\n",
" \n",
" 0 | \n",
" 1 | \n",
" Student | \n",
" Yes, both | \n",
" United States | \n",
" No | \n",
" Not employed, and not looking for work | \n",
" Secondary school | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 2 to 3 years | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" With a soft \"g,\" like \"jiff\" | \n",
" Strongly agree | \n",
" Strongly agree | \n",
" Agree | \n",
" Disagree | \n",
" Strongly agree | \n",
" Agree | \n",
" Agree | \n",
" Disagree | \n",
" Somewhat agree | \n",
" Disagree | \n",
" Strongly agree | \n",
" Strongly agree | \n",
" Strongly disagree | \n",
" Agree | \n",
" Agree | \n",
" Disagree | \n",
" Agree | \n",
" I'm not actively looking, but I am open to new... | \n",
" 0.0 | \n",
" Not applicable/ never | \n",
" Very important | \n",
" Very important | \n",
" Important | \n",
" Very important | \n",
" Very important | \n",
" Very important | \n",
" Important | \n",
" Very important | \n",
" Very important | \n",
" Very important | \n",
" Very important | \n",
" Very important | \n",
" Somewhat important | \n",
" Not very important | \n",
" Somewhat important | \n",
" Stock options; Vacation/days off; Remote options | \n",
" Yes | \n",
" Other | \n",
" NaN | \n",
" NaN | \n",
" Important | \n",
" Important | \n",
" Important | \n",
" Somewhat important | \n",
" Important | \n",
" Not very important | \n",
" Not very important | \n",
" Not at all important | \n",
" Somewhat important | \n",
" Very important | \n",
" NaN | \n",
" NaN | \n",
" Tabs | \n",
" NaN | \n",
" Online course; Open source contributions | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 6:00 AM | \n",
" Swift | \n",
" Swift | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" iOS | \n",
" iOS | \n",
" Atom; Xcode | \n",
" Turn on some music | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" Somewhat satisfied | \n",
" Not very satisfied | \n",
" Not at all satisfied | \n",
" Very satisfied | \n",
" Satisfied | \n",
" Not very satisfied | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" I have created a CV or Developer Story on Stac... | \n",
" 9.0 | \n",
" Desktop; iOS app | \n",
" At least once each week | \n",
" Haven't done at all | \n",
" Once or twice | \n",
" Haven't done at all | \n",
" Haven't done at all | \n",
" Several times | \n",
" Several times | \n",
" Once or twice | \n",
" Somewhat agree | \n",
" Strongly disagree | \n",
" Strongly disagree | \n",
" Strongly agree | \n",
" Agree | \n",
" Strongly agree | \n",
" Strongly agree | \n",
" Strongly disagree | \n",
" Male | \n",
" High school | \n",
" White or of European descent | \n",
" Strongly disagree | \n",
" Strongly agree | \n",
" Disagree | \n",
" Strongly agree | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 1 | \n",
" 2 | \n",
" Student | \n",
" Yes, both | \n",
" United Kingdom | \n",
" Yes, full-time | \n",
" Employed part-time | \n",
" Some college/university study without earning ... | \n",
" Computer science or software engineering | \n",
" More than half, but not all, the time | \n",
" 20 to 99 employees | \n",
" Privately-held limited company, not in startup... | \n",
" 9 to 10 years | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" With a hard \"g,\" like \"gift\" | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" No | \n",
" Other | \n",
" NaN | \n",
" Some other way | \n",
" Important | \n",
" Important | \n",
" Important | \n",
" Important | \n",
" Somewhat important | \n",
" Somewhat important | \n",
" Not very important | \n",
" Somewhat important | \n",
" Not very important | \n",
" Very important | \n",
" British pounds sterling (£) | \n",
" NaN | \n",
" Spaces | \n",
" NaN | \n",
" Online course; Self-taught; Hackathon; Open so... | \n",
" Official documentation; Stack Overflow Q&A; Other | \n",
" NaN | \n",
" NaN | \n",
" 10:00 AM | \n",
" JavaScript; Python; Ruby; SQL | \n",
" Java; Python; Ruby; SQL | \n",
" .NET Core | \n",
" .NET Core | \n",
" MySQL; SQLite | \n",
" MySQL; SQLite | \n",
" Amazon Web Services (AWS) | \n",
" Linux Desktop; Raspberry Pi; Amazon Web Servic... | \n",
" Atom; Notepad++; Vim; PyCharm; RubyMine; Visua... | \n",
" Put on some ambient sounds (e.g. whale songs, ... | \n",
" NaN | \n",
" Git | \n",
