       "      <th>SOPartFreq</th>\n",
+       "      <th>SOJobs</th>\n",
+       "      <th>EntTeams</th>\n",
+       "      <th>SOComm</th>\n",
+       "      <th>WelcomeChange</th>\n",
+       "      <th>SONewContent</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Trans</th>\n",
+       "      <th>Sexuality</th>\n",
+       "      <th>Ethnicity</th>\n",
+       "      <th>Dependents</th>\n",
+       "      <th>SurveyLength</th>\n",
+       "      <th>SurveyEase</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Respondent</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
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+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>I code primarily as a hobby</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per year</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>India</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Developer, back-end;Engineer, site reliability</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...</td>\n",
+       "      <td>Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...</td>\n",
+       "      <td>Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...</td>\n",
+       "      <td>AWS;Docker;Heroku;Linux;MacOS;Slack</td>\n",
+       "      <td>Android;Arduino;AWS;Docker;Google Cloud Platfo...</td>\n",
+       "      <td>Express;Flask;React.js;Spring</td>\n",
+       "      <td>Django;Express;Flask;React.js;Vue.js</td>\n",
+       "      <td>Hadoop;Node.js;Pandas</td>\n",
+       "      <td>Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda...</td>\n",
+       "      <td>Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Development;Testing;Production;Outside of work...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Useful across many domains and could change ma...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>SIGH</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Handle</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>Less than once per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>A lot more welcome now than last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Master’s degree (MA, MS, M.Eng., MBA, etc.)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Data or business analyst;Data scientist or mac...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>20</td>\n",
+       "      <td>10</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Somewhat confident</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>3-4 years ago</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>950000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>13293.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>A few days each month</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>Far above average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>Yes, it's part of our process</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>C#;Go;JavaScript;Python;R;SQL</td>\n",
+       "      <td>C#;Go;JavaScript;Kotlin;Python;R;SQL</td>\n",
+       "      <td>Elasticsearch;MongoDB;Microsoft SQL Server;MyS...</td>\n",
+       "      <td>Elasticsearch;MongoDB;Microsoft SQL Server</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Android;Linux;Raspberry Pi;Windows</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Express;Flas...</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Express;Flas...</td>\n",
+       "      <td>.NET;Node.js;Pandas;Torch/PyTorch</td>\n",
+       "      <td>.NET;Node.js;TensorFlow;Torch/PyTorch</td>\n",
+       "      <td>Android Studio;Eclipse;IPython / Jupyter;Notep...</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for immutable record keeping outside of...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>Neither</td>\n",
+       "      <td>Screen Name</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions;Get a sense...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Somewhat less welcome now than last year</td>\n",
+       "      <td>Tech articles written by other developers;Tech...</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>Too long</td>\n",
+       "      <td>Difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>I am a student who is learning to code</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>India</td>\n",
+       "      <td>Yes, full-time</td>\n",
+       "      <td>Secondary school (e.g. American high school, G...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Student</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13</td>\n",
+       "      <td>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’m not actively looking, but I am open to new...</td>\n",
+       "      <td>I've never had a job</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Industry that I'd be working in;Languages, fra...</td>\n",
+       "      <td>Something else changed (education, award, medi...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...</td>\n",
+       "      <td>Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...</td>\n",
+       "      <td>MariaDB;MySQL;Oracle;SQLite</td>\n",
+       "      <td>MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Android;Google Cloud Platform;iOS;Linux;MacOS;...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Drupal;jQuer...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>.NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...</td>\n",
+       "      <td>Atom;NetBeans;Notepad++;Sublime Text;Vim</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Development</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of LOWER quality than prop...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Another engineering discipline (ex. civil, ele...</td>\n",
+       "      <td>Received on-the-job training in software devel...</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Developer, back-end;DevOps specialist</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>1-2 years ago</td>\n",
+       "      <td>Write code by hand (e.g., on a whiteboard);Int...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Specific department or team I'd be working on;...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>400000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>5597.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>There is a schedule and/or spec (made by me or...</td>\n",
+       "      <td>Meetings;Time spent commuting</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Other place, such as a coworking space or cafe</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's not part of our process but the deve...</td>\n",
+       "      <td>The CTO, CIO, or other management purchase new...</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...</td>\n",
+       "      <td>HTML/CSS;JavaScript;Python</td>\n",
+       "      <td>Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...</td>\n",
+       "      <td>Firebase;PostgreSQL;Redis;Other(s):</td>\n",
+       "      <td>Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...</td>\n",
+       "      <td>AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...</td>\n",
+       "      <td>Django;Express;Flask;jQuery</td>\n",
+       "      <td>Express;Flask;jQuery;React.js;Vue.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Notepad++;Visual Studio Code</td>\n",
+       "      <td>MacOS</td>\n",
+       "      <td>Testing</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for immutable record keeping outside of...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Also Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Tech...</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>South Asian</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Information systems, information technology, o...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>20 to 99 employees</td>\n",
+       "      <td>Developer, front-end;Developer, mobile</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Not sure</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>Write any code;Solve a brain-teaser style puzz...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>My job status changed (promotion, new job, etc.)</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Monthly</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>About half the time</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's not part of our process but the deve...</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Assembly;C;C++;C#;HTML/CSS;Java</td>\n",
+       "      <td>Kotlin</td>\n",
+       "      <td>Firebase;MySQL;Oracle;SQLite</td>\n",
+       "      <td>Firebase;SQLite</td>\n",
+       "      <td>Android</td>\n",
+       "      <td>Android</td>\n",
+       "      <td>ASP.NET</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Android Studio;IntelliJ</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>WhatsApp</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>A lot more welcome now than last year</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                        MainBranch Hobbyist  \\\n",
+       "Respondent                                                    \n",
+       "8                      I code primarily as a hobby      Yes   \n",
+       "10                  I am a developer by profession      Yes   \n",
+       "15          I am a student who is learning to code      Yes   \n",
+       "50                  I am a developer by profession      Yes   \n",
+       "65                  I am a developer by profession      Yes   \n",
+       "\n",
+       "                           OpenSourcer  \\\n",
+       "Respondent                               \n",
+       "8              Less than once per year   \n",
+       "10          Once a month or more often   \n",
+       "15                               Never   \n",
+       "50          Once a month or more often   \n",
+       "65                               Never   \n",
+       "\n",
+       "                                                   OpenSource  \\\n",
+       "Respondent                                                      \n",
+       "8           OSS is, on average, of HIGHER quality than pro...   \n",
+       "10          OSS is, on average, of HIGHER quality than pro...   \n",
+       "15          OSS is, on average, of HIGHER quality than pro...   \n",
+       "50          OSS is, on average, of LOWER quality than prop...   \n",
+       "65                                                        NaN   \n",
+       "\n",
+       "                                    Employment Country         Student  \\\n",
+       "Respondent                                                               \n",
+       "8           Not employed, but looking for work   India             NaN   \n",
+       "10                          Employed full-time   India              No   \n",
+       "15          Not employed, but looking for work   India  Yes, full-time   \n",
+       "50                          Employed full-time   India              No   \n",
+       "65                          Employed full-time   India              No   \n",
+       "\n",
+       "                                                      EdLevel  \\\n",
+       "Respondent                                                      \n",
+       "8                    Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "10                Master’s degree (MA, MS, M.Eng., MBA, etc.)   \n",
+       "15          Secondary school (e.g. American high school, G...   \n",
+       "50                   Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "65                   Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "\n",
+       "                                               UndergradMajor  \\\n",
+       "Respondent                                                      \n",
+       "8           Computer science, computer engineering, or sof...   \n",
+       "10                                                        NaN   \n",
+       "15                                                        NaN   \n",
+       "50          Another engineering discipline (ex. civil, ele...   \n",
+       "65          Information systems, information technology, o...   \n",
+       "\n",
+       "                                                     EduOther  \\\n",
+       "Respondent                                                      \n",
+       "8           Taught yourself a new language, framework, or ...   \n",
+       "10                                                        NaN   \n",
+       "15          Taken an online course in programming or softw...   \n",
+       "50          Received on-the-job training in software devel...   \n",
+       "65                                                        NaN   \n",
+       "\n",
+       "                             OrgSize  \\\n",
+       "Respondent                             \n",
+       "8                                NaN   \n",
+       "10          10,000 or more employees   \n",
+       "15                               NaN   \n",
+       "50          10,000 or more employees   \n",
+       "65                20 to 99 employees   \n",
+       "\n",
+       "                                                      DevType YearsCode  \\\n",
+       "Respondent                                                                \n",
+       "8              Developer, back-end;Engineer, site reliability         8   \n",
+       "10          Data or business analyst;Data scientist or mac...        12   \n",
+       "15                                                    Student         3   \n",
+       "50                      Developer, back-end;DevOps specialist         7   \n",
+       "65                     Developer, front-end;Developer, mobile         2   \n",
+       "\n",
+       "           Age1stCode YearsCodePro              CareerSat  \\\n",
+       "Respondent                                                  \n",
+       "8                  16          NaN                    NaN   \n",
+       "10                 20           10  Slightly dissatisfied   \n",
+       "15                 13          NaN                    NaN   \n",
+       "50                 15            2     Slightly satisfied   \n",
+       "65                 17            2         Very satisfied   \n",
+       "\n",
+       "                           JobSat            MgrIdiot  MgrMoney   MgrWant  \\\n",
+       "Respondent                                                                  \n",
+       "8                             NaN                 NaN       NaN       NaN   \n",
+       "10          Slightly dissatisfied  Somewhat confident       Yes       Yes   \n",
+       "15                            NaN                 NaN       NaN       NaN   \n",
+       "50                 Very satisfied      Very confident  Not sure       Yes   \n",
+       "65                 Very satisfied      Very confident        No  Not sure   \n",
+       "\n",
+       "                                                      JobSeek  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         NaN   \n",
+       "10          I’m not actively looking, but I am open to new...   \n",
+       "15          I’m not actively looking, but I am open to new...   \n",
+       "50          I’m not actively looking, but I am open to new...   \n",
+       "65          I’m not actively looking, but I am open to new...   \n",
+       "\n",
+       "                    LastHireDate  \\\n",
+       "Respondent                         \n",
+       "8                            NaN   \n",
+       "10                 3-4 years ago   \n",
+       "15          I've never had a job   \n",
+       "50                 1-2 years ago   \n",
+       "65          Less than a year ago   \n",
+       "\n",
+       "                                                      LastInt FizzBuzz  \\\n",
+       "Respondent                                                               \n",
+       "8                                                         NaN      NaN   \n",
+       "10                                                        NaN       No   \n",
+       "15                                                        NaN      NaN   \n",
+       "50          Write code by hand (e.g., on a whiteboard);Int...       No   \n",
+       "65          Write any code;Solve a brain-teaser style puzz...       No   \n",
+       "\n",
+       "                                                   JobFactors  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         NaN   \n",
+       "10          Languages, frameworks, and other technologies ...   \n",
+       "15          Industry that I'd be working in;Languages, fra...   \n",
+       "50          Specific department or team I'd be working on;...   \n",
+       "65          Languages, frameworks, and other technologies ...   \n",
+       "\n",
+       "                                                 ResumeUpdate CurrencySymbol  \\\n",
+       "Respondent                                                                     \n",
+       "8                                                         NaN            NaN   \n",
+       "10                                                        NaN            INR   \n",
+       "15          Something else changed (education, award, medi...            NaN   \n",
+       "50                           I was preparing for a job search            INR   \n",
+       "65           My job status changed (promotion, new job, etc.)            INR   \n",
+       "\n",
+       "            CurrencyDesc  CompTotal CompFreq  ConvertedComp  WorkWeekHrs  \\\n",
+       "Respondent                                                                 \n",
+       "8                    NaN        NaN      NaN            NaN          NaN   \n",
+       "10          Indian rupee   950000.0   Yearly        13293.0         70.0   \n",
+       "15                   NaN        NaN      NaN            NaN          NaN   \n",
+       "50          Indian rupee   400000.0   Yearly         5597.0          7.0   \n",
+       "65          Indian rupee        NaN  Monthly            NaN         48.0   \n",
+       "\n",
+       "                                                     WorkPlan  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         NaN   \n",
+       "10          There's no schedule or spec; I work on what se...   \n",
+       "15                                                        NaN   \n",
+       "50          There is a schedule and/or spec (made by me or...   \n",
+       "65          There's no schedule or spec; I work on what se...   \n",
+       "\n",
+       "                            WorkChallenge                        WorkRemote  \\\n",
+       "Respondent                                                                    \n",
+       "8                                     NaN                               NaN   \n",
+       "10                                    NaN             A few days each month   \n",
+       "15                                    NaN                               NaN   \n",
+       "50          Meetings;Time spent commuting  Less than once per month / Never   \n",
+       "65                                    NaN               About half the time   \n",
+       "\n",
+       "                                                   WorkLoc             ImpSyn  \\\n",
+       "Respondent                                                                      \n",
+       "8                                                      NaN                NaN   \n",
+       "10                                                    Home  Far above average   \n",
+       "15                                                     NaN                NaN   \n",
+       "50          Other place, such as a coworking space or cafe            Average   \n",
+       "65                                                  Office            Average   \n",
+       "\n",
+       "                                            CodeRev  CodeRevHrs  \\\n",
+       "Respondent                                                        \n",
+       "8                                               NaN         NaN   \n",
+       "10          Yes, because I see value in code review         4.0   \n",
+       "15                                              NaN         NaN   \n",
+       "50                                               No         NaN   \n",
+       "65          Yes, because I see value in code review         NaN   \n",
+       "\n",
+       "                                                    UnitTests  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         NaN   \n",
+       "10                              Yes, it's part of our process   \n",
+       "15                                                        NaN   \n",
+       "50          Yes, it's not part of our process but the deve...   \n",
+       "65          Yes, it's not part of our process but the deve...   \n",
+       "\n",
+       "                                                  PurchaseHow  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         NaN   \n",
+       "10                                                        NaN   \n",
+       "15                                                        NaN   \n",
+       "50          The CTO, CIO, or other management purchase new...   \n",
+       "65                                                   Not sure   \n",
+       "\n",
+       "                             PurchaseWhat  \\\n",
+       "Respondent                                  \n",
+       "8                                     NaN   \n",
+       "10                                    NaN   \n",
+       "15                                    NaN   \n",
+       "50          I have little or no influence   \n",
+       "65                                    NaN   \n",
+       "\n",
+       "                                           LanguageWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8           Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...   \n",
+       "10                              C#;Go;JavaScript;Python;R;SQL   \n",
+       "15          Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...   \n",
+       "50          Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...   \n",
+       "65                            Assembly;C;C++;C#;HTML/CSS;Java   \n",
+       "\n",
+       "                                       LanguageDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...   \n",
+       "10                       C#;Go;JavaScript;Kotlin;Python;R;SQL   \n",
+       "15          Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...   \n",
+       "50                                 HTML/CSS;JavaScript;Python   \n",
+       "65                                                     Kotlin   \n",
+       "\n",
+       "                                           DatabaseWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8           Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...   \n",
+       "10          Elasticsearch;MongoDB;Microsoft SQL Server;MyS...   \n",
+       "15                                MariaDB;MySQL;Oracle;SQLite   \n",
+       "50          Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...   \n",
+       "65                               Firebase;MySQL;Oracle;SQLite   \n",
+       "\n",
+       "                                       DatabaseDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...   \n",
+       "10                 Elasticsearch;MongoDB;Microsoft SQL Server   \n",
+       "15          MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...   \n",
+       "50                        Firebase;PostgreSQL;Redis;Other(s):   \n",
+       "65                                            Firebase;SQLite   \n",
+       "\n",
+       "                                           PlatformWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8                         AWS;Docker;Heroku;Linux;MacOS;Slack   \n",
+       "10                                              Linux;Windows   \n",
+       "15                                              Linux;Windows   \n",
+       "50          Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...   \n",
+       "65                                                    Android   \n",
+       "\n",
+       "                                       PlatformDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Android;Arduino;AWS;Docker;Google Cloud Platfo...   \n",
+       "10                         Android;Linux;Raspberry Pi;Windows   \n",