" Multiple times a day | \n",
" Agree | \n",
" Disagree | \n",
" Strongly disagree | \n",
" Agree | \n",
" Somewhat agree | \n",
" Disagree | \n",
" Strongly disagree | \n",
" Customer satisfaction; On time/in budget; Peer... | \n",
" Not very satisfied | \n",
" Satisfied | \n",
" Satisfied | \n",
" Satisfied | \n",
" Somewhat satisfied | \n",
" Satisfied | \n",
" No influence at all | \n",
" No influence at all | \n",
" No influence at all | \n",
" No influence at all | \n",
" No influence at all | \n",
" No influence at all | \n",
" No influence at all | \n",
" No influence at all | \n",
" No influence at all | \n",
" No influence at all | \n",
" No influence at all | \n",
" I have created a CV or Developer Story on Stac... | \n",
" 8.0 | \n",
" Desktop; iOS browser; iOS app; Android browser... | \n",
" Several times | \n",
" Several times | \n",
" Once or twice | \n",
" Once or twice | \n",
" Once or twice | \n",
" Haven't done at all | \n",
" Several times | \n",
" At least once each week | \n",
" Disagree | \n",
" Strongly disagree | \n",
" Strongly disagree | \n",
" Strongly agree | \n",
" Agree | \n",
" Strongly agree | \n",
" Strongly agree | \n",
" Strongly disagree | \n",
" Male | \n",
" A master's degree | \n",
" White or of European descent | \n",
" Somewhat agree | \n",
" Somewhat agree | \n",
" Disagree | \n",
" Strongly agree | \n",
" NaN | \n",
" 37500.0 | \n",
"
\n",
" \n",
" 2 | \n",
" 3 | \n",
" Professional developer | \n",
" Yes, both | \n",
" United Kingdom | \n",
" No | \n",
" Employed full-time | \n",
" Bachelor's degree | \n",
" Computer science or software engineering | \n",
" Less than half the time, but at least one day ... | \n",
" 10,000 or more employees | \n",
" Publicly-traded corporation | \n",
" 20 or more years | \n",
" 20 or more years | \n",
" NaN | \n",
" Other | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 8.0 | \n",
" 9.0 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" With a hard \"g,\" like \"gift\" | \n",
" Strongly agree | \n",
" Strongly agree | \n",
" Strongly agree | \n",
" Somewhat agree | \n",
" Agree | \n",
" Strongly agree | \n",
" Agree | \n",
" Somewhat agree | \n",
" Disagree | \n",
" Disagree | \n",
" Agree | \n",
" Somewhat agree | \n",
" Disagree | \n",
" Somewhat agree | \n",
" Agree | \n",
" Disagree | \n",
" Agree | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" Yes | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" British pounds sterling (£) | \n",
" Neither underpaid nor overpaid | \n",
" Spaces | \n",
" Not very important | \n",
" Self-taught; Coding competition; Hackathon; Op... | \n",
" Official documentation; Trade book; Textbook; ... | \n",
" NaN | \n",
" NaN | \n",
" 9:00 AM | \n",
" Java; PHP; Python | \n",
" C; Python; Rust | \n",
" NaN | \n",
" NaN | \n",
" MySQL | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" Sublime Text; Vim; IntelliJ | \n",
" Turn on some music | \n",
" Agile; Lean; Scrum; Extreme; Pair; Kanban | \n",
" Mercurial | \n",
" Multiple times a day | \n",
" Agree | \n",
" Disagree | \n",
" Disagree | \n",
" Agree | \n",
" Agree | \n",
" Disagree | \n",
" Somewhat agree | \n",
" Customer satisfaction; Benchmarked product per... | \n",
" Very satisfied | \n",
" Somewhat satisfied | \n",
" Satisfied | \n",
" Satisfied | \n",
" Somewhat satisfied | \n",
" Very satisfied | \n",
" A lot of influence | \n",
" Some influence | \n",
" Some influence | \n",
" Some influence | \n",
" A lot of influence | \n",
" Some influence | \n",
" Some influence | \n",
" Some influence | \n",
" Some influence | \n",
" Some influence | \n",
" Some influence | \n",
" I have created a CV or Developer Story on Stac... | \n",
" 8.0 | \n",
" Desktop; iOS browser; iOS app | \n",
" Once or twice | \n",
" Haven't done at all | \n",
" Haven't done at all | \n",
" Haven't done at all | \n",
" Haven't done at all | \n",
" Haven't done at all | \n",
" At least once each day | \n",
" At least once each day | \n",
" Disagree | \n",
" Disagree | \n",
" Strongly disagree | \n",
" Strongly agree | \n",
" Agree | \n",
" Agree | \n",
" Agree | \n",
" Disagree | \n",
" Male | \n",
" A professional degree | \n",
" White or of European descent | \n",
" Somewhat agree | \n",
" Agree | \n",