+       "15          Android;Google Cloud Platform;iOS;Linux;MacOS;...   \n",
+       "50          AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...   \n",
+       "65                                                    Android   \n",
+       "\n",
+       "                                           WebFrameWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8                               Express;Flask;React.js;Spring   \n",
+       "10          Angular/Angular.js;ASP.NET;Django;Express;Flas...   \n",
+       "15                                                        NaN   \n",
+       "50                                Django;Express;Flask;jQuery   \n",
+       "65                                                    ASP.NET   \n",
+       "\n",
+       "                                       WebFrameDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8                        Django;Express;Flask;React.js;Vue.js   \n",
+       "10          Angular/Angular.js;ASP.NET;Django;Express;Flas...   \n",
+       "15          Angular/Angular.js;ASP.NET;Django;Drupal;jQuer...   \n",
+       "50                       Express;Flask;jQuery;React.js;Vue.js   \n",
+       "65                                                        NaN   \n",
+       "\n",
+       "                           MiscTechWorkedWith  \\\n",
+       "Respondent                                      \n",
+       "8                       Hadoop;Node.js;Pandas   \n",
+       "10          .NET;Node.js;Pandas;Torch/PyTorch   \n",
+       "15                                        NaN   \n",
+       "50                                    Node.js   \n",
+       "65                                        NaN   \n",
+       "\n",
+       "                                       MiscTechDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda...   \n",
+       "10                      .NET;Node.js;TensorFlow;Torch/PyTorch   \n",
+       "15          .NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...   \n",
+       "50                                                    Node.js   \n",
+       "65                                                        NaN   \n",
+       "\n",
+       "                                                   DevEnviron        OpSys  \\\n",
+       "Respondent                                                                   \n",
+       "8           Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...  Linux-based   \n",
+       "10          Android Studio;Eclipse;IPython / Jupyter;Notep...      Windows   \n",
+       "15                   Atom;NetBeans;Notepad++;Sublime Text;Vim  Linux-based   \n",
+       "50                               Notepad++;Visual Studio Code        MacOS   \n",
+       "65                                    Android Studio;IntelliJ  Linux-based   \n",
+       "\n",
+       "                                                   Containers BlockchainOrg  \\\n",
+       "Respondent                                                                    \n",
+       "8           Development;Testing;Production;Outside of work...           NaN   \n",
+       "10                                                        NaN    Not at all   \n",
+       "15                                                Development           NaN   \n",
+       "50                                                    Testing    Not at all   \n",
+       "65                                                        NaN           NaN   \n",
+       "\n",
+       "                                                 BlockchainIs BetterLife  \\\n",
+       "Respondent                                                                 \n",
+       "8           Useful across many domains and could change ma...        Yes   \n",
+       "10          Useful for immutable record keeping outside of...         No   \n",
+       "15                                                        NaN        Yes   \n",
+       "50          Useful for immutable record keeping outside of...        Yes   \n",
+       "65                                                        NaN        Yes   \n",
+       "\n",
+       "            ITperson  OffOn SocialMedia              Extraversion  \\\n",
+       "Respondent                                                          \n",
+       "8               SIGH    Yes     YouTube  In real life (in person)   \n",
+       "10               Yes    Yes     YouTube                   Neither   \n",
+       "15               Yes  What?     YouTube  In real life (in person)   \n",
+       "50          Also Yes  What?     YouTube  In real life (in person)   \n",
+       "65               Yes  What?    WhatsApp  In real life (in person)   \n",
+       "\n",
+       "             ScreenName SOVisit1st             SOVisitFreq  \\\n",
+       "Respondent                                                   \n",
+       "8                Handle       2012    A few times per week   \n",
+       "10          Screen Name        NaN  Multiple times per day   \n",
+       "15                  NaN       2018   Daily or almost daily   \n",
+       "50             Username       2012   Daily or almost daily   \n",
+       "65                  NaN       2017  Multiple times per day   \n",
+       "\n",
+       "                                                    SOVisitTo  \\\n",
+       "Respondent                                                      \n",
+       "8           Find answers to specific questions;Learn how t...   \n",
+       "10          Find answers to specific questions;Get a sense...   \n",
+       "15          Find answers to specific questions;Learn how t...   \n",
+       "50          Find answers to specific questions;Learn how t...   \n",
+       "65                         Find answers to specific questions   \n",
+       "\n",
+       "                           SOFindAnswer                         SOTimeSaved  \\\n",
+       "Respondent                                                                    \n",
+       "8               Less than once per week  Stack Overflow was slightly faster   \n",
+       "10                   3-5 times per week            They were about the same   \n",
+       "15          More than 10 times per week            They were about the same   \n",
+       "50                   3-5 times per week  Stack Overflow was slightly faster   \n",
+       "65          More than 10 times per week  Stack Overflow was slightly faster   \n",
+       "\n",
+       "            SOHowMuchTime SOAccount                           SOPartFreq  \\\n",
+       "Respondent                                                                 \n",
+       "8           11-30 minutes       Yes  Less than once per month or monthly   \n",
+       "10                    NaN       Yes      A few times per month or weekly   \n",
+       "15                    NaN       Yes  Less than once per month or monthly   \n",
+       "50          11-30 minutes       Yes  Less than once per month or monthly   \n",
+       "65          11-30 minutes       Yes                 A few times per week   \n",
+       "\n",
+       "                                                       SOJobs  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         Yes   \n",
+       "10                                                        Yes   \n",
+       "15                                                        Yes   \n",
+       "50          No, I knew that Stack Overflow had a job board...   \n",
+       "65          No, I knew that Stack Overflow had a job board...   \n",
+       "\n",
+       "                                                     EntTeams  \\\n",
+       "Respondent                                                      \n",
+       "8                         No, and I don't know what those are   \n",
+       "10                        No, and I don't know what those are   \n",
+       "15          No, I've heard of them, but I am not part of a...   \n",
+       "50                        No, and I don't know what those are   \n",
+       "65                        No, and I don't know what those are   \n",
+       "\n",
+       "                     SOComm                             WelcomeChange  \\\n",
+       "Respondent                                                              \n",
+       "8           Yes, definitely     A lot more welcome now than last year   \n",
+       "10            Yes, somewhat  Somewhat less welcome now than last year   \n",
+       "15            Yes, somewhat   Just as welcome now as I felt last year   \n",
+       "50          Yes, definitely   Just as welcome now as I felt last year   \n",
+       "65                 Not sure     A lot more welcome now than last year   \n",
+       "\n",
+       "                                                 SONewContent   Age Gender  \\\n",
+       "Respondent                                                                   \n",
+       "8           Tech articles written by other developers;Indu...  24.0    Man   \n",
+       "10          Tech articles written by other developers;Tech...   NaN    NaN   \n",
+       "15          Tech articles written by other developers;Indu...  20.0    Man   \n",
+       "50          Tech articles written by other developers;Tech...  23.0    Man   \n",
+       "65                                                        NaN  21.0    Man   \n",
+       "\n",
+       "           Trans                Sexuality    Ethnicity Dependents  \\\n",
+       "Respondent                                                          \n",
+       "8             No  Straight / Heterosexual          NaN        NaN   \n",
+       "10           NaN                      NaN          NaN        Yes   \n",
+       "15            No                      NaN          NaN        Yes   \n",
+       "50            No                      NaN  South Asian         No   \n",
+       "65            No                      NaN          NaN        Yes   \n",
+       "\n",
+       "                     SurveyLength                  SurveyEase  \n",
+       "Respondent                                                     \n",
+       "8           Appropriate in length  Neither easy nor difficult  \n",
+       "10                       Too long                   Difficult  \n",
+       "15                       Too long  Neither easy nor difficult  \n",
+       "50                       Too long                        Easy  \n",
+       "65          Appropriate in length  Neither easy nor difficult  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "filt = (df['Country'] == 'India')\n",
+    "india_df = df.loc[filt]\n",
+    "india_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "india_df.to_csv('data/modified.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "india_df.to_csv('data/modified.tsv', sep='\\t')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "india_df.to_excel('data/modified.xlsx')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test = pd.read_excel('data/modified.xlsx', index_col='Respondent')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "        vertical-align: top;\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MainBranch</th>\n",
+       "      <th>Hobbyist</th>\n",
+       "      <th>OpenSourcer</th>\n",
+       "      <th>OpenSource</th>\n",
+       "      <th>Employment</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Student</th>\n",
+       "      <th>EdLevel</th>\n",
+       "      <th>UndergradMajor</th>\n",
+       "      <th>EduOther</th>\n",
+       "      <th>OrgSize</th>\n",
+       "      <th>DevType</th>\n",
+       "      <th>YearsCode</th>\n",
+       "      <th>Age1stCode</th>\n",
+       "      <th>YearsCodePro</th>\n",
+       "      <th>CareerSat</th>\n",
+       "      <th>JobSat</th>\n",
+       "      <th>MgrIdiot</th>\n",
+       "      <th>MgrMoney</th>\n",
+       "      <th>MgrWant</th>\n",
+       "      <th>JobSeek</th>\n",
+       "      <th>LastHireDate</th>\n",
+       "      <th>LastInt</th>\n",
+       "      <th>FizzBuzz</th>\n",
+       "      <th>JobFactors</th>\n",
+       "      <th>ResumeUpdate</th>\n",
+       "      <th>CurrencySymbol</th>\n",
+       "      <th>CurrencyDesc</th>\n",
+       "      <th>CompTotal</th>\n",
+       "      <th>CompFreq</th>\n",
+       "      <th>ConvertedComp</th>\n",
+       "      <th>WorkWeekHrs</th>\n",
+       "      <th>WorkPlan</th>\n",
+       "      <th>WorkChallenge</th>\n",
+       "      <th>WorkRemote</th>\n",
+       "      <th>WorkLoc</th>\n",
+       "      <th>ImpSyn</th>\n",
+       "      <th>CodeRev</th>\n",
+       "      <th>CodeRevHrs</th>\n",
+       "      <th>UnitTests</th>\n",
+       "      <th>PurchaseHow</th>\n",
+       "      <th>PurchaseWhat</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>WebFrameWorkedWith</th>\n",
+       "      <th>WebFrameDesireNextYear</th>\n",
+       "      <th>MiscTechWorkedWith</th>\n",
+       "      <th>MiscTechDesireNextYear</th>\n",
+       "      <th>DevEnviron</th>\n",
+       "      <th>OpSys</th>\n",
+       "      <th>Containers</th>\n",
+       "      <th>BlockchainOrg</th>\n",
+       "      <th>BlockchainIs</th>\n",
+       "      <th>BetterLife</th>\n",
+       "      <th>ITperson</th>\n",
+       "      <th>OffOn</th>\n",
+       "      <th>SocialMedia</th>\n",
+       "      <th>Extraversion</th>\n",
+       "      <th>ScreenName</th>\n",
+       "      <th>SOVisit1st</th>\n",
+       "      <th>SOVisitFreq</th>\n",
+       "      <th>SOVisitTo</th>\n",
+       "      <th>SOFindAnswer</th>\n",
+       "      <th>SOTimeSaved</th>\n",
+       "      <th>SOHowMuchTime</th>\n",
+       "      <th>SOAccount</th>\n",
+       "      <th>SOPartFreq</th>\n",
+       "      <th>SOJobs</th>\n",
+       "      <th>EntTeams</th>\n",
+       "      <th>SOComm</th>\n",
+       "      <th>WelcomeChange</th>\n",
+       "      <th>SONewContent</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Trans</th>\n",
+       "      <th>Sexuality</th>\n",
+       "      <th>Ethnicity</th>\n",
+       "      <th>Dependents</th>\n",
+       "      <th>SurveyLength</th>\n",
+       "      <th>SurveyEase</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Respondent</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>I code primarily as a hobby</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per year</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>India</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Developer, back-end;Engineer, site reliability</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...</td>\n",
+       "      <td>Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...</td>\n",
+       "      <td>Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...</td>\n",
+       "      <td>AWS;Docker;Heroku;Linux;MacOS;Slack</td>\n",
+       "      <td>Android;Arduino;AWS;Docker;Google Cloud Platfo...</td>\n",
+       "      <td>Express;Flask;React.js;Spring</td>\n",
+       "      <td>Django;Express;Flask;React.js;Vue.js</td>\n",
+       "      <td>Hadoop;Node.js;Pandas</td>\n",
+       "      <td>Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda...</td>\n",
+       "      <td>Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Development;Testing;Production;Outside of work...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Useful across many domains and could change ma...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>SIGH</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Handle</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>Less than once per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>A lot more welcome now than last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Master’s degree (MA, MS, M.Eng., MBA, etc.)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Data or business analyst;Data scientist or mac...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>20</td>\n",
+       "      <td>10</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Somewhat confident</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>3-4 years ago</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>950000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>13293.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>A few days each month</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>Far above average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>Yes, it's part of our process</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>C#;Go;JavaScript;Python;R;SQL</td>\n",
+       "      <td>C#;Go;JavaScript;Kotlin;Python;R;SQL</td>\n",
+       "      <td>Elasticsearch;MongoDB;Microsoft SQL Server;MyS...</td>\n",
+       "      <td>Elasticsearch;MongoDB;Microsoft SQL Server</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Android;Linux;Raspberry Pi;Windows</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Express;Flas...</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Express;Flas...</td>\n",
+       "      <td>.NET;Node.js;Pandas;Torch/PyTorch</td>\n",
+       "      <td>.NET;Node.js;TensorFlow;Torch/PyTorch</td>\n",
+       "      <td>Android Studio;Eclipse;IPython / Jupyter;Notep...</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for immutable record keeping outside of...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>Neither</td>\n",
+       "      <td>Screen Name</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions;Get a sense...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Somewhat less welcome now than last year</td>\n",
+       "      <td>Tech articles written by other developers;Tech...</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>Too long</td>\n",
+       "      <td>Difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>I am a student who is learning to code</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>India</td>\n",
+       "      <td>Yes, full-time</td>\n",
+       "      <td>Secondary school (e.g. American high school, G...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Student</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13</td>\n",
+       "      <td>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’m not actively looking, but I am open to new...</td>\n",
+       "      <td>I've never had a job</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Industry that I'd be working in;Languages, fra...</td>\n",
+       "      <td>Something else changed (education, award, medi...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...</td>\n",
+       "      <td>Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...</td>\n",
+       "      <td>MariaDB;MySQL;Oracle;SQLite</td>\n",
+       "      <td>MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Android;Google Cloud Platform;iOS;Linux;MacOS;...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Drupal;jQuer...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>.NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...</td>\n",
+       "      <td>Atom;NetBeans;Notepad++;Sublime Text;Vim</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Development</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of LOWER quality than prop...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Another engineering discipline (ex. civil, ele...</td>\n",
+       "      <td>Received on-the-job training in software devel...</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Developer, back-end;DevOps specialist</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>1-2 years ago</td>\n",
+       "      <td>Write code by hand (e.g., on a whiteboard);Int...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Specific department or team I'd be working on;...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>400000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>5597.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>There is a schedule and/or spec (made by me or...</td>\n",
+       "      <td>Meetings;Time spent commuting</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Other place, such as a coworking space or cafe</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's not part of our process but the deve...</td>\n",
+       "      <td>The CTO, CIO, or other management purchase new...</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...</td>\n",
+       "      <td>HTML/CSS;JavaScript;Python</td>\n",
+       "      <td>Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...</td>\n",
+       "      <td>Firebase;PostgreSQL;Redis;Other(s):</td>\n",
+       "      <td>Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...</td>\n",
+       "      <td>AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...</td>\n",
+       "      <td>Django;Express;Flask;jQuery</td>\n",
+       "      <td>Express;Flask;jQuery;React.js;Vue.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Notepad++;Visual Studio Code</td>\n",
+       "      <td>MacOS</td>\n",
+       "      <td>Testing</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for immutable record keeping outside of...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Also Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Tech...</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>South Asian</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Information systems, information technology, o...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>20 to 99 employees</td>\n",
+       "      <td>Developer, front-end;Developer, mobile</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Not sure</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>Write any code;Solve a brain-teaser style puzz...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>My job status changed (promotion, new job, etc.)</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Monthly</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>About half the time</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's not part of our process but the deve...</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Assembly;C;C++;C#;HTML/CSS;Java</td>\n",
+       "      <td>Kotlin</td>\n",
+       "      <td>Firebase;MySQL;Oracle;SQLite</td>\n",
+       "      <td>Firebase;SQLite</td>\n",
+       "      <td>Android</td>\n",
+       "      <td>Android</td>\n",
+       "      <td>ASP.NET</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Android Studio;IntelliJ</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>WhatsApp</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>A lot more welcome now than last year</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                        MainBranch Hobbyist  \\\n",
+       "Respondent                                                    \n",
+       "8                      I code primarily as a hobby      Yes   \n",
+       "10                  I am a developer by profession      Yes   \n",
+       "15          I am a student who is learning to code      Yes   \n",
+       "50                  I am a developer by profession      Yes   \n",
+       "65                  I am a developer by profession      Yes   \n",
+       "\n",
+       "                           OpenSourcer  \\\n",
+       "Respondent                               \n",
+       "8              Less than once per year   \n",
+       "10          Once a month or more often   \n",
+       "15                               Never   \n",
+       "50          Once a month or more often   \n",
+       "65                               Never   \n",
+       "\n",
+       "                                                   OpenSource  \\\n",
+       "Respondent                                                      \n",
+       "8           OSS is, on average, of HIGHER quality than pro...   \n",
+       "10          OSS is, on average, of HIGHER quality than pro...   \n",
+       "15          OSS is, on average, of HIGHER quality than pro...   \n",
+       "50          OSS is, on average, of LOWER quality than prop...   \n",
+       "65                                                        NaN   \n",
+       "\n",
+       "                                    Employment Country         Student  \\\n",
+       "Respondent                                                               \n",
+       "8           Not employed, but looking for work   India             NaN   \n",
+       "10                          Employed full-time   India              No   \n",
+       "15          Not employed, but looking for work   India  Yes, full-time   \n",
+       "50                          Employed full-time   India              No   \n",
+       "65                          Employed full-time   India              No   \n",
+       "\n",
+       "                                                      EdLevel  \\\n",
+       "Respondent                                                      \n",
+       "8                    Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "10                Master’s degree (MA, MS, M.Eng., MBA, etc.)   \n",
+       "15          Secondary school (e.g. American high school, G...   \n",
+       "50                   Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "65                   Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "\n",
+       "                                               UndergradMajor  \\\n",
+       "Respondent                                                      \n",
+       "8           Computer science, computer engineering, or sof...   \n",
+       "10                                                        NaN   \n",
+       "15                                                        NaN   \n",
+       "50          Another engineering discipline (ex. civil, ele...   \n",
+       "65          Information systems, information technology, o...   \n",
+       "\n",
+       "                                                     EduOther  \\\n",
+       "Respondent                                                      \n",
+       "8           Taught yourself a new language, framework, or ...   \n",
+       "10                                                        NaN   \n",
+       "15          Taken an online course in programming or softw...   \n",
+       "50          Received on-the-job training in software devel...   \n",
+       "65                                                        NaN   \n",
+       "\n",
+       "                             OrgSize  \\\n",
+       "Respondent                             \n",
+       "8                                NaN   \n",
+       "10          10,000 or more employees   \n",
+       "15                               NaN   \n",
+       "50          10,000 or more employees   \n",
+       "65                20 to 99 employees   \n",
+       "\n",
+       "                                                      DevType YearsCode  \\\n",
+       "Respondent                                                                \n",
+       "8              Developer, back-end;Engineer, site reliability         8   \n",
+       "10          Data or business analyst;Data scientist or mac...        12   \n",
+       "15                                                    Student         3   \n",
+       "50                      Developer, back-end;DevOps specialist         7   \n",
+       "65                     Developer, front-end;Developer, mobile         2   \n",
+       "\n",
+       "           Age1stCode YearsCodePro              CareerSat  \\\n",
+       "Respondent                                                  \n",
+       "8                  16          NaN                    NaN   \n",
+       "10                 20           10  Slightly dissatisfied   \n",
+       "15                 13          NaN                    NaN   \n",
+       "50                 15            2     Slightly satisfied   \n",
+       "65                 17            2         Very satisfied   \n",
+       "\n",
+       "                           JobSat            MgrIdiot  MgrMoney   MgrWant  \\\n",
+       "Respondent                                                                  \n",
+       "8                             NaN                 NaN       NaN       NaN   \n",
+       "10          Slightly dissatisfied  Somewhat confident       Yes       Yes   \n",
+       "15                            NaN                 NaN       NaN       NaN   \n",
+       "50                 Very satisfied      Very confident  Not sure       Yes   \n",
+       "65                 Very satisfied      Very confident        No  Not sure   \n",
+       "\n",
+       "                                                      JobSeek  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         NaN   \n",
+       "10          I’m not actively looking, but I am open to new...   \n",
+       "15          I’m not actively looking, but I am open to new...   \n",
+       "50          I’m not actively looking, but I am open to new...   \n",
+       "65          I’m not actively looking, but I am open to new...   \n",
+       "\n",
+       "                    LastHireDate  \\\n",
+       "Respondent                         \n",
+       "8                            NaN   \n",
+       "10                 3-4 years ago   \n",
+       "15          I've never had a job   \n",
+       "50                 1-2 years ago   \n",
+       "65          Less than a year ago   \n",
+       "\n",
+       "                                                      LastInt FizzBuzz  \\\n",
+       "Respondent                                                               \n",
+       "8                                                         NaN      NaN   \n",
+       "10                                                        NaN       No   \n",
+       "15                                                        NaN      NaN   \n",
+       "50          Write code by hand (e.g., on a whiteboard);Int...       No   \n",
+       "65          Write any code;Solve a brain-teaser style puzz...       No   \n",
+       "\n",
+       "                                                   JobFactors  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         NaN   \n",
+       "10          Languages, frameworks, and other technologies ...   \n",
+       "15          Industry that I'd be working in;Languages, fra...   \n",
+       "50          Specific department or team I'd be working on;...   \n",
+       "65          Languages, frameworks, and other technologies ...   \n",
+       "\n",
+       "                                                 ResumeUpdate CurrencySymbol  \\\n",
+       "Respondent                                                                     \n",
+       "8                                                         NaN            NaN   \n",
+       "10                                                        NaN            INR   \n",
+       "15          Something else changed (education, award, medi...            NaN   \n",
+       "50                           I was preparing for a job search            INR   \n",
+       "65           My job status changed (promotion, new job, etc.)            INR   \n",
+       "\n",
+       "            CurrencyDesc  CompTotal CompFreq  ConvertedComp  WorkWeekHrs  \\\n",
+       "Respondent                                                                 \n",
+       "8                    NaN        NaN      NaN            NaN          NaN   \n",
+       "10          Indian rupee   950000.0   Yearly        13293.0         70.0   \n",
+       "15                   NaN        NaN      NaN            NaN          NaN   \n",
+       "50          Indian rupee   400000.0   Yearly         5597.0          7.0   \n",
+       "65          Indian rupee        NaN  Monthly            NaN         48.0   \n",
+       "\n",
+       "                                                     WorkPlan  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         NaN   \n",
+       "10          There's no schedule or spec; I work on what se...   \n",
+       "15                                                        NaN   \n",
+       "50          There is a schedule and/or spec (made by me or...   \n",
+       "65          There's no schedule or spec; I work on what se...   \n",
+       "\n",
+       "                            WorkChallenge                        WorkRemote  \\\n",
+       "Respondent                                                                    \n",
+       "8                                     NaN                               NaN   \n",
+       "10                                    NaN             A few days each month   \n",
+       "15                                    NaN                               NaN   \n",
+       "50          Meetings;Time spent commuting  Less than once per month / Never   \n",
+       "65                                    NaN               About half the time   \n",
+       "\n",
+       "                                                   WorkLoc             ImpSyn  \\\n",
+       "Respondent                                                                      \n",
+       "8                                                      NaN                NaN   \n",
+       "10                                                    Home  Far above average   \n",
+       "15                                                     NaN                NaN   \n",
+       "50          Other place, such as a coworking space or cafe            Average   \n",
+       "65                                                  Office            Average   \n",
+       "\n",
+       "                                            CodeRev  CodeRevHrs  \\\n",
+       "Respondent                                                        \n",
+       "8                                               NaN         NaN   \n",
+       "10          Yes, because I see value in code review         4.0   \n",
+       "15                                              NaN         NaN   \n",
+       "50                                               No         NaN   \n",
+       "65          Yes, because I see value in code review         NaN   \n",
+       "\n",
+       "                                                    UnitTests  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         NaN   \n",
+       "10                              Yes, it's part of our process   \n",
+       "15                                                        NaN   \n",
+       "50          Yes, it's not part of our process but the deve...   \n",
+       "65          Yes, it's not part of our process but the deve...   \n",
+       "\n",
+       "                                                  PurchaseHow  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         NaN   \n",
+       "10                                                        NaN   \n",
+       "15                                                        NaN   \n",
+       "50          The CTO, CIO, or other management purchase new...   \n",
+       "65                                                   Not sure   \n",
+       "\n",
+       "                             PurchaseWhat  \\\n",
+       "Respondent                                  \n",
+       "8                                     NaN   \n",
+       "10                                    NaN   \n",
+       "15                                    NaN   \n",
+       "50          I have little or no influence   \n",
+       "65                                    NaN   \n",
+       "\n",
+       "                                           LanguageWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8           Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...   \n",
+       "10                              C#;Go;JavaScript;Python;R;SQL   \n",
+       "15          Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...   \n",
+       "50          Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...   \n",
+       "65                            Assembly;C;C++;C#;HTML/CSS;Java   \n",
+       "\n",
+       "                                       LanguageDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...   \n",
+       "10                       C#;Go;JavaScript;Kotlin;Python;R;SQL   \n",
+       "15          Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...   \n",
+       "50                                 HTML/CSS;JavaScript;Python   \n",
+       "65                                                     Kotlin   \n",
+       "\n",
+       "                                           DatabaseWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8           Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...   \n",
+       "10          Elasticsearch;MongoDB;Microsoft SQL Server;MyS...   \n",
+       "15                                MariaDB;MySQL;Oracle;SQLite   \n",
+       "50          Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...   \n",
+       "65                               Firebase;MySQL;Oracle;SQLite   \n",
+       "\n",
+       "                                       DatabaseDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...   \n",
+       "10                 Elasticsearch;MongoDB;Microsoft SQL Server   \n",
+       "15          MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...   \n",
+       "50                        Firebase;PostgreSQL;Redis;Other(s):   \n",
+       "65                                            Firebase;SQLite   \n",
+       "\n",
+       "                                           PlatformWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8                         AWS;Docker;Heroku;Linux;MacOS;Slack   \n",
+       "10                                              Linux;Windows   \n",
+       "15                                              Linux;Windows   \n",
+       "50          Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...   \n",
+       "65                                                    Android   \n",
+       "\n",
+       "                                       PlatformDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Android;Arduino;AWS;Docker;Google Cloud Platfo...   \n",
+       "10                         Android;Linux;Raspberry Pi;Windows   \n",
+       "15          Android;Google Cloud Platform;iOS;Linux;MacOS;...   \n",
+       "50          AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...   \n",
+       "65                                                    Android   \n",
+       "\n",
+       "                                           WebFrameWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8                               Express;Flask;React.js;Spring   \n",
+       "10          Angular/Angular.js;ASP.NET;Django;Express;Flas...   \n",
+       "15                                                        NaN   \n",
+       "50                                Django;Express;Flask;jQuery   \n",
+       "65                                                    ASP.NET   \n",
+       "\n",
+       "                                       WebFrameDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8                        Django;Express;Flask;React.js;Vue.js   \n",
+       "10          Angular/Angular.js;ASP.NET;Django;Express;Flas...   \n",
+       "15          Angular/Angular.js;ASP.NET;Django;Drupal;jQuer...   \n",
+       "50                       Express;Flask;jQuery;React.js;Vue.js   \n",
+       "65                                                        NaN   \n",
+       "\n",
+       "                           MiscTechWorkedWith  \\\n",
+       "Respondent                                      \n",
+       "8                       Hadoop;Node.js;Pandas   \n",
+       "10          .NET;Node.js;Pandas;Torch/PyTorch   \n",
+       "15                                        NaN   \n",
+       "50                                    Node.js   \n",
+       "65                                        NaN   \n",
+       "\n",
+       "                                       MiscTechDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda...   \n",
+       "10                      .NET;Node.js;TensorFlow;Torch/PyTorch   \n",
+       "15          .NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...   \n",
+       "50                                                    Node.js   \n",
+       "65                                                        NaN   \n",
+       "\n",
+       "                                                   DevEnviron        OpSys  \\\n",
+       "Respondent                                                                   \n",
+       "8           Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...  Linux-based   \n",
+       "10          Android Studio;Eclipse;IPython / Jupyter;Notep...      Windows   \n",
+       "15                   Atom;NetBeans;Notepad++;Sublime Text;Vim  Linux-based   \n",
+       "50                               Notepad++;Visual Studio Code        MacOS   \n",
+       "65                                    Android Studio;IntelliJ  Linux-based   \n",
+       "\n",
+       "                                                   Containers BlockchainOrg  \\\n",
+       "Respondent                                                                    \n",
+       "8           Development;Testing;Production;Outside of work...           NaN   \n",
+       "10                                                        NaN    Not at all   \n",
+       "15                                                Development           NaN   \n",
+       "50                                                    Testing    Not at all   \n",
+       "65                                                        NaN           NaN   \n",
+       "\n",
+       "                                                 BlockchainIs BetterLife  \\\n",
+       "Respondent                                                                 \n",
+       "8           Useful across many domains and could change ma...        Yes   \n",
+       "10          Useful for immutable record keeping outside of...         No   \n",
+       "15                                                        NaN        Yes   \n",
+       "50          Useful for immutable record keeping outside of...        Yes   \n",
+       "65                                                        NaN        Yes   \n",
+       "\n",
+       "            ITperson  OffOn SocialMedia              Extraversion  \\\n",
+       "Respondent                                                          \n",
+       "8               SIGH    Yes     YouTube  In real life (in person)   \n",
+       "10               Yes    Yes     YouTube                   Neither   \n",
+       "15               Yes  What?     YouTube  In real life (in person)   \n",
+       "50          Also Yes  What?     YouTube  In real life (in person)   \n",
+       "65               Yes  What?    WhatsApp  In real life (in person)   \n",
+       "\n",
+       "             ScreenName SOVisit1st             SOVisitFreq  \\\n",
+       "Respondent                                                   \n",
+       "8                Handle       2012    A few times per week   \n",
+       "10          Screen Name        NaN  Multiple times per day   \n",
+       "15                  NaN       2018   Daily or almost daily   \n",
+       "50             Username       2012   Daily or almost daily   \n",
+       "65                  NaN       2017  Multiple times per day   \n",
+       "\n",
+       "                                                    SOVisitTo  \\\n",
+       "Respondent                                                      \n",
+       "8           Find answers to specific questions;Learn how t...   \n",
+       "10          Find answers to specific questions;Get a sense...   \n",
+       "15          Find answers to specific questions;Learn how t...   \n",
+       "50          Find answers to specific questions;Learn how t...   \n",
+       "65                         Find answers to specific questions   \n",
+       "\n",
+       "                           SOFindAnswer                         SOTimeSaved  \\\n",
+       "Respondent                                                                    \n",
+       "8               Less than once per week  Stack Overflow was slightly faster   \n",
+       "10                   3-5 times per week            They were about the same   \n",
+       "15          More than 10 times per week            They were about the same   \n",
+       "50                   3-5 times per week  Stack Overflow was slightly faster   \n",
+       "65          More than 10 times per week  Stack Overflow was slightly faster   \n",
+       "\n",
+       "            SOHowMuchTime SOAccount                           SOPartFreq  \\\n",
+       "Respondent                                                                 \n",
+       "8           11-30 minutes       Yes  Less than once per month or monthly   \n",
+       "10                    NaN       Yes      A few times per month or weekly   \n",
+       "15                    NaN       Yes  Less than once per month or monthly   \n",
+       "50          11-30 minutes       Yes  Less than once per month or monthly   \n",
+       "65          11-30 minutes       Yes                 A few times per week   \n",
+       "\n",
+       "                                                       SOJobs  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         Yes   \n",
+       "10                                                        Yes   \n",
+       "15                                                        Yes   \n",
+       "50          No, I knew that Stack Overflow had a job board...   \n",
+       "65          No, I knew that Stack Overflow had a job board...   \n",
+       "\n",
+       "                                                     EntTeams  \\\n",
+       "Respondent                                                      \n",
+       "8                         No, and I don't know what those are   \n",
+       "10                        No, and I don't know what those are   \n",
+       "15          No, I've heard of them, but I am not part of a...   \n",
+       "50                        No, and I don't know what those are   \n",
+       "65                        No, and I don't know what those are   \n",
+       "\n",
+       "                     SOComm                             WelcomeChange  \\\n",
+       "Respondent                                                              \n",
+       "8           Yes, definitely     A lot more welcome now than last year   \n",
+       "10            Yes, somewhat  Somewhat less welcome now than last year   \n",
+       "15            Yes, somewhat   Just as welcome now as I felt last year   \n",
+       "50          Yes, definitely   Just as welcome now as I felt last year   \n",
+       "65                 Not sure     A lot more welcome now than last year   \n",
+       "\n",
+       "                                                 SONewContent   Age Gender  \\\n",
+       "Respondent                                                                   \n",
+       "8           Tech articles written by other developers;Indu...  24.0    Man   \n",
+       "10          Tech articles written by other developers;Tech...   NaN    NaN   \n",
+       "15          Tech articles written by other developers;Indu...  20.0    Man   \n",
+       "50          Tech articles written by other developers;Tech...  23.0    Man   \n",
+       "65                                                        NaN  21.0    Man   \n",
+       "\n",
+       "           Trans                Sexuality    Ethnicity Dependents  \\\n",
+       "Respondent                                                          \n",
+       "8             No  Straight / Heterosexual          NaN        NaN   \n",
+       "10           NaN                      NaN          NaN        Yes   \n",
+       "15            No                      NaN          NaN        Yes   \n",
+       "50            No                      NaN  South Asian         No   \n",
+       "65            No                      NaN          NaN        Yes   \n",
+       "\n",
+       "                     SurveyLength                  SurveyEase  \n",
+       "Respondent                                                     \n",
+       "8           Appropriate in length  Neither easy nor difficult  \n",
+       "10                       Too long                   Difficult  \n",
+       "15                       Too long  Neither easy nor difficult  \n",
+       "50                       Too long                        Easy  \n",
+       "65          Appropriate in length  Neither easy nor difficult  "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "test.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "india_df.to_json('data/modified.json', orient='records', lines=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test = pd.read_json('data/modified.json', orient='records', lines=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MainBranch</th>\n",
+       "      <th>Hobbyist</th>\n",
+       "      <th>OpenSourcer</th>\n",
+       "      <th>OpenSource</th>\n",
+       "      <th>Employment</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Student</th>\n",