" Disagree | \n",
" Agree | \n",
" 113750.0 | \n",
" NaN | \n",
"
\n",
" \n",
" 3 | \n",
" 4 | \n",
" Professional non-developer who sometimes write... | \n",
" Yes, both | \n",
" United States | \n",
" No | \n",
" Employed full-time | \n",
" Doctoral degree | \n",
" A non-computer-focused engineering discipline | \n",
" Less than half the time, but at least one day ... | \n",
" 10,000 or more employees | \n",
" Non-profit/non-governmental organization or pr... | \n",
" 14 to 15 years | \n",
" 9 to 10 years | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" Data scientist | \n",
" 6.0 | \n",
" 3.0 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" With a soft \"g,\" like \"jiff\" | \n",
" Strongly agree | \n",
" Strongly agree | \n",
" Strongly agree | \n",
" Disagree | \n",
" Somewhat agree | \n",
" Agree | \n",
" Agree | \n",
" Agree | \n",
" Somewhat agree | \n",
" Strongly disagree | \n",
" Strongly agree | \n",
" Agree | \n",
" Disagree | \n",
" Strongly agree | \n",
" Strongly agree | \n",
" Somewhat agree | \n",
" Agree | \n",
" I am actively looking for a job | \n",
" 5.0 | \n",
" Between 2 and 4 years ago | \n",
" Somewhat important | \n",
" Somewhat important | \n",
" Somewhat important | \n",
" Important | \n",
" Important | \n",
" Very important | \n",
" Important | \n",
" Very important | \n",
" Important | \n",
" Somewhat important | \n",
" Not very important | \n",
" Very important | \n",
" Important | \n",
" Very important | \n",
" Very important | \n",
" Stock options; Annual bonus; Health benefits; ... | \n",
" Yes | \n",
" LinkedIn; Other | \n",
" NaN | \n",
" A friend, family member, or former colleague t... | \n",
" Somewhat important | \n",
" Somewhat important | \n",
" Very important | \n",
" Very important | \n",
" Somewhat important | \n",
" Somewhat important | \n",
" Not very important | \n",
" Not very important | \n",
" Important | \n",
" Very important | \n",
" NaN | \n",
" NaN | \n",
" Spaces | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 9:00 AM | \n",
" Matlab; Python; R; SQL | \n",
" Matlab; Python; R; SQL | \n",
" React | \n",
" Hadoop; Node.js; React | \n",
" MongoDB; Redis; SQL Server; MySQL; SQLite | \n",
" MongoDB; Redis; SQL Server; MySQL; SQLite | \n",
" Windows Desktop; Linux Desktop; Mac OS; Amazon... | \n",
" Windows Desktop; Linux Desktop; Mac OS; Amazon... | \n",
" Notepad++; Sublime Text; TextMate; Vim; IPytho... | \n",
" Turn on some music | \n",
" Agile | \n",
" Git | \n",
" Multiple times a day | \n",
" Somewhat agree | \n",
" Agree | \n",
" Somewhat agree | \n",
" Somewhat agree | \n",
" Strongly agree | \n",
" Disagree | \n",
" Somewhat agree | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" I have created a CV or Developer Story on Stac... | \n",
" 10.0 | \n",
" Desktop; iOS browser; iOS app | \n",
" At least once each week | \n",
" Several times | \n",
" At least once each week | \n",
" Several times | \n",
" At least once each week | \n",
" Several times | \n",
" At least once each day | \n",
" At least once each day | \n",
" Agree | \n",
" Strongly disagree | \n",
" Strongly disagree | \n",
" Strongly agree | \n",
" Strongly agree | \n",
" Agree | \n",
" Strongly agree | \n",
" Disagree | \n",
" Male | \n",
" A doctoral degree | \n",
" White or of European descent | \n",
" Agree | \n",
" Agree | \n",
" Somewhat agree | \n",
" Strongly agree | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 4 | \n",
" 5 | \n",
" Professional developer | \n",
" Yes, I program as a hobby | \n",
" Switzerland | \n",
" No | \n",
" Employed full-time | \n",
" Master's degree | \n",
" Computer science or software engineering | \n",
" Never | \n",
" 10 to 19 employees | \n",
" Privately-held limited company, not in startup... | \n",
" 20 or more years | \n",
" 10 to 11 years | \n",
" NaN | \n",
" Mobile developer; Graphics programming; Deskto... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 6.0 | \n",
" 8.0 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" With a soft \"g,\" like \"jiff\" | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" Satisfied | \n",
" Satisfied | \n",
" Satisfied | \n",
" Satisfied | \n",
" Satisfied | \n",
" Satisfied | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"