+       "      <th>EdLevel</th>\n",
+       "      <th>UndergradMajor</th>\n",
+       "      <th>EduOther</th>\n",
+       "      <th>OrgSize</th>\n",
+       "      <th>DevType</th>\n",
+       "      <th>YearsCode</th>\n",
+       "      <th>Age1stCode</th>\n",
+       "      <th>YearsCodePro</th>\n",
+       "      <th>CareerSat</th>\n",
+       "      <th>JobSat</th>\n",
+       "      <th>MgrIdiot</th>\n",
+       "      <th>MgrMoney</th>\n",
+       "      <th>MgrWant</th>\n",
+       "      <th>JobSeek</th>\n",
+       "      <th>LastHireDate</th>\n",
+       "      <th>LastInt</th>\n",
+       "      <th>FizzBuzz</th>\n",
+       "      <th>JobFactors</th>\n",
+       "      <th>ResumeUpdate</th>\n",
+       "      <th>CurrencySymbol</th>\n",
+       "      <th>CurrencyDesc</th>\n",
+       "      <th>CompTotal</th>\n",
+       "      <th>CompFreq</th>\n",
+       "      <th>ConvertedComp</th>\n",
+       "      <th>WorkWeekHrs</th>\n",
+       "      <th>WorkPlan</th>\n",
+       "      <th>WorkChallenge</th>\n",
+       "      <th>WorkRemote</th>\n",
+       "      <th>WorkLoc</th>\n",
+       "      <th>ImpSyn</th>\n",
+       "      <th>CodeRev</th>\n",
+       "      <th>CodeRevHrs</th>\n",
+       "      <th>UnitTests</th>\n",
+       "      <th>PurchaseHow</th>\n",
+       "      <th>PurchaseWhat</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>WebFrameWorkedWith</th>\n",
+       "      <th>WebFrameDesireNextYear</th>\n",
+       "      <th>MiscTechWorkedWith</th>\n",
+       "      <th>MiscTechDesireNextYear</th>\n",
+       "      <th>DevEnviron</th>\n",
+       "      <th>OpSys</th>\n",
+       "      <th>Containers</th>\n",
+       "      <th>BlockchainOrg</th>\n",
+       "      <th>BlockchainIs</th>\n",
+       "      <th>BetterLife</th>\n",
+       "      <th>ITperson</th>\n",
+       "      <th>OffOn</th>\n",
+       "      <th>SocialMedia</th>\n",
+       "      <th>Extraversion</th>\n",
+       "      <th>ScreenName</th>\n",
+       "      <th>SOVisit1st</th>\n",
+       "      <th>SOVisitFreq</th>\n",
+       "      <th>SOVisitTo</th>\n",
+       "      <th>SOFindAnswer</th>\n",
+       "      <th>SOTimeSaved</th>\n",
+       "      <th>SOHowMuchTime</th>\n",
+       "      <th>SOAccount</th>\n",
+       "      <th>SOPartFreq</th>\n",
+       "      <th>SOJobs</th>\n",
+       "      <th>EntTeams</th>\n",
+       "      <th>SOComm</th>\n",
+       "      <th>WelcomeChange</th>\n",
+       "      <th>SONewContent</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Trans</th>\n",
+       "      <th>Sexuality</th>\n",
+       "      <th>Ethnicity</th>\n",
+       "      <th>Dependents</th>\n",
+       "      <th>SurveyLength</th>\n",
+       "      <th>SurveyEase</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>I code primarily as a hobby</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per year</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>India</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Developer, back-end;Engineer, site reliability</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...</td>\n",
+       "      <td>Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...</td>\n",
+       "      <td>Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...</td>\n",
+       "      <td>AWS;Docker;Heroku;Linux;MacOS;Slack</td>\n",
+       "      <td>Android;Arduino;AWS;Docker;Google Cloud Platfo...</td>\n",
+       "      <td>Express;Flask;React.js;Spring</td>\n",
+       "      <td>Django;Express;Flask;React.js;Vue.js</td>\n",
+       "      <td>Hadoop;Node.js;Pandas</td>\n",
+       "      <td>Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda...</td>\n",
+       "      <td>Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Development;Testing;Production;Outside of work...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Useful across many domains and could change ma...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>SIGH</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Handle</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>Less than once per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>A lot more welcome now than last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Master’s degree (MA, MS, M.Eng., MBA, etc.)</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Data or business analyst;Data scientist or mac...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>20</td>\n",
+       "      <td>10</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Somewhat confident</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>3-4 years ago</td>\n",
+       "      <td>None</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>950000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>13293.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>A few days each month</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>Far above average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>Yes, it's part of our process</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>C#;Go;JavaScript;Python;R;SQL</td>\n",
+       "      <td>C#;Go;JavaScript;Kotlin;Python;R;SQL</td>\n",
+       "      <td>Elasticsearch;MongoDB;Microsoft SQL Server;MyS...</td>\n",
+       "      <td>Elasticsearch;MongoDB;Microsoft SQL Server</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Android;Linux;Raspberry Pi;Windows</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Express;Flas...</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Express;Flas...</td>\n",
+       "      <td>.NET;Node.js;Pandas;Torch/PyTorch</td>\n",
+       "      <td>.NET;Node.js;TensorFlow;Torch/PyTorch</td>\n",
+       "      <td>Android Studio;Eclipse;IPython / Jupyter;Notep...</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for immutable record keeping outside of...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>Neither</td>\n",
+       "      <td>Screen Name</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions;Get a sense...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Somewhat less welcome now than last year</td>\n",
+       "      <td>Tech articles written by other developers;Tech...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>I am a student who is learning to code</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>India</td>\n",
+       "      <td>Yes, full-time</td>\n",
+       "      <td>Secondary school (e.g. American high school, G...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Student</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>I've never had a job</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Industry that I'd be working in;Languages, fra...</td>\n",
+       "      <td>Something else changed (education, award, medi...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...</td>\n",
+       "      <td>Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...</td>\n",
+       "      <td>MariaDB;MySQL;Oracle;SQLite</td>\n",
+       "      <td>MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Android;Google Cloud Platform;iOS;Linux;MacOS;...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Drupal;jQuer...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>.NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...</td>\n",
+       "      <td>Atom;NetBeans;Notepad++;Sublime Text;Vim</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Development</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>None</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of LOWER quality than prop...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Another engineering discipline (ex. civil, ele...</td>\n",
+       "      <td>Received on-the-job training in software devel...</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Developer, back-end;DevOps specialist</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>1-2 years ago</td>\n",
+       "      <td>Write code by hand (e.g., on a whiteboard);Int...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Specific department or team I'd be working on;...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>400000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>5597.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>There is a schedule and/or spec (made by me or...</td>\n",
+       "      <td>Meetings;Time spent commuting</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Other place, such as a coworking space or cafe</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's not part of our process but the deve...</td>\n",
+       "      <td>The CTO, CIO, or other management purchase new...</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...</td>\n",
+       "      <td>HTML/CSS;JavaScript;Python</td>\n",
+       "      <td>Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...</td>\n",
+       "      <td>Firebase;PostgreSQL;Redis;Other(s):</td>\n",
+       "      <td>Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...</td>\n",
+       "      <td>AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...</td>\n",
+       "      <td>Django;Express;Flask;jQuery</td>\n",
+       "      <td>Express;Flask;jQuery;React.js;Vue.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Notepad++;Visual Studio Code</td>\n",
+       "      <td>MacOS</td>\n",
+       "      <td>Testing</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for immutable record keeping outside of...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Also Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Tech...</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>None</td>\n",
+       "      <td>South Asian</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Information systems, information technology, o...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>20 to 99 employees</td>\n",
+       "      <td>Developer, front-end;Developer, mobile</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Not sure</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>Write any code;Solve a brain-teaser style puzz...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>My job status changed (promotion, new job, etc.)</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Monthly</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>About half the time</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's not part of our process but the deve...</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Assembly;C;C++;C#;HTML/CSS;Java</td>\n",
+       "      <td>Kotlin</td>\n",
+       "      <td>Firebase;MySQL;Oracle;SQLite</td>\n",
+       "      <td>Firebase;SQLite</td>\n",
+       "      <td>Android</td>\n",
+       "      <td>Android</td>\n",
+       "      <td>ASP.NET</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Android Studio;IntelliJ</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>WhatsApp</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>None</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>A lot more welcome now than last year</td>\n",
+       "      <td>None</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               MainBranch Hobbyist  \\\n",
+       "0             I code primarily as a hobby      Yes   \n",
+       "1          I am a developer by profession      Yes   \n",
+       "2  I am a student who is learning to code      Yes   \n",
+       "3          I am a developer by profession      Yes   \n",
+       "4          I am a developer by profession      Yes   \n",
+       "\n",
+       "                  OpenSourcer  \\\n",
+       "0     Less than once per year   \n",
+       "1  Once a month or more often   \n",
+       "2                       Never   \n",
+       "3  Once a month or more often   \n",
+       "4                       Never   \n",
+       "\n",
+       "                                          OpenSource  \\\n",
+       "0  OSS is, on average, of HIGHER quality than pro...   \n",
+       "1  OSS is, on average, of HIGHER quality than pro...   \n",
+       "2  OSS is, on average, of HIGHER quality than pro...   \n",
+       "3  OSS is, on average, of LOWER quality than prop...   \n",
+       "4                                               None   \n",
+       "\n",
+       "                           Employment Country         Student  \\\n",
+       "0  Not employed, but looking for work   India            None   \n",
+       "1                  Employed full-time   India              No   \n",
+       "2  Not employed, but looking for work   India  Yes, full-time   \n",
+       "3                  Employed full-time   India              No   \n",
+       "4                  Employed full-time   India              No   \n",
+       "\n",
+       "                                             EdLevel  \\\n",
+       "0           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "1        Master’s degree (MA, MS, M.Eng., MBA, etc.)   \n",
+       "2  Secondary school (e.g. American high school, G...   \n",
+       "3           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "4           Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "\n",
+       "                                      UndergradMajor  \\\n",
+       "0  Computer science, computer engineering, or sof...   \n",
+       "1                                               None   \n",
+       "2                                               None   \n",
+       "3  Another engineering discipline (ex. civil, ele...   \n",
+       "4  Information systems, information technology, o...   \n",
+       "\n",
+       "                                            EduOther  \\\n",
+       "0  Taught yourself a new language, framework, or ...   \n",
+       "1                                               None   \n",
+       "2  Taken an online course in programming or softw...   \n",
+       "3  Received on-the-job training in software devel...   \n",
+       "4                                               None   \n",
+       "\n",
+       "                    OrgSize  \\\n",
+       "0                      None   \n",
+       "1  10,000 or more employees   \n",
+       "2                      None   \n",
+       "3  10,000 or more employees   \n",
+       "4        20 to 99 employees   \n",
+       "\n",
+       "                                             DevType YearsCode Age1stCode  \\\n",
+       "0     Developer, back-end;Engineer, site reliability         8         16   \n",
+       "1  Data or business analyst;Data scientist or mac...        12         20   \n",
+       "2                                            Student         3         13   \n",
+       "3              Developer, back-end;DevOps specialist         7         15   \n",
+       "4             Developer, front-end;Developer, mobile         2         17   \n",
+       "\n",
+       "  YearsCodePro              CareerSat                 JobSat  \\\n",
+       "0         None                   None                   None   \n",
+       "1           10  Slightly dissatisfied  Slightly dissatisfied   \n",
+       "2         None                   None                   None   \n",
+       "3            2     Slightly satisfied         Very satisfied   \n",
+       "4            2         Very satisfied         Very satisfied   \n",
+       "\n",
+       "             MgrIdiot  MgrMoney   MgrWant  \\\n",
+       "0                None      None      None   \n",
+       "1  Somewhat confident       Yes       Yes   \n",
+       "2                None      None      None   \n",
+       "3      Very confident  Not sure       Yes   \n",
+       "4      Very confident        No  Not sure   \n",
+       "\n",
+       "                                             JobSeek          LastHireDate  \\\n",
+       "0                                               None                  None   \n",
+       "1  I’m not actively looking, but I am open to new...         3-4 years ago   \n",
+       "2  I’m not actively looking, but I am open to new...  I've never had a job   \n",
+       "3  I’m not actively looking, but I am open to new...         1-2 years ago   \n",
+       "4  I’m not actively looking, but I am open to new...  Less than a year ago   \n",
+       "\n",
+       "                                             LastInt FizzBuzz  \\\n",
+       "0                                               None     None   \n",
+       "1                                               None       No   \n",
+       "2                                               None     None   \n",
+       "3  Write code by hand (e.g., on a whiteboard);Int...       No   \n",
+       "4  Write any code;Solve a brain-teaser style puzz...       No   \n",
+       "\n",
+       "                                          JobFactors  \\\n",
+       "0                                               None   \n",
+       "1  Languages, frameworks, and other technologies ...   \n",
+       "2  Industry that I'd be working in;Languages, fra...   \n",
+       "3  Specific department or team I'd be working on;...   \n",
+       "4  Languages, frameworks, and other technologies ...   \n",
+       "\n",
+       "                                        ResumeUpdate CurrencySymbol  \\\n",
+       "0                                               None           None   \n",
+       "1                                               None            INR   \n",
+       "2  Something else changed (education, award, medi...           None   \n",
+       "3                   I was preparing for a job search            INR   \n",
+       "4   My job status changed (promotion, new job, etc.)            INR   \n",
+       "\n",
+       "   CurrencyDesc  CompTotal CompFreq  ConvertedComp  WorkWeekHrs  \\\n",
+       "0          None        NaN     None            NaN          NaN   \n",
+       "1  Indian rupee   950000.0   Yearly        13293.0         70.0   \n",
+       "2          None        NaN     None            NaN          NaN   \n",
+       "3  Indian rupee   400000.0   Yearly         5597.0          7.0   \n",
+       "4  Indian rupee        NaN  Monthly            NaN         48.0   \n",
+       "\n",
+       "                                            WorkPlan  \\\n",
+       "0                                               None   \n",
+       "1  There's no schedule or spec; I work on what se...   \n",
+       "2                                               None   \n",
+       "3  There is a schedule and/or spec (made by me or...   \n",
+       "4  There's no schedule or spec; I work on what se...   \n",
+       "\n",
+       "                   WorkChallenge                        WorkRemote  \\\n",
+       "0                           None                              None   \n",
+       "1                           None             A few days each month   \n",
+       "2                           None                              None   \n",
+       "3  Meetings;Time spent commuting  Less than once per month / Never   \n",
+       "4                           None               About half the time   \n",
+       "\n",
+       "                                          WorkLoc             ImpSyn  \\\n",
+       "0                                            None               None   \n",
+       "1                                            Home  Far above average   \n",
+       "2                                            None               None   \n",
+       "3  Other place, such as a coworking space or cafe            Average   \n",
+       "4                                          Office            Average   \n",
+       "\n",
+       "                                   CodeRev  CodeRevHrs  \\\n",
+       "0                                     None         NaN   \n",
+       "1  Yes, because I see value in code review         4.0   \n",
+       "2                                     None         NaN   \n",
+       "3                                       No         NaN   \n",
+       "4  Yes, because I see value in code review         NaN   \n",
+       "\n",
+       "                                           UnitTests  \\\n",
+       "0                                               None   \n",
+       "1                      Yes, it's part of our process   \n",
+       "2                                               None   \n",
+       "3  Yes, it's not part of our process but the deve...   \n",
+       "4  Yes, it's not part of our process but the deve...   \n",
+       "\n",
+       "                                         PurchaseHow  \\\n",
+       "0                                               None   \n",
+       "1                                               None   \n",
+       "2                                               None   \n",
+       "3  The CTO, CIO, or other management purchase new...   \n",
+       "4                                           Not sure   \n",
+       "\n",
+       "                    PurchaseWhat  \\\n",
+       "0                           None   \n",
+       "1                           None   \n",
+       "2                           None   \n",
+       "3  I have little or no influence   \n",
+       "4                           None   \n",
+       "\n",
+       "                                  LanguageWorkedWith  \\\n",
+       "0  Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...   \n",
+       "1                      C#;Go;JavaScript;Python;R;SQL   \n",
+       "2  Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...   \n",
+       "3  Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...   \n",
+       "4                    Assembly;C;C++;C#;HTML/CSS;Java   \n",
+       "\n",
+       "                              LanguageDesireNextYear  \\\n",
+       "0  Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...   \n",
+       "1               C#;Go;JavaScript;Kotlin;Python;R;SQL   \n",
+       "2  Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...   \n",
+       "3                         HTML/CSS;JavaScript;Python   \n",
+       "4                                             Kotlin   \n",
+       "\n",
+       "                                  DatabaseWorkedWith  \\\n",
+       "0  Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...   \n",
+       "1  Elasticsearch;MongoDB;Microsoft SQL Server;MyS...   \n",
+       "2                        MariaDB;MySQL;Oracle;SQLite   \n",
+       "3  Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...   \n",
+       "4                       Firebase;MySQL;Oracle;SQLite   \n",
+       "\n",
+       "                              DatabaseDesireNextYear  \\\n",
+       "0  Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...   \n",
+       "1         Elasticsearch;MongoDB;Microsoft SQL Server   \n",
+       "2  MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...   \n",
+       "3                Firebase;PostgreSQL;Redis;Other(s):   \n",
+       "4                                    Firebase;SQLite   \n",
+       "\n",
+       "                                  PlatformWorkedWith  \\\n",
+       "0                AWS;Docker;Heroku;Linux;MacOS;Slack   \n",
+       "1                                      Linux;Windows   \n",
+       "2                                      Linux;Windows   \n",
+       "3  Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...   \n",
+       "4                                            Android   \n",
+       "\n",
+       "                              PlatformDesireNextYear  \\\n",
+       "0  Android;Arduino;AWS;Docker;Google Cloud Platfo...   \n",
+       "1                 Android;Linux;Raspberry Pi;Windows   \n",
+       "2  Android;Google Cloud Platform;iOS;Linux;MacOS;...   \n",
+       "3  AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...   \n",
+       "4                                            Android   \n",
+       "\n",
+       "                                  WebFrameWorkedWith  \\\n",
+       "0                      Express;Flask;React.js;Spring   \n",
+       "1  Angular/Angular.js;ASP.NET;Django;Express;Flas...   \n",
+       "2                                               None   \n",
+       "3                        Django;Express;Flask;jQuery   \n",
+       "4                                            ASP.NET   \n",
+       "\n",
+       "                              WebFrameDesireNextYear  \\\n",
+       "0               Django;Express;Flask;React.js;Vue.js   \n",
+       "1  Angular/Angular.js;ASP.NET;Django;Express;Flas...   \n",
+       "2  Angular/Angular.js;ASP.NET;Django;Drupal;jQuer...   \n",
+       "3               Express;Flask;jQuery;React.js;Vue.js   \n",
+       "4                                               None   \n",
+       "\n",
+       "                  MiscTechWorkedWith  \\\n",
+       "0              Hadoop;Node.js;Pandas   \n",
+       "1  .NET;Node.js;Pandas;Torch/PyTorch   \n",
+       "2                               None   \n",
+       "3                            Node.js   \n",
+       "4                               None   \n",
+       "\n",
+       "                              MiscTechDesireNextYear  \\\n",
+       "0  Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda...   \n",
+       "1              .NET;Node.js;TensorFlow;Torch/PyTorch   \n",
+       "2  .NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...   \n",
+       "3                                            Node.js   \n",
+       "4                                               None   \n",
+       "\n",
+       "                                          DevEnviron        OpSys  \\\n",
+       "0  Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...  Linux-based   \n",
+       "1  Android Studio;Eclipse;IPython / Jupyter;Notep...      Windows   \n",
+       "2           Atom;NetBeans;Notepad++;Sublime Text;Vim  Linux-based   \n",
+       "3                       Notepad++;Visual Studio Code        MacOS   \n",
+       "4                            Android Studio;IntelliJ  Linux-based   \n",
+       "\n",
+       "                                          Containers BlockchainOrg  \\\n",
+       "0  Development;Testing;Production;Outside of work...          None   \n",
+       "1                                               None    Not at all   \n",
+       "2                                        Development          None   \n",
+       "3                                            Testing    Not at all   \n",
+       "4                                               None          None   \n",
+       "\n",
+       "                                        BlockchainIs BetterLife  ITperson  \\\n",
+       "0  Useful across many domains and could change ma...        Yes      SIGH   \n",
+       "1  Useful for immutable record keeping outside of...         No       Yes   \n",
+       "2                                               None        Yes       Yes   \n",
+       "3  Useful for immutable record keeping outside of...        Yes  Also Yes   \n",
+       "4                                               None        Yes       Yes   \n",
+       "\n",
+       "   OffOn SocialMedia              Extraversion   ScreenName SOVisit1st  \\\n",
+       "0    Yes     YouTube  In real life (in person)       Handle       2012   \n",
+       "1    Yes     YouTube                   Neither  Screen Name       None   \n",
+       "2  What?     YouTube  In real life (in person)         None       2018   \n",
+       "3  What?     YouTube  In real life (in person)     Username       2012   \n",
+       "4  What?    WhatsApp  In real life (in person)         None       2017   \n",
+       "\n",
+       "              SOVisitFreq                                          SOVisitTo  \\\n",
+       "0    A few times per week  Find answers to specific questions;Learn how t...   \n",
+       "1  Multiple times per day  Find answers to specific questions;Get a sense...   \n",
+       "2   Daily or almost daily  Find answers to specific questions;Learn how t...   \n",
+       "3   Daily or almost daily  Find answers to specific questions;Learn how t...   \n",
+       "4  Multiple times per day                 Find answers to specific questions   \n",
+       "\n",
+       "                  SOFindAnswer                         SOTimeSaved  \\\n",
+       "0      Less than once per week  Stack Overflow was slightly faster   \n",
+       "1           3-5 times per week            They were about the same   \n",
+       "2  More than 10 times per week            They were about the same   \n",
+       "3           3-5 times per week  Stack Overflow was slightly faster   \n",
+       "4  More than 10 times per week  Stack Overflow was slightly faster   \n",
+       "\n",
+       "   SOHowMuchTime SOAccount                           SOPartFreq  \\\n",
+       "0  11-30 minutes       Yes  Less than once per month or monthly   \n",
+       "1           None       Yes      A few times per month or weekly   \n",
+       "2           None       Yes  Less than once per month or monthly   \n",
+       "3  11-30 minutes       Yes  Less than once per month or monthly   \n",
+       "4  11-30 minutes       Yes                 A few times per week   \n",
+       "\n",
+       "                                              SOJobs  \\\n",
+       "0                                                Yes   \n",
+       "1                                                Yes   \n",
+       "2                                                Yes   \n",
+       "3  No, I knew that Stack Overflow had a job board...   \n",
+       "4  No, I knew that Stack Overflow had a job board...   \n",
+       "\n",
+       "                                            EntTeams           SOComm  \\\n",
+       "0                No, and I don't know what those are  Yes, definitely   \n",
+       "1                No, and I don't know what those are    Yes, somewhat   \n",
+       "2  No, I've heard of them, but I am not part of a...    Yes, somewhat   \n",
+       "3                No, and I don't know what those are  Yes, definitely   \n",
+       "4                No, and I don't know what those are         Not sure   \n",
+       "\n",
+       "                              WelcomeChange  \\\n",
+       "0     A lot more welcome now than last year   \n",
+       "1  Somewhat less welcome now than last year   \n",
+       "2   Just as welcome now as I felt last year   \n",
+       "3   Just as welcome now as I felt last year   \n",
+       "4     A lot more welcome now than last year   \n",
+       "\n",
+       "                                        SONewContent   Age Gender Trans  \\\n",
+       "0  Tech articles written by other developers;Indu...  24.0    Man    No   \n",
+       "1  Tech articles written by other developers;Tech...   NaN   None  None   \n",
+       "2  Tech articles written by other developers;Indu...  20.0    Man    No   \n",
+       "3  Tech articles written by other developers;Tech...  23.0    Man    No   \n",
+       "4                                               None  21.0    Man    No   \n",
+       "\n",
+       "                 Sexuality    Ethnicity Dependents           SurveyLength  \\\n",
+       "0  Straight / Heterosexual         None       None  Appropriate in length   \n",
+       "1                     None         None        Yes               Too long   \n",
+       "2                     None         None        Yes               Too long   \n",
+       "3                     None  South Asian         No               Too long   \n",
+       "4                     None         None        Yes  Appropriate in length   \n",
+       "\n",
+       "                   SurveyEase  \n",
+       "0  Neither easy nor difficult  \n",
+       "1                   Difficult  \n",
+       "2  Neither easy nor difficult  \n",
+       "3                        Easy  \n",
+       "4  Neither easy nor difficult  "
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "test.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sqlalchemy import create_engine\n",
+    "import psycopg2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "engine = create_engine('postgresql://dbuser:dbpass@localhost:5432/sample_db')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "india_df.to_sql('sample_table', engine, if_exists='replace')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sql_df = pd.read_sql('sample_table', engine, index_col='Respondent')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MainBranch</th>\n",
+       "      <th>Hobbyist</th>\n",
+       "      <th>OpenSourcer</th>\n",
+       "      <th>OpenSource</th>\n",
+       "      <th>Employment</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Student</th>\n",
+       "      <th>EdLevel</th>\n",
+       "      <th>UndergradMajor</th>\n",
+       "      <th>EduOther</th>\n",
+       "      <th>OrgSize</th>\n",
+       "      <th>DevType</th>\n",
+       "      <th>YearsCode</th>\n",
+       "      <th>Age1stCode</th>\n",
+       "      <th>YearsCodePro</th>\n",
+       "      <th>CareerSat</th>\n",
+       "      <th>JobSat</th>\n",
+       "      <th>MgrIdiot</th>\n",
+       "      <th>MgrMoney</th>\n",
+       "      <th>MgrWant</th>\n",
+       "      <th>JobSeek</th>\n",
+       "      <th>LastHireDate</th>\n",
+       "      <th>LastInt</th>\n",
+       "      <th>FizzBuzz</th>\n",
+       "      <th>JobFactors</th>\n",
+       "      <th>ResumeUpdate</th>\n",
+       "      <th>CurrencySymbol</th>\n",
+       "      <th>CurrencyDesc</th>\n",
+       "      <th>CompTotal</th>\n",
+       "      <th>CompFreq</th>\n",
+       "      <th>ConvertedComp</th>\n",
+       "      <th>WorkWeekHrs</th>\n",
+       "      <th>WorkPlan</th>\n",
+       "      <th>WorkChallenge</th>\n",
+       "      <th>WorkRemote</th>\n",
+       "      <th>WorkLoc</th>\n",
+       "      <th>ImpSyn</th>\n",
+       "      <th>CodeRev</th>\n",
+       "      <th>CodeRevHrs</th>\n",
+       "      <th>UnitTests</th>\n",
+       "      <th>PurchaseHow</th>\n",
+       "      <th>PurchaseWhat</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>WebFrameWorkedWith</th>\n",
+       "      <th>WebFrameDesireNextYear</th>\n",
+       "      <th>MiscTechWorkedWith</th>\n",
+       "      <th>MiscTechDesireNextYear</th>\n",
+       "      <th>DevEnviron</th>\n",
+       "      <th>OpSys</th>\n",
+       "      <th>Containers</th>\n",
+       "      <th>BlockchainOrg</th>\n",
+       "      <th>BlockchainIs</th>\n",
+       "      <th>BetterLife</th>\n",
+       "      <th>ITperson</th>\n",
+       "      <th>OffOn</th>\n",
+       "      <th>SocialMedia</th>\n",
+       "      <th>Extraversion</th>\n",
+       "      <th>ScreenName</th>\n",
+       "      <th>SOVisit1st</th>\n",
+       "      <th>SOVisitFreq</th>\n",
+       "      <th>SOVisitTo</th>\n",
+       "      <th>SOFindAnswer</th>\n",
+       "      <th>SOTimeSaved</th>\n",
+       "      <th>SOHowMuchTime</th>\n",
+       "      <th>SOAccount</th>\n",
+       "      <th>SOPartFreq</th>\n",
+       "      <th>SOJobs</th>\n",
+       "      <th>EntTeams</th>\n",
+       "      <th>SOComm</th>\n",
+       "      <th>WelcomeChange</th>\n",
+       "      <th>SONewContent</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Trans</th>\n",
+       "      <th>Sexuality</th>\n",
+       "      <th>Ethnicity</th>\n",
+       "      <th>Dependents</th>\n",
+       "      <th>SurveyLength</th>\n",
+       "      <th>SurveyEase</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Respondent</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>I code primarily as a hobby</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per year</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>India</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Developer, back-end;Engineer, site reliability</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...</td>\n",
+       "      <td>Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...</td>\n",
+       "      <td>Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...</td>\n",
+       "      <td>AWS;Docker;Heroku;Linux;MacOS;Slack</td>\n",
+       "      <td>Android;Arduino;AWS;Docker;Google Cloud Platfo...</td>\n",
+       "      <td>Express;Flask;React.js;Spring</td>\n",
+       "      <td>Django;Express;Flask;React.js;Vue.js</td>\n",
+       "      <td>Hadoop;Node.js;Pandas</td>\n",
+       "      <td>Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda...</td>\n",
+       "      <td>Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Development;Testing;Production;Outside of work...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Useful across many domains and could change ma...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>SIGH</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Handle</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>Less than once per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>A lot more welcome now than last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Master’s degree (MA, MS, M.Eng., MBA, etc.)</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Data or business analyst;Data scientist or mac...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>20</td>\n",
+       "      <td>10</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Somewhat confident</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>3-4 years ago</td>\n",
+       "      <td>None</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>950000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>13293.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>A few days each month</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>Far above average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>Yes, it's part of our process</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>C#;Go;JavaScript;Python;R;SQL</td>\n",
+       "      <td>C#;Go;JavaScript;Kotlin;Python;R;SQL</td>\n",
+       "      <td>Elasticsearch;MongoDB;Microsoft SQL Server;MyS...</td>\n",
+       "      <td>Elasticsearch;MongoDB;Microsoft SQL Server</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Android;Linux;Raspberry Pi;Windows</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Express;Flas...</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Express;Flas...</td>\n",
+       "      <td>.NET;Node.js;Pandas;Torch/PyTorch</td>\n",
+       "      <td>.NET;Node.js;TensorFlow;Torch/PyTorch</td>\n",
+       "      <td>Android Studio;Eclipse;IPython / Jupyter;Notep...</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for immutable record keeping outside of...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>Neither</td>\n",
+       "      <td>Screen Name</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions;Get a sense...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Somewhat less welcome now than last year</td>\n",
+       "      <td>Tech articles written by other developers;Tech...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>I am a student who is learning to code</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>India</td>\n",
+       "      <td>Yes, full-time</td>\n",
+       "      <td>Secondary school (e.g. American high school, G...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Student</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>I've never had a job</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Industry that I'd be working in;Languages, fra...</td>\n",
+       "      <td>Something else changed (education, award, medi...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...</td>\n",
+       "      <td>Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...</td>\n",
+       "      <td>MariaDB;MySQL;Oracle;SQLite</td>\n",
+       "      <td>MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Android;Google Cloud Platform;iOS;Linux;MacOS;...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Drupal;jQuer...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>.NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...</td>\n",
+       "      <td>Atom;NetBeans;Notepad++;Sublime Text;Vim</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Development</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>None</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of LOWER quality than prop...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Another engineering discipline (ex. civil, ele...</td>\n",
+       "      <td>Received on-the-job training in software devel...</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Developer, back-end;DevOps specialist</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>1-2 years ago</td>\n",
+       "      <td>Write code by hand (e.g., on a whiteboard);Int...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Specific department or team I'd be working on;...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>400000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>5597.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>There is a schedule and/or spec (made by me or...</td>\n",
+       "      <td>Meetings;Time spent commuting</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Other place, such as a coworking space or cafe</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's not part of our process but the deve...</td>\n",
+       "      <td>The CTO, CIO, or other management purchase new...</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...</td>\n",
+       "      <td>HTML/CSS;JavaScript;Python</td>\n",
+       "      <td>Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...</td>\n",
+       "      <td>Firebase;PostgreSQL;Redis;Other(s):</td>\n",
+       "      <td>Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...</td>\n",
+       "      <td>AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...</td>\n",
+       "      <td>Django;Express;Flask;jQuery</td>\n",
+       "      <td>Express;Flask;jQuery;React.js;Vue.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Notepad++;Visual Studio Code</td>\n",
+       "      <td>MacOS</td>\n",
+       "      <td>Testing</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for immutable record keeping outside of...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Also Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Tech...</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>None</td>\n",
+       "      <td>South Asian</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Information systems, information technology, o...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>20 to 99 employees</td>\n",
+       "      <td>Developer, front-end;Developer, mobile</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Not sure</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>Write any code;Solve a brain-teaser style puzz...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>My job status changed (promotion, new job, etc.)</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Monthly</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>About half the time</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's not part of our process but the deve...</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Assembly;C;C++;C#;HTML/CSS;Java</td>\n",
+       "      <td>Kotlin</td>\n",
+       "      <td>Firebase;MySQL;Oracle;SQLite</td>\n",
+       "      <td>Firebase;SQLite</td>\n",
+       "      <td>Android</td>\n",
+       "      <td>Android</td>\n",
+       "      <td>ASP.NET</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Android Studio;IntelliJ</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>WhatsApp</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>None</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>A lot more welcome now than last year</td>\n",
+       "      <td>None</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                        MainBranch Hobbyist  \\\n",
+       "Respondent                                                    \n",
+       "8                      I code primarily as a hobby      Yes   \n",
+       "10                  I am a developer by profession      Yes   \n",
+       "15          I am a student who is learning to code      Yes   \n",
+       "50                  I am a developer by profession      Yes   \n",
+       "65                  I am a developer by profession      Yes   \n",
+       "\n",
+       "                           OpenSourcer  \\\n",
+       "Respondent                               \n",
+       "8              Less than once per year   \n",
+       "10          Once a month or more often   \n",
+       "15                               Never   \n",
+       "50          Once a month or more often   \n",
+       "65                               Never   \n",
+       "\n",
+       "                                                   OpenSource  \\\n",
+       "Respondent                                                      \n",
+       "8           OSS is, on average, of HIGHER quality than pro...   \n",
+       "10          OSS is, on average, of HIGHER quality than pro...   \n",
+       "15          OSS is, on average, of HIGHER quality than pro...   \n",
+       "50          OSS is, on average, of LOWER quality than prop...   \n",
+       "65                                                       None   \n",
+       "\n",
+       "                                    Employment Country         Student  \\\n",
+       "Respondent                                                               \n",
+       "8           Not employed, but looking for work   India            None   \n",
+       "10                          Employed full-time   India              No   \n",
+       "15          Not employed, but looking for work   India  Yes, full-time   \n",
+       "50                          Employed full-time   India              No   \n",
+       "65                          Employed full-time   India              No   \n",
+       "\n",
+       "                                                      EdLevel  \\\n",
+       "Respondent                                                      \n",
+       "8                    Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "10                Master’s degree (MA, MS, M.Eng., MBA, etc.)   \n",
+       "15          Secondary school (e.g. American high school, G...   \n",
+       "50                   Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "65                   Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "\n",
+       "                                               UndergradMajor  \\\n",
+       "Respondent                                                      \n",
+       "8           Computer science, computer engineering, or sof...   \n",
+       "10                                                       None   \n",
+       "15                                                       None   \n",
+       "50          Another engineering discipline (ex. civil, ele...   \n",
+       "65          Information systems, information technology, o...   \n",
+       "\n",
+       "                                                     EduOther  \\\n",
+       "Respondent                                                      \n",
+       "8           Taught yourself a new language, framework, or ...   \n",
+       "10                                                       None   \n",
+       "15          Taken an online course in programming or softw...   \n",
+       "50          Received on-the-job training in software devel...   \n",
+       "65                                                       None   \n",
+       "\n",
+       "                             OrgSize  \\\n",
+       "Respondent                             \n",
+       "8                               None   \n",
+       "10          10,000 or more employees   \n",
+       "15                              None   \n",
+       "50          10,000 or more employees   \n",
+       "65                20 to 99 employees   \n",
+       "\n",
+       "                                                      DevType YearsCode  \\\n",
+       "Respondent                                                                \n",
+       "8              Developer, back-end;Engineer, site reliability         8   \n",
+       "10          Data or business analyst;Data scientist or mac...        12   \n",
+       "15                                                    Student         3   \n",
+       "50                      Developer, back-end;DevOps specialist         7   \n",
+       "65                     Developer, front-end;Developer, mobile         2   \n",
+       "\n",
+       "           Age1stCode YearsCodePro              CareerSat  \\\n",
+       "Respondent                                                  \n",
+       "8                  16         None                   None   \n",
+       "10                 20           10  Slightly dissatisfied   \n",
+       "15                 13         None                   None   \n",
+       "50                 15            2     Slightly satisfied   \n",
+       "65                 17            2         Very satisfied   \n",
+       "\n",
+       "                           JobSat            MgrIdiot  MgrMoney   MgrWant  \\\n",
+       "Respondent                                                                  \n",
+       "8                            None                None      None      None   \n",
+       "10          Slightly dissatisfied  Somewhat confident       Yes       Yes   \n",
+       "15                           None                None      None      None   \n",
+       "50                 Very satisfied      Very confident  Not sure       Yes   \n",
+       "65                 Very satisfied      Very confident        No  Not sure   \n",
+       "\n",
+       "                                                      JobSeek  \\\n",
+       "Respondent                                                      \n",
+       "8                                                        None   \n",
+       "10          I’m not actively looking, but I am open to new...   \n",
+       "15          I’m not actively looking, but I am open to new...   \n",
+       "50          I’m not actively looking, but I am open to new...   \n",
+       "65          I’m not actively looking, but I am open to new...   \n",
+       "\n",
+       "                    LastHireDate  \\\n",
+       "Respondent                         \n",
+       "8                           None   \n",
+       "10                 3-4 years ago   \n",
+       "15          I've never had a job   \n",
+       "50                 1-2 years ago   \n",
+       "65          Less than a year ago   \n",
+       "\n",
+       "                                                      LastInt FizzBuzz  \\\n",
+       "Respondent                                                               \n",
+       "8                                                        None     None   \n",
+       "10                                                       None       No   \n",
+       "15                                                       None     None   \n",
+       "50          Write code by hand (e.g., on a whiteboard);Int...       No   \n",
+       "65          Write any code;Solve a brain-teaser style puzz...       No   \n",
+       "\n",
+       "                                                   JobFactors  \\\n",
+       "Respondent                                                      \n",
+       "8                                                        None   \n",
+       "10          Languages, frameworks, and other technologies ...   \n",
+       "15          Industry that I'd be working in;Languages, fra...   \n",
+       "50          Specific department or team I'd be working on;...   \n",
+       "65          Languages, frameworks, and other technologies ...   \n",
+       "\n",
+       "                                                 ResumeUpdate CurrencySymbol  \\\n",
+       "Respondent                                                                     \n",
+       "8                                                        None           None   \n",
+       "10                                                       None            INR   \n",
+       "15          Something else changed (education, award, medi...           None   \n",
+       "50                           I was preparing for a job search            INR   \n",
+       "65           My job status changed (promotion, new job, etc.)            INR   \n",
+       "\n",
+       "            CurrencyDesc  CompTotal CompFreq  ConvertedComp  WorkWeekHrs  \\\n",
+       "Respondent                                                                 \n",
+       "8                   None        NaN     None            NaN          NaN   \n",
+       "10          Indian rupee   950000.0   Yearly        13293.0         70.0   \n",
+       "15                  None        NaN     None            NaN          NaN   \n",
+       "50          Indian rupee   400000.0   Yearly         5597.0          7.0   \n",
+       "65          Indian rupee        NaN  Monthly            NaN         48.0   \n",
+       "\n",
+       "                                                     WorkPlan  \\\n",
+       "Respondent                                                      \n",
+       "8                                                        None   \n",
+       "10          There's no schedule or spec; I work on what se...   \n",
+       "15                                                       None   \n",
+       "50          There is a schedule and/or spec (made by me or...   \n",
+       "65          There's no schedule or spec; I work on what se...   \n",
+       "\n",
+       "                            WorkChallenge                        WorkRemote  \\\n",
+       "Respondent                                                                    \n",
+       "8                                    None                              None   \n",
+       "10                                   None             A few days each month   \n",
+       "15                                   None                              None   \n",
+       "50          Meetings;Time spent commuting  Less than once per month / Never   \n",
+       "65                                   None               About half the time   \n",
+       "\n",
+       "                                                   WorkLoc             ImpSyn  \\\n",
+       "Respondent                                                                      \n",
+       "8                                                     None               None   \n",
+       "10                                                    Home  Far above average   \n",
+       "15                                                    None               None   \n",
+       "50          Other place, such as a coworking space or cafe            Average   \n",
+       "65                                                  Office            Average   \n",
+       "\n",
+       "                                            CodeRev  CodeRevHrs  \\\n",
+       "Respondent                                                        \n",
+       "8                                              None         NaN   \n",
+       "10          Yes, because I see value in code review         4.0   \n",
+       "15                                             None         NaN   \n",
+       "50                                               No         NaN   \n",
+       "65          Yes, because I see value in code review         NaN   \n",
+       "\n",
+       "                                                    UnitTests  \\\n",
+       "Respondent                                                      \n",
+       "8                                                        None   \n",
+       "10                              Yes, it's part of our process   \n",
+       "15                                                       None   \n",
+       "50          Yes, it's not part of our process but the deve...   \n",
+       "65          Yes, it's not part of our process but the deve...   \n",
+       "\n",
+       "                                                  PurchaseHow  \\\n",
+       "Respondent                                                      \n",
+       "8                                                        None   \n",
+       "10                                                       None   \n",
+       "15                                                       None   \n",
+       "50          The CTO, CIO, or other management purchase new...   \n",
+       "65                                                   Not sure   \n",
+       "\n",
+       "                             PurchaseWhat  \\\n",
+       "Respondent                                  \n",
+       "8                                    None   \n",
+       "10                                   None   \n",
+       "15                                   None   \n",
+       "50          I have little or no influence   \n",
+       "65                                   None   \n",
+       "\n",
+       "                                           LanguageWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8           Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...   \n",
+       "10                              C#;Go;JavaScript;Python;R;SQL   \n",
+       "15          Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...   \n",
+       "50          Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...   \n",
+       "65                            Assembly;C;C++;C#;HTML/CSS;Java   \n",
+       "\n",
+       "                                       LanguageDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...   \n",
+       "10                       C#;Go;JavaScript;Kotlin;Python;R;SQL   \n",
+       "15          Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...   \n",
+       "50                                 HTML/CSS;JavaScript;Python   \n",
+       "65                                                     Kotlin   \n",
+       "\n",
+       "                                           DatabaseWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8           Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...   \n",
+       "10          Elasticsearch;MongoDB;Microsoft SQL Server;MyS...   \n",
+       "15                                MariaDB;MySQL;Oracle;SQLite   \n",
+       "50          Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...   \n",
+       "65                               Firebase;MySQL;Oracle;SQLite   \n",
+       "\n",
+       "                                       DatabaseDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...   \n",
+       "10                 Elasticsearch;MongoDB;Microsoft SQL Server   \n",
+       "15          MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...   \n",
+       "50                        Firebase;PostgreSQL;Redis;Other(s):   \n",
+       "65                                            Firebase;SQLite   \n",
+       "\n",
+       "                                           PlatformWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8                         AWS;Docker;Heroku;Linux;MacOS;Slack   \n",
+       "10                                              Linux;Windows   \n",
+       "15                                              Linux;Windows   \n",
+       "50          Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...   \n",
+       "65                                                    Android   \n",
+       "\n",
+       "                                       PlatformDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Android;Arduino;AWS;Docker;Google Cloud Platfo...   \n",
+       "10                         Android;Linux;Raspberry Pi;Windows   \n",
+       "15          Android;Google Cloud Platform;iOS;Linux;MacOS;...   \n",
+       "50          AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...   \n",
+       "65                                                    Android   \n",
+       "\n",
+       "                                           WebFrameWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8                               Express;Flask;React.js;Spring   \n",
+       "10          Angular/Angular.js;ASP.NET;Django;Express;Flas...   \n",
+       "15                                                       None   \n",
+       "50                                Django;Express;Flask;jQuery   \n",
+       "65                                                    ASP.NET   \n",
+       "\n",
+       "                                       WebFrameDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8                        Django;Express;Flask;React.js;Vue.js   \n",
+       "10          Angular/Angular.js;ASP.NET;Django;Express;Flas...   \n",
+       "15          Angular/Angular.js;ASP.NET;Django;Drupal;jQuer...   \n",
+       "50                       Express;Flask;jQuery;React.js;Vue.js   \n",
+       "65                                                       None   \n",
+       "\n",
+       "                           MiscTechWorkedWith  \\\n",
+       "Respondent                                      \n",
+       "8                       Hadoop;Node.js;Pandas   \n",
+       "10          .NET;Node.js;Pandas;Torch/PyTorch   \n",
+       "15                                       None   \n",
+       "50                                    Node.js   \n",
+       "65                                       None   \n",
+       "\n",
+       "                                       MiscTechDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda...   \n",
+       "10                      .NET;Node.js;TensorFlow;Torch/PyTorch   \n",
+       "15          .NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...   \n",
+       "50                                                    Node.js   \n",
+       "65                                                       None   \n",
+       "\n",
+       "                                                   DevEnviron        OpSys  \\\n",
+       "Respondent                                                                   \n",
+       "8           Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...  Linux-based   \n",
+       "10          Android Studio;Eclipse;IPython / Jupyter;Notep...      Windows   \n",
+       "15                   Atom;NetBeans;Notepad++;Sublime Text;Vim  Linux-based   \n",
+       "50                               Notepad++;Visual Studio Code        MacOS   \n",
+       "65                                    Android Studio;IntelliJ  Linux-based   \n",
+       "\n",
+       "                                                   Containers BlockchainOrg  \\\n",
+       "Respondent                                                                    \n",
+       "8           Development;Testing;Production;Outside of work...          None   \n",
+       "10                                                       None    Not at all   \n",
+       "15                                                Development          None   \n",
+       "50                                                    Testing    Not at all   \n",
+       "65                                                       None          None   \n",
+       "\n",
+       "                                                 BlockchainIs BetterLife  \\\n",
+       "Respondent                                                                 \n",
+       "8           Useful across many domains and could change ma...        Yes   \n",
+       "10          Useful for immutable record keeping outside of...         No   \n",
+       "15                                                       None        Yes   \n",
+       "50          Useful for immutable record keeping outside of...        Yes   \n",
+       "65                                                       None        Yes   \n",
+       "\n",
+       "            ITperson  OffOn SocialMedia              Extraversion  \\\n",
+       "Respondent                                                          \n",
+       "8               SIGH    Yes     YouTube  In real life (in person)   \n",
+       "10               Yes    Yes     YouTube                   Neither   \n",
+       "15               Yes  What?     YouTube  In real life (in person)   \n",
+       "50          Also Yes  What?     YouTube  In real life (in person)   \n",
+       "65               Yes  What?    WhatsApp  In real life (in person)   \n",
+       "\n",
+       "             ScreenName SOVisit1st             SOVisitFreq  \\\n",
+       "Respondent                                                   \n",
+       "8                Handle       2012    A few times per week   \n",
+       "10          Screen Name       None  Multiple times per day   \n",
+       "15                 None       2018   Daily or almost daily   \n",
+       "50             Username       2012   Daily or almost daily   \n",
+       "65                 None       2017  Multiple times per day   \n",
+       "\n",
+       "                                                    SOVisitTo  \\\n",
+       "Respondent                                                      \n",
+       "8           Find answers to specific questions;Learn how t...   \n",
+       "10          Find answers to specific questions;Get a sense...   \n",
+       "15          Find answers to specific questions;Learn how t...   \n",
+       "50          Find answers to specific questions;Learn how t...   \n",
+       "65                         Find answers to specific questions   \n",
+       "\n",
+       "                           SOFindAnswer                         SOTimeSaved  \\\n",
+       "Respondent                                                                    \n",
+       "8               Less than once per week  Stack Overflow was slightly faster   \n",
+       "10                   3-5 times per week            They were about the same   \n",
+       "15          More than 10 times per week            They were about the same   \n",
+       "50                   3-5 times per week  Stack Overflow was slightly faster   \n",
+       "65          More than 10 times per week  Stack Overflow was slightly faster   \n",
+       "\n",
+       "            SOHowMuchTime SOAccount                           SOPartFreq  \\\n",
+       "Respondent                                                                 \n",
+       "8           11-30 minutes       Yes  Less than once per month or monthly   \n",
+       "10                   None       Yes      A few times per month or weekly   \n",
+       "15                   None       Yes  Less than once per month or monthly   \n",
+       "50          11-30 minutes       Yes  Less than once per month or monthly   \n",
+       "65          11-30 minutes       Yes                 A few times per week   \n",
+       "\n",
+       "                                                       SOJobs  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         Yes   \n",
+       "10                                                        Yes   \n",
+       "15                                                        Yes   \n",
+       "50          No, I knew that Stack Overflow had a job board...   \n",
+       "65          No, I knew that Stack Overflow had a job board...   \n",
+       "\n",
+       "                                                     EntTeams  \\\n",
+       "Respondent                                                      \n",
+       "8                         No, and I don't know what those are   \n",
+       "10                        No, and I don't know what those are   \n",
+       "15          No, I've heard of them, but I am not part of a...   \n",
+       "50                        No, and I don't know what those are   \n",
+       "65                        No, and I don't know what those are   \n",
+       "\n",
+       "                     SOComm                             WelcomeChange  \\\n",
+       "Respondent                                                              \n",
+       "8           Yes, definitely     A lot more welcome now than last year   \n",
+       "10            Yes, somewhat  Somewhat less welcome now than last year   \n",
+       "15            Yes, somewhat   Just as welcome now as I felt last year   \n",
+       "50          Yes, definitely   Just as welcome now as I felt last year   \n",
+       "65                 Not sure     A lot more welcome now than last year   \n",
+       "\n",
+       "                                                 SONewContent   Age Gender  \\\n",
+       "Respondent                                                                   \n",
+       "8           Tech articles written by other developers;Indu...  24.0    Man   \n",
+       "10          Tech articles written by other developers;Tech...   NaN   None   \n",
+       "15          Tech articles written by other developers;Indu...  20.0    Man   \n",
+       "50          Tech articles written by other developers;Tech...  23.0    Man   \n",
+       "65                                                       None  21.0    Man   \n",
+       "\n",
+       "           Trans                Sexuality    Ethnicity Dependents  \\\n",
+       "Respondent                                                          \n",
+       "8             No  Straight / Heterosexual         None       None   \n",
+       "10          None                     None         None        Yes   \n",
+       "15            No                     None         None        Yes   \n",
+       "50            No                     None  South Asian         No   \n",
+       "65            No                     None         None        Yes   \n",
+       "\n",
+       "                     SurveyLength                  SurveyEase  \n",
+       "Respondent                                                     \n",
+       "8           Appropriate in length  Neither easy nor difficult  \n",
+       "10                       Too long                   Difficult  \n",
+       "15                       Too long  Neither easy nor difficult  \n",
+       "50                       Too long                        Easy  \n",
+       "65          Appropriate in length  Neither easy nor difficult  "
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sql_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sql_df = pd.read_sql_query('SELECT * FROM sample_table', engine, index_col='Respondent')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "    .dataframe thead th {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>MainBranch</th>\n",
+       "      <th>Hobbyist</th>\n",
+       "      <th>OpenSourcer</th>\n",
+       "      <th>OpenSource</th>\n",
+       "      <th>Employment</th>\n",
+       "      <th>Country</th>\n",
+       "      <th>Student</th>\n",
+       "      <th>EdLevel</th>\n",
+       "      <th>UndergradMajor</th>\n",
+       "      <th>EduOther</th>\n",
+       "      <th>OrgSize</th>\n",
+       "      <th>DevType</th>\n",
+       "      <th>YearsCode</th>\n",
+       "      <th>Age1stCode</th>\n",
+       "      <th>YearsCodePro</th>\n",
+       "      <th>CareerSat</th>\n",
+       "      <th>JobSat</th>\n",
+       "      <th>MgrIdiot</th>\n",
+       "      <th>MgrMoney</th>\n",
+       "      <th>MgrWant</th>\n",
+       "      <th>JobSeek</th>\n",
+       "      <th>LastHireDate</th>\n",
+       "      <th>LastInt</th>\n",
+       "      <th>FizzBuzz</th>\n",
+       "      <th>JobFactors</th>\n",
+       "      <th>ResumeUpdate</th>\n",
+       "      <th>CurrencySymbol</th>\n",
+       "      <th>CurrencyDesc</th>\n",
+       "      <th>CompTotal</th>\n",
+       "      <th>CompFreq</th>\n",
+       "      <th>ConvertedComp</th>\n",
+       "      <th>WorkWeekHrs</th>\n",
+       "      <th>WorkPlan</th>\n",
+       "      <th>WorkChallenge</th>\n",
+       "      <th>WorkRemote</th>\n",
+       "      <th>WorkLoc</th>\n",
+       "      <th>ImpSyn</th>\n",
+       "      <th>CodeRev</th>\n",
+       "      <th>CodeRevHrs</th>\n",
+       "      <th>UnitTests</th>\n",
+       "      <th>PurchaseHow</th>\n",
+       "      <th>PurchaseWhat</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>WebFrameWorkedWith</th>\n",
+       "      <th>WebFrameDesireNextYear</th>\n",
+       "      <th>MiscTechWorkedWith</th>\n",
+       "      <th>MiscTechDesireNextYear</th>\n",
+       "      <th>DevEnviron</th>\n",
+       "      <th>OpSys</th>\n",
+       "      <th>Containers</th>\n",
+       "      <th>BlockchainOrg</th>\n",
+       "      <th>BlockchainIs</th>\n",
+       "      <th>BetterLife</th>\n",
+       "      <th>ITperson</th>\n",
+       "      <th>OffOn</th>\n",
+       "      <th>SocialMedia</th>\n",
+       "      <th>Extraversion</th>\n",
+       "      <th>ScreenName</th>\n",
+       "      <th>SOVisit1st</th>\n",
+       "      <th>SOVisitFreq</th>\n",
+       "      <th>SOVisitTo</th>\n",
+       "      <th>SOFindAnswer</th>\n",
+       "      <th>SOTimeSaved</th>\n",
+       "      <th>SOHowMuchTime</th>\n",
+       "      <th>SOAccount</th>\n",
+       "      <th>SOPartFreq</th>\n",
+       "      <th>SOJobs</th>\n",
+       "      <th>EntTeams</th>\n",
+       "      <th>SOComm</th>\n",
+       "      <th>WelcomeChange</th>\n",
+       "      <th>SONewContent</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Trans</th>\n",
+       "      <th>Sexuality</th>\n",
+       "      <th>Ethnicity</th>\n",
+       "      <th>Dependents</th>\n",
+       "      <th>SurveyLength</th>\n",
+       "      <th>SurveyEase</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Respondent</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
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+       "      <th></th>\n",
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+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
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+       "      <th></th>\n",
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+       "      <th></th>\n",
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+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>I code primarily as a hobby</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per year</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>India</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Computer science, computer engineering, or sof...</td>\n",
+       "      <td>Taught yourself a new language, framework, or ...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Developer, back-end;Engineer, site reliability</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...</td>\n",
+       "      <td>Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...</td>\n",
+       "      <td>Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...</td>\n",
+       "      <td>AWS;Docker;Heroku;Linux;MacOS;Slack</td>\n",
+       "      <td>Android;Arduino;AWS;Docker;Google Cloud Platfo...</td>\n",
+       "      <td>Express;Flask;React.js;Spring</td>\n",
+       "      <td>Django;Express;Flask;React.js;Vue.js</td>\n",
+       "      <td>Hadoop;Node.js;Pandas</td>\n",
+       "      <td>Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda...</td>\n",
+       "      <td>Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Development;Testing;Production;Outside of work...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Useful across many domains and could change ma...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>SIGH</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Handle</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>Less than once per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>A lot more welcome now than last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Straight / Heterosexual</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Master’s degree (MA, MS, M.Eng., MBA, etc.)</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Data or business analyst;Data scientist or mac...</td>\n",
+       "      <td>12</td>\n",
+       "      <td>20</td>\n",
+       "      <td>10</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Slightly dissatisfied</td>\n",
+       "      <td>Somewhat confident</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>3-4 years ago</td>\n",
+       "      <td>None</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>950000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>13293.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>A few days each month</td>\n",
+       "      <td>Home</td>\n",
+       "      <td>Far above average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>Yes, it's part of our process</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>C#;Go;JavaScript;Python;R;SQL</td>\n",
+       "      <td>C#;Go;JavaScript;Kotlin;Python;R;SQL</td>\n",
+       "      <td>Elasticsearch;MongoDB;Microsoft SQL Server;MyS...</td>\n",
+       "      <td>Elasticsearch;MongoDB;Microsoft SQL Server</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Android;Linux;Raspberry Pi;Windows</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Express;Flas...</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Express;Flas...</td>\n",
+       "      <td>.NET;Node.js;Pandas;Torch/PyTorch</td>\n",
+       "      <td>.NET;Node.js;TensorFlow;Torch/PyTorch</td>\n",
+       "      <td>Android Studio;Eclipse;IPython / Jupyter;Notep...</td>\n",
+       "      <td>Windows</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for immutable record keeping outside of...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>Neither</td>\n",
+       "      <td>Screen Name</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions;Get a sense...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>A few times per month or weekly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Somewhat less welcome now than last year</td>\n",
+       "      <td>Tech articles written by other developers;Tech...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>I am a student who is learning to code</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>OSS is, on average, of HIGHER quality than pro...</td>\n",
+       "      <td>Not employed, but looking for work</td>\n",
+       "      <td>India</td>\n",
+       "      <td>Yes, full-time</td>\n",
+       "      <td>Secondary school (e.g. American high school, G...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Taken an online course in programming or softw...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Student</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>I've never had a job</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Industry that I'd be working in;Languages, fra...</td>\n",
+       "      <td>Something else changed (education, award, medi...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...</td>\n",
+       "      <td>Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...</td>\n",
+       "      <td>MariaDB;MySQL;Oracle;SQLite</td>\n",
+       "      <td>MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...</td>\n",
+       "      <td>Linux;Windows</td>\n",
+       "      <td>Android;Google Cloud Platform;iOS;Linux;MacOS;...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Angular/Angular.js;ASP.NET;Django;Drupal;jQuer...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>.NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...</td>\n",
+       "      <td>Atom;NetBeans;Notepad++;Sublime Text;Vim</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>Development</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>None</td>\n",
+       "      <td>2018</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>They were about the same</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No, I've heard of them, but I am not part of a...</td>\n",
+       "      <td>Yes, somewhat</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Indu...</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Once a month or more often</td>\n",
+       "      <td>OSS is, on average, of LOWER quality than prop...</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Another engineering discipline (ex. civil, ele...</td>\n",
+       "      <td>Received on-the-job training in software devel...</td>\n",
+       "      <td>10,000 or more employees</td>\n",
+       "      <td>Developer, back-end;DevOps specialist</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Slightly satisfied</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>I’m not actively looking, but I am open to new...</td>\n",
+       "      <td>1-2 years ago</td>\n",
+       "      <td>Write code by hand (e.g., on a whiteboard);Int...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Specific department or team I'd be working on;...</td>\n",
+       "      <td>I was preparing for a job search</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>400000.0</td>\n",
+       "      <td>Yearly</td>\n",
+       "      <td>5597.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>There is a schedule and/or spec (made by me or...</td>\n",
+       "      <td>Meetings;Time spent commuting</td>\n",
+       "      <td>Less than once per month / Never</td>\n",
+       "      <td>Other place, such as a coworking space or cafe</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>No</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's not part of our process but the deve...</td>\n",
+       "      <td>The CTO, CIO, or other management purchase new...</td>\n",
+       "      <td>I have little or no influence</td>\n",
+       "      <td>Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...</td>\n",
+       "      <td>HTML/CSS;JavaScript;Python</td>\n",
+       "      <td>Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...</td>\n",
+       "      <td>Firebase;PostgreSQL;Redis;Other(s):</td>\n",
+       "      <td>Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...</td>\n",
+       "      <td>AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...</td>\n",
+       "      <td>Django;Express;Flask;jQuery</td>\n",
+       "      <td>Express;Flask;jQuery;React.js;Vue.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Node.js</td>\n",
+       "      <td>Notepad++;Visual Studio Code</td>\n",
+       "      <td>MacOS</td>\n",
+       "      <td>Testing</td>\n",
+       "      <td>Not at all</td>\n",
+       "      <td>Useful for immutable record keeping outside of...</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Also Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>Username</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>Daily or almost daily</td>\n",
+       "      <td>Find answers to specific questions;Learn how t...</td>\n",
+       "      <td>3-5 times per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Less than once per month or monthly</td>\n",
+       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Yes, definitely</td>\n",
+       "      <td>Just as welcome now as I felt last year</td>\n",
+       "      <td>Tech articles written by other developers;Tech...</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>None</td>\n",
+       "      <td>South Asian</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Too long</td>\n",
+       "      <td>Easy</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>I am a developer by profession</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Never</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Employed full-time</td>\n",
+       "      <td>India</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Bachelor’s degree (BA, BS, B.Eng., etc.)</td>\n",
+       "      <td>Information systems, information technology, o...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>20 to 99 employees</td>\n",
+       "      <td>Developer, front-end;Developer, mobile</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very satisfied</td>\n",
+       "      <td>Very confident</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Not sure</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>Write any code;Solve a brain-teaser style puzz...</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Languages, frameworks, and other technologies ...</td>\n",
+       "      <td>My job status changed (promotion, new job, etc.)</td>\n",
+       "      <td>INR</td>\n",
+       "      <td>Indian rupee</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Monthly</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>There's no schedule or spec; I work on what se...</td>\n",
+       "      <td>None</td>\n",
+       "      <td>About half the time</td>\n",
+       "      <td>Office</td>\n",
+       "      <td>Average</td>\n",
+       "      <td>Yes, because I see value in code review</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Yes, it's not part of our process but the deve...</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Assembly;C;C++;C#;HTML/CSS;Java</td>\n",
+       "      <td>Kotlin</td>\n",
+       "      <td>Firebase;MySQL;Oracle;SQLite</td>\n",
+       "      <td>Firebase;SQLite</td>\n",
+       "      <td>Android</td>\n",
+       "      <td>Android</td>\n",
+       "      <td>ASP.NET</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Android Studio;IntelliJ</td>\n",
+       "      <td>Linux-based</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>What?</td>\n",
+       "      <td>WhatsApp</td>\n",
+       "      <td>In real life (in person)</td>\n",
+       "      <td>None</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>Multiple times per day</td>\n",
+       "      <td>Find answers to specific questions</td>\n",
+       "      <td>More than 10 times per week</td>\n",
+       "      <td>Stack Overflow was slightly faster</td>\n",
+       "      <td>11-30 minutes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>A few times per week</td>\n",
+       "      <td>No, I knew that Stack Overflow had a job board...</td>\n",
+       "      <td>No, and I don't know what those are</td>\n",
+       "      <td>Not sure</td>\n",
+       "      <td>A lot more welcome now than last year</td>\n",
+       "      <td>None</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>Man</td>\n",
+       "      <td>No</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Appropriate in length</td>\n",
+       "      <td>Neither easy nor difficult</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                        MainBranch Hobbyist  \\\n",
+       "Respondent                                                    \n",
+       "8                      I code primarily as a hobby      Yes   \n",
+       "10                  I am a developer by profession      Yes   \n",
+       "15          I am a student who is learning to code      Yes   \n",
+       "50                  I am a developer by profession      Yes   \n",
+       "65                  I am a developer by profession      Yes   \n",
+       "\n",
+       "                           OpenSourcer  \\\n",
+       "Respondent                               \n",
+       "8              Less than once per year   \n",
+       "10          Once a month or more often   \n",
+       "15                               Never   \n",
+       "50          Once a month or more often   \n",
+       "65                               Never   \n",
+       "\n",
+       "                                                   OpenSource  \\\n",
+       "Respondent                                                      \n",
+       "8           OSS is, on average, of HIGHER quality than pro...   \n",
+       "10          OSS is, on average, of HIGHER quality than pro...   \n",
+       "15          OSS is, on average, of HIGHER quality than pro...   \n",
+       "50          OSS is, on average, of LOWER quality than prop...   \n",
+       "65                                                       None   \n",
+       "\n",
+       "                                    Employment Country         Student  \\\n",
+       "Respondent                                                               \n",
+       "8           Not employed, but looking for work   India            None   \n",
+       "10                          Employed full-time   India              No   \n",
+       "15          Not employed, but looking for work   India  Yes, full-time   \n",
+       "50                          Employed full-time   India              No   \n",
+       "65                          Employed full-time   India              No   \n",
+       "\n",
+       "                                                      EdLevel  \\\n",
+       "Respondent                                                      \n",
+       "8                    Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "10                Master’s degree (MA, MS, M.Eng., MBA, etc.)   \n",
+       "15          Secondary school (e.g. American high school, G...   \n",
+       "50                   Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "65                   Bachelor’s degree (BA, BS, B.Eng., etc.)   \n",
+       "\n",
+       "                                               UndergradMajor  \\\n",
+       "Respondent                                                      \n",
+       "8           Computer science, computer engineering, or sof...   \n",
+       "10                                                       None   \n",
+       "15                                                       None   \n",
+       "50          Another engineering discipline (ex. civil, ele...   \n",
+       "65          Information systems, information technology, o...   \n",
+       "\n",
+       "                                                     EduOther  \\\n",
+       "Respondent                                                      \n",
+       "8           Taught yourself a new language, framework, or ...   \n",
+       "10                                                       None   \n",
+       "15          Taken an online course in programming or softw...   \n",
+       "50          Received on-the-job training in software devel...   \n",
+       "65                                                       None   \n",
+       "\n",
+       "                             OrgSize  \\\n",
+       "Respondent                             \n",
+       "8                               None   \n",
+       "10          10,000 or more employees   \n",
+       "15                              None   \n",
+       "50          10,000 or more employees   \n",
+       "65                20 to 99 employees   \n",
+       "\n",
+       "                                                      DevType YearsCode  \\\n",
+       "Respondent                                                                \n",
+       "8              Developer, back-end;Engineer, site reliability         8   \n",
+       "10          Data or business analyst;Data scientist or mac...        12   \n",
+       "15                                                    Student         3   \n",
+       "50                      Developer, back-end;DevOps specialist         7   \n",
+       "65                     Developer, front-end;Developer, mobile         2   \n",
+       "\n",
+       "           Age1stCode YearsCodePro              CareerSat  \\\n",
+       "Respondent                                                  \n",
+       "8                  16         None                   None   \n",
+       "10                 20           10  Slightly dissatisfied   \n",
+       "15                 13         None                   None   \n",
+       "50                 15            2     Slightly satisfied   \n",
+       "65                 17            2         Very satisfied   \n",
+       "\n",
+       "                           JobSat            MgrIdiot  MgrMoney   MgrWant  \\\n",
+       "Respondent                                                                  \n",
+       "8                            None                None      None      None   \n",
+       "10          Slightly dissatisfied  Somewhat confident       Yes       Yes   \n",
+       "15                           None                None      None      None   \n",
+       "50                 Very satisfied      Very confident  Not sure       Yes   \n",
+       "65                 Very satisfied      Very confident        No  Not sure   \n",
+       "\n",
+       "                                                      JobSeek  \\\n",
+       "Respondent                                                      \n",
+       "8                                                        None   \n",
+       "10          I’m not actively looking, but I am open to new...   \n",
+       "15          I’m not actively looking, but I am open to new...   \n",
+       "50          I’m not actively looking, but I am open to new...   \n",
+       "65          I’m not actively looking, but I am open to new...   \n",
+       "\n",
+       "                    LastHireDate  \\\n",
+       "Respondent                         \n",
+       "8                           None   \n",
+       "10                 3-4 years ago   \n",
+       "15          I've never had a job   \n",
+       "50                 1-2 years ago   \n",
+       "65          Less than a year ago   \n",
+       "\n",
+       "                                                      LastInt FizzBuzz  \\\n",
+       "Respondent                                                               \n",
+       "8                                                        None     None   \n",
+       "10                                                       None       No   \n",
+       "15                                                       None     None   \n",
+       "50          Write code by hand (e.g., on a whiteboard);Int...       No   \n",
+       "65          Write any code;Solve a brain-teaser style puzz...       No   \n",
+       "\n",
+       "                                                   JobFactors  \\\n",
+       "Respondent                                                      \n",
+       "8                                                        None   \n",
+       "10          Languages, frameworks, and other technologies ...   \n",
+       "15          Industry that I'd be working in;Languages, fra...   \n",
+       "50          Specific department or team I'd be working on;...   \n",
+       "65          Languages, frameworks, and other technologies ...   \n",
+       "\n",
+       "                                                 ResumeUpdate CurrencySymbol  \\\n",
+       "Respondent                                                                     \n",
+       "8                                                        None           None   \n",
+       "10                                                       None            INR   \n",
+       "15          Something else changed (education, award, medi...           None   \n",
+       "50                           I was preparing for a job search            INR   \n",
+       "65           My job status changed (promotion, new job, etc.)            INR   \n",
+       "\n",
+       "            CurrencyDesc  CompTotal CompFreq  ConvertedComp  WorkWeekHrs  \\\n",
+       "Respondent                                                                 \n",
+       "8                   None        NaN     None            NaN          NaN   \n",
+       "10          Indian rupee   950000.0   Yearly        13293.0         70.0   \n",
+       "15                  None        NaN     None            NaN          NaN   \n",
+       "50          Indian rupee   400000.0   Yearly         5597.0          7.0   \n",
+       "65          Indian rupee        NaN  Monthly            NaN         48.0   \n",
+       "\n",
+       "                                                     WorkPlan  \\\n",
+       "Respondent                                                      \n",
+       "8                                                        None   \n",
+       "10          There's no schedule or spec; I work on what se...   \n",
+       "15                                                       None   \n",
+       "50          There is a schedule and/or spec (made by me or...   \n",
+       "65          There's no schedule or spec; I work on what se...   \n",
+       "\n",
+       "                            WorkChallenge                        WorkRemote  \\\n",
+       "Respondent                                                                    \n",
+       "8                                    None                              None   \n",
+       "10                                   None             A few days each month   \n",
+       "15                                   None                              None   \n",
+       "50          Meetings;Time spent commuting  Less than once per month / Never   \n",
+       "65                                   None               About half the time   \n",
+       "\n",
+       "                                                   WorkLoc             ImpSyn  \\\n",
+       "Respondent                                                                      \n",
+       "8                                                     None               None   \n",
+       "10                                                    Home  Far above average   \n",
+       "15                                                    None               None   \n",
+       "50          Other place, such as a coworking space or cafe            Average   \n",
+       "65                                                  Office            Average   \n",
+       "\n",
+       "                                            CodeRev  CodeRevHrs  \\\n",
+       "Respondent                                                        \n",
+       "8                                              None         NaN   \n",
+       "10          Yes, because I see value in code review         4.0   \n",
+       "15                                             None         NaN   \n",
+       "50                                               No         NaN   \n",
+       "65          Yes, because I see value in code review         NaN   \n",
+       "\n",
+       "                                                    UnitTests  \\\n",
+       "Respondent                                                      \n",
+       "8                                                        None   \n",
+       "10                              Yes, it's part of our process   \n",
+       "15                                                       None   \n",
+       "50          Yes, it's not part of our process but the deve...   \n",
+       "65          Yes, it's not part of our process but the deve...   \n",
+       "\n",
+       "                                                  PurchaseHow  \\\n",
+       "Respondent                                                      \n",
+       "8                                                        None   \n",
+       "10                                                       None   \n",
+       "15                                                       None   \n",
+       "50          The CTO, CIO, or other management purchase new...   \n",
+       "65                                                   Not sure   \n",
+       "\n",
+       "                             PurchaseWhat  \\\n",
+       "Respondent                                  \n",
+       "8                                    None   \n",
+       "10                                   None   \n",
+       "15                                   None   \n",
+       "50          I have little or no influence   \n",
+       "65                                   None   \n",
+       "\n",
+       "                                           LanguageWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8           Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...   \n",
+       "10                              C#;Go;JavaScript;Python;R;SQL   \n",
+       "15          Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...   \n",
+       "50          Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...   \n",
+       "65                            Assembly;C;C++;C#;HTML/CSS;Java   \n",
+       "\n",
+       "                                       LanguageDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...   \n",
+       "10                       C#;Go;JavaScript;Kotlin;Python;R;SQL   \n",
+       "15          Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...   \n",
+       "50                                 HTML/CSS;JavaScript;Python   \n",
+       "65                                                     Kotlin   \n",
+       "\n",
+       "                                           DatabaseWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8           Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...   \n",
+       "10          Elasticsearch;MongoDB;Microsoft SQL Server;MyS...   \n",
+       "15                                MariaDB;MySQL;Oracle;SQLite   \n",
+       "50          Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...   \n",
+       "65                               Firebase;MySQL;Oracle;SQLite   \n",
+       "\n",
+       "                                       DatabaseDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...   \n",
+       "10                 Elasticsearch;MongoDB;Microsoft SQL Server   \n",
+       "15          MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...   \n",
+       "50                        Firebase;PostgreSQL;Redis;Other(s):   \n",
+       "65                                            Firebase;SQLite   \n",
+       "\n",
+       "                                           PlatformWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8                         AWS;Docker;Heroku;Linux;MacOS;Slack   \n",
+       "10                                              Linux;Windows   \n",
+       "15                                              Linux;Windows   \n",
+       "50          Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...   \n",
+       "65                                                    Android   \n",
+       "\n",
+       "                                       PlatformDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Android;Arduino;AWS;Docker;Google Cloud Platfo...   \n",
+       "10                         Android;Linux;Raspberry Pi;Windows   \n",
+       "15          Android;Google Cloud Platform;iOS;Linux;MacOS;...   \n",
+       "50          AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...   \n",
+       "65                                                    Android   \n",
+       "\n",
+       "                                           WebFrameWorkedWith  \\\n",
+       "Respondent                                                      \n",
+       "8                               Express;Flask;React.js;Spring   \n",
+       "10          Angular/Angular.js;ASP.NET;Django;Express;Flas...   \n",
+       "15                                                       None   \n",
+       "50                                Django;Express;Flask;jQuery   \n",
+       "65                                                    ASP.NET   \n",
+       "\n",
+       "                                       WebFrameDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8                        Django;Express;Flask;React.js;Vue.js   \n",
+       "10          Angular/Angular.js;ASP.NET;Django;Express;Flas...   \n",
+       "15          Angular/Angular.js;ASP.NET;Django;Drupal;jQuer...   \n",
+       "50                       Express;Flask;jQuery;React.js;Vue.js   \n",
+       "65                                                       None   \n",
+       "\n",
+       "                           MiscTechWorkedWith  \\\n",
+       "Respondent                                      \n",
+       "8                       Hadoop;Node.js;Pandas   \n",
+       "10          .NET;Node.js;Pandas;Torch/PyTorch   \n",
+       "15                                       None   \n",
+       "50                                    Node.js   \n",
+       "65                                       None   \n",
+       "\n",
+       "                                       MiscTechDesireNextYear  \\\n",
+       "Respondent                                                      \n",
+       "8           Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda...   \n",
+       "10                      .NET;Node.js;TensorFlow;Torch/PyTorch   \n",
+       "15          .NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...   \n",
+       "50                                                    Node.js   \n",
+       "65                                                       None   \n",
+       "\n",
+       "                                                   DevEnviron        OpSys  \\\n",
+       "Respondent                                                                   \n",
+       "8           Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...  Linux-based   \n",
+       "10          Android Studio;Eclipse;IPython / Jupyter;Notep...      Windows   \n",
+       "15                   Atom;NetBeans;Notepad++;Sublime Text;Vim  Linux-based   \n",
+       "50                               Notepad++;Visual Studio Code        MacOS   \n",
+       "65                                    Android Studio;IntelliJ  Linux-based   \n",
+       "\n",
+       "                                                   Containers BlockchainOrg  \\\n",
+       "Respondent                                                                    \n",
+       "8           Development;Testing;Production;Outside of work...          None   \n",
+       "10                                                       None    Not at all   \n",
+       "15                                                Development          None   \n",
+       "50                                                    Testing    Not at all   \n",
+       "65                                                       None          None   \n",
+       "\n",
+       "                                                 BlockchainIs BetterLife  \\\n",
+       "Respondent                                                                 \n",
+       "8           Useful across many domains and could change ma...        Yes   \n",
+       "10          Useful for immutable record keeping outside of...         No   \n",
+       "15                                                       None        Yes   \n",
+       "50          Useful for immutable record keeping outside of...        Yes   \n",
+       "65                                                       None        Yes   \n",
+       "\n",
+       "            ITperson  OffOn SocialMedia              Extraversion  \\\n",
+       "Respondent                                                          \n",
+       "8               SIGH    Yes     YouTube  In real life (in person)   \n",
+       "10               Yes    Yes     YouTube                   Neither   \n",
+       "15               Yes  What?     YouTube  In real life (in person)   \n",
+       "50          Also Yes  What?     YouTube  In real life (in person)   \n",
+       "65               Yes  What?    WhatsApp  In real life (in person)   \n",
+       "\n",
+       "             ScreenName SOVisit1st             SOVisitFreq  \\\n",
+       "Respondent                                                   \n",
+       "8                Handle       2012    A few times per week   \n",
+       "10          Screen Name       None  Multiple times per day   \n",
+       "15                 None       2018   Daily or almost daily   \n",
+       "50             Username       2012   Daily or almost daily   \n",
+       "65                 None       2017  Multiple times per day   \n",
+       "\n",
+       "                                                    SOVisitTo  \\\n",
+       "Respondent                                                      \n",
+       "8           Find answers to specific questions;Learn how t...   \n",
+       "10          Find answers to specific questions;Get a sense...   \n",
+       "15          Find answers to specific questions;Learn how t...   \n",
+       "50          Find answers to specific questions;Learn how t...   \n",
+       "65                         Find answers to specific questions   \n",
+       "\n",
+       "                           SOFindAnswer                         SOTimeSaved  \\\n",
+       "Respondent                                                                    \n",
+       "8               Less than once per week  Stack Overflow was slightly faster   \n",
+       "10                   3-5 times per week            They were about the same   \n",
+       "15          More than 10 times per week            They were about the same   \n",
+       "50                   3-5 times per week  Stack Overflow was slightly faster   \n",
+       "65          More than 10 times per week  Stack Overflow was slightly faster   \n",
+       "\n",
+       "            SOHowMuchTime SOAccount                           SOPartFreq  \\\n",
+       "Respondent                                                                 \n",
+       "8           11-30 minutes       Yes  Less than once per month or monthly   \n",
+       "10                   None       Yes      A few times per month or weekly   \n",
+       "15                   None       Yes  Less than once per month or monthly   \n",
+       "50          11-30 minutes       Yes  Less than once per month or monthly   \n",
+       "65          11-30 minutes       Yes                 A few times per week   \n",
+       "\n",
+       "                                                       SOJobs  \\\n",
+       "Respondent                                                      \n",
+       "8                                                         Yes   \n",
+       "10                                                        Yes   \n",
+       "15                                                        Yes   \n",
+       "50          No, I knew that Stack Overflow had a job board...   \n",
+       "65          No, I knew that Stack Overflow had a job board...   \n",
+       "\n",
+       "                                                     EntTeams  \\\n",
+       "Respondent                                                      \n",
+       "8                         No, and I don't know what those are   \n",
+       "10                        No, and I don't know what those are   \n",
+       "15          No, I've heard of them, but I am not part of a...   \n",
+       "50                        No, and I don't know what those are   \n",
+       "65                        No, and I don't know what those are   \n",
+       "\n",
+       "                     SOComm                             WelcomeChange  \\\n",
+       "Respondent                                                              \n",
+       "8           Yes, definitely     A lot more welcome now than last year   \n",
+       "10            Yes, somewhat  Somewhat less welcome now than last year   \n",
+       "15            Yes, somewhat   Just as welcome now as I felt last year   \n",
+       "50          Yes, definitely   Just as welcome now as I felt last year   \n",
+       "65                 Not sure     A lot more welcome now than last year   \n",
+       "\n",
+       "                                                 SONewContent   Age Gender  \\\n",
+       "Respondent                                                                   \n",
+       "8           Tech articles written by other developers;Indu...  24.0    Man   \n",
+       "10          Tech articles written by other developers;Tech...   NaN   None   \n",
+       "15          Tech articles written by other developers;Indu...  20.0    Man   \n",
+       "50          Tech articles written by other developers;Tech...  23.0    Man   \n",
+       "65                                                       None  21.0    Man   \n",
+       "\n",
+       "           Trans                Sexuality    Ethnicity Dependents  \\\n",
+       "Respondent                                                          \n",
+       "8             No  Straight / Heterosexual         None       None   \n",
+       "10          None                     None         None        Yes   \n",
+       "15            No                     None         None        Yes   \n",
+       "50            No                     None  South Asian         No   \n",
+       "65            No                     None         None        Yes   \n",
+       "\n",
+       "                     SurveyLength                  SurveyEase  \n",
+       "Respondent                                                     \n",
+       "8           Appropriate in length  Neither easy nor difficult  \n",
+       "10                       Too long                   Difficult  \n",
+       "15                       Too long  Neither easy nor difficult  \n",
+       "50                       Too long                        Easy  \n",
+       "65          Appropriate in length  Neither easy nor difficult  "
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sql_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "posts_df = pd.read_json('https://raw.githubusercontent.com/CoreyMSchafer/code_snippets/master/Python/Flask_Blog/snippets/posts.json')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>title</th>\n",
+       "      <th>content</th>\n",
+       "      <th>user_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>My Updated Post</td>\n",
+       "      <td>My first updated post!\\r\\n\\r\\nThis is exciting!</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>A Second Post</td>\n",
+       "      <td>This is a post from a different user...</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Top 5 Programming Lanaguages</td>\n",
+       "      <td>Te melius apeirian postulant cum, labitur admo...</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Sublime Text Tips and Tricks</td>\n",
+       "      <td>Ea vix dico modus voluptatibus, mel iudico sua...</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Best Python IDEs</td>\n",
+       "      <td>Elit contentiones nam no, sea ut consul adipis...</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                          title  \\\n",
+       "0               My Updated Post   \n",
+       "1                 A Second Post   \n",
+       "2  Top 5 Programming Lanaguages   \n",
+       "3  Sublime Text Tips and Tricks   \n",
+       "4              Best Python IDEs   \n",
+       "\n",
+       "                                             content  user_id  \n",
+       "0    My first updated post!\\r\\n\\r\\nThis is exciting!        1  \n",
+       "1            This is a post from a different user...        2  \n",
+       "2  Te melius apeirian postulant cum, labitur admo...        1  \n",
+       "3  Ea vix dico modus voluptatibus, mel iudico sua...        1  \n",
+       "4  Elit contentiones nam no, sea ut consul adipis...        1  "
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "posts_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Python/Python-Lottery-Simulation/lottery.py b/Python/Python-Lottery-Simulation/lottery.py
new file mode 100644
index 000000000..3fd4423e4
--- /dev/null
+++ b/Python/Python-Lottery-Simulation/lottery.py
@@ -0,0 +1,105 @@
+import random
+import json
+
+white_possibles = list(range(1, 70))
+red_possibles = list(range(1, 27))
+
+tickets_per_drawing = 100
+num_drawings = 15600
+
+total_spent = 0
+earnings = 0
+
+times_won = {
+    "5+P": 0,
+    "5": 0,
+    "4+P": 0,
+    "4": 0,
+    "3+P": 0,
+    "3": 0,
+    "2+P": 0,
+    "1+P": 0,
+    "P": 0,
+    "0": 0,
+}
+
+
+def calc_win_amt(my_numbers, winning_numbers):
+    win_amt = 0
+
+    white_matches = len(my_numbers["whites"].intersection(
+        winning_numbers["whites"]))
+    power_match = my_numbers["red"] == winning_numbers["red"]
+
+    if white_matches == 5:
+        if power_match:
+            win_amt = 2_000_000_000
+            times_won["5+P"] += 1
+        else:
+            win_amt = 1_000_000
+            times_won["5"] += 1
+    elif white_matches == 4:
+        if power_match:
+            win_amt = 50_000
+            times_won["4+P"] += 1
+        else:
+            win_amt = 100
+            times_won["4"] += 1
+    elif white_matches == 3:
+        if power_match:
+            win_amt = 100
+            times_won["3+P"] += 1
+        else:
+            win_amt = 7
+            times_won["3"] += 1
+    elif white_matches == 2 and power_match:
+        win_amt = 7
+        times_won["2+P"] += 1
+    elif white_matches == 1 and power_match:
+        win_amt = 4
+        times_won["1+P"] += 1
+    elif power_match:
+        win_amt = 4
+        times_won["P"] += 1
+    else:
+        times_won["0"] += 1
+
+    return win_amt
+
+
+# for drawing in range(num_drawings):
+hit_jp = False
+drawings = 0
+years = 0
+while True:
+    drawings += 1
+    white_drawing = set(random.sample(white_possibles, k=5))
+    red_drawing = random.choice(red_possibles)
+
+    winning_numbers = {"whites": white_drawing, "red": red_drawing}
+
+    for ticket in range(tickets_per_drawing):
+        total_spent += 2
+        my_whites = set(random.sample(white_possibles, k=5))
+        my_red = random.choice(red_possibles)
+
+        my_numbers = {"whites": my_whites, "red": my_red}
+
+        win_amt = calc_win_amt(my_numbers, winning_numbers)
+        earnings += win_amt
+
+        if win_amt == 2_000_000_000:
+            hit_jp = True
+            break
+
+    if drawings % 156 == 0:
+        years += 1
+        print(f'{years} years')
+
+    if hit_jp:
+        break
+
+print(f'Spent: ${total_spent}')
+print(f'Earnings: ${earnings}')
+
+print(json.dumps(times_won, indent=2))
diff --git a/Python/Python-Lottery-Simulation/snippets.txt b/Python/Python-Lottery-Simulation/snippets.txt
new file mode 100644
index 000000000..6771c9787
--- /dev/null
+++ b/Python/Python-Lottery-Simulation/snippets.txt
@@ -0,0 +1,40 @@
+times_won = {
+    '5+P': 0,
+    '5': 0,
+    '4+P': 0,
+    '4': 0,
+    '3+P': 0,
+    '3': 0,
+    '2+P': 0,
+    '1+P': 0,
+    'P': 0,
+    '0': 0
+}
+
+------------------------
+
+elif white_matches == 4:
+        if power_match:
+            win_amt = 50_000
+            times_won['4+P'] += 1
+        else:
+            win_amt = 100
+            times_won['4'] += 1
+    elif white_matches == 3:
+        if power_match:
+            win_amt = 100
+            times_won['3+P'] += 1
+        else:
+            win_amt = 7
+            times_won['3'] += 1
+    elif white_matches == 2 and power_match:
+        win_amt = 7
+        times_won['2+P'] += 1
+    elif white_matches == 1 and power_match:
+        win_amt = 4
+        times_won['1+P'] += 1
+    elif power_match:
+        win_amt = 4
+        times_won['P'] += 1
+    else:
+        times_won['0'] += 1
diff --git a/Python/YouTube-API/01-Getting-Started/yt.py b/Python/YouTube-API/01-Getting-Started/yt.py
new file mode 100644
index 000000000..81556c738
--- /dev/null
+++ b/Python/YouTube-API/01-Getting-Started/yt.py
@@ -0,0 +1,15 @@
+
+from googleapiclient.discovery import build
+
+api_key = '#YOURAPIKEY'
+
+youtube = build('youtube', 'v3', developerKey=api_key)
+
+request = youtube.channels().list(
+        part='statistics',
+        forUsername='schafer5'
+    )
+
+response = request.execute()
+
+print(response)
diff --git a/Python/YouTube-API/02-Playlist-Duration/playlist.py b/Python/YouTube-API/02-Playlist-Duration/playlist.py
new file mode 100644
index 000000000..49583b4a2
--- /dev/null
+++ b/Python/YouTube-API/02-Playlist-Duration/playlist.py
@@ -0,0 +1,68 @@
+import os
+import re
+from datetime import timedelta
+from googleapiclient.discovery import build
+
+api_key = os.environ.get('YT_API_KEY')
+
+youtube = build('youtube', 'v3', developerKey=api_key)
+
+hours_pattern = re.compile(r'(\d+)H')
+minutes_pattern = re.compile(r'(\d+)M')
+seconds_pattern = re.compile(r'(\d+)S')
+
+total_seconds = 0
+
+
+nextPageToken = None
+while True:
+    pl_request = youtube.playlistItems().list(
+        part='contentDetails',
+        playlistId="PL-osiE80TeTt2d9bfVyTiXJA-UTHn6WwU",
+        maxResults=50,
+        pageToken=nextPageToken
+    )
+
+    pl_response = pl_request.execute()
+
+    vid_ids = []
+    for item in pl_response['items']:
+        vid_ids.append(item['contentDetails']['videoId'])
+
+    vid_request = youtube.videos().list(
+        part="contentDetails",
+        id=','.join(vid_ids)
+    )
+
+    vid_response = vid_request.execute()
+
+    for item in vid_response['items']:
+        duration = item['contentDetails']['duration']
+
+        hours = hours_pattern.search(duration)
+        minutes = minutes_pattern.search(duration)
+        seconds = seconds_pattern.search(duration)
+
+        hours = int(hours.group(1)) if hours else 0
+        minutes = int(minutes.group(1)) if minutes else 0
+        seconds = int(seconds.group(1)) if seconds else 0
+
+        video_seconds = timedelta(
+            hours=hours,
+            minutes=minutes,
+            seconds=seconds
+        ).total_seconds()
+
+        total_seconds += video_seconds
+
+    nextPageToken = pl_response.get('nextPageToken')
+
+    if not nextPageToken:
+        break
+
+total_seconds = int(total_seconds)
+
+minutes, seconds = divmod(total_seconds, 60)
+hours, minutes = divmod(minutes, 60)
+
+print(f'{hours}:{minutes}:{seconds}')
diff --git a/Python/YouTube-API/03-Most-Popular-Video-Playlist/start.py b/Python/YouTube-API/03-Most-Popular-Video-Playlist/start.py
new file mode 100644
index 000000000..a76d410ff
--- /dev/null
+++ b/Python/YouTube-API/03-Most-Popular-Video-Playlist/start.py
@@ -0,0 +1,55 @@
+import os
+from googleapiclient.discovery import build
+
+api_key = os.environ.get('YT_API_KEY')
+
+youtube = build('youtube', 'v3', developerKey=api_key)
+
+playlist_id = 'PL8uoeex94UhHFRew8gzfFJHIpRFWyY4YW'
+
+videos = []
+
+nextPageToken = None
+while True:
+    pl_request = youtube.playlistItems().list(
+        part='contentDetails',
+        playlistId=playlist_id,
+        maxResults=50,
+        pageToken=nextPageToken
+    )
+
+    pl_response = pl_request.execute()
+
+    vid_ids = []
+    for item in pl_response['items']:
+        vid_ids.append(item['contentDetails']['videoId'])
+
+    vid_request = youtube.videos().list(
+        part="statistics",
+        id=','.join(vid_ids)
+    )
+
+    vid_response = vid_request.execute()
+
+    for item in vid_response['items']:
+        vid_views = item['statistics']['viewCount']
+
+        vid_id = item['id']
+        yt_link = f'https://youtu.be/{vid_id}'
+
+        videos.append(
+            {
+                'views': int(vid_views),
+                'url': yt_link
+            }
+        )
+
+    nextPageToken = pl_response.get('nextPageToken')
+
+    if not nextPageToken:
+        break
+
+videos.sort(key=lambda vid: vid['views'], reverse=True)
+
+for video in videos[:10]:
+    print(video['url'], video['views'])