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Process 2 \ No newline at end of file diff --git a/Python/MultiProcessing/multiprocessing-demo.py b/Python/MultiProcessing/multiprocessing-demo.py new file mode 100644 index 000000000..05fa38091 --- /dev/null +++ b/Python/MultiProcessing/multiprocessing-demo.py @@ -0,0 +1,22 @@ +import concurrent.futures +import time + +start = time.perf_counter() + + +def do_something(seconds): + print(f'Sleeping {seconds} second(s)...') + time.sleep(seconds) + return f'Done Sleeping...{seconds}' + + +with concurrent.futures.ProcessPoolExecutor() as executor: + secs = [5, 4, 3, 2, 1] + results = executor.map(do_something, secs) + + # for result in results: + # print(result) + +finish = time.perf_counter() + +print(f'Finished in {round(finish-start, 2)} second(s)') diff --git a/Python/MultiProcessing/photo-1493976040374-85c8e12f0c0e.jpg b/Python/MultiProcessing/photo-1493976040374-85c8e12f0c0e.jpg new file mode 100644 index 000000000..8178051cc Binary files /dev/null and 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'photo-1549692520-acc6669e2f0c.jpg' +] + +t1 = time.perf_counter() + +size = (1200, 1200) + + +def process_image(img_name): + img = Image.open(img_name) + + img = img.filter(ImageFilter.GaussianBlur(15)) + + img.thumbnail(size) + img.save(f'processed/{img_name}') + print(f'{img_name} was processed...') + + +with concurrent.futures.ProcessPoolExecutor() as executor: + executor.map(process_image, img_names) + + +t2 = time.perf_counter() + +print(f'Finished in {t2-t1} seconds') diff --git a/Python/MultiProcessing/processed/photo-1493976040374-85c8e12f0c0e.jpg b/Python/MultiProcessing/processed/photo-1493976040374-85c8e12f0c0e.jpg new file mode 100644 index 000000000..4487a6a08 Binary files /dev/null and b/Python/MultiProcessing/processed/photo-1493976040374-85c8e12f0c0e.jpg differ diff --git a/Python/MultiProcessing/processed/photo-1504198453319-5ce911bafcde.jpg b/Python/MultiProcessing/processed/photo-1504198453319-5ce911bafcde.jpg new file mode 100644 index 000000000..a3dc81ef6 Binary 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8887388062NaNNoNeverOSS is, on average, of LOWER quality than prop...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
8887488076NaNNoNeverOSS is, on average, of HIGHER quality than pro...Employed full-timeNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
8887588182NaNYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed part-timePakistanNaNSecondary school (e.g. American high school, G...NaNTaken an online course in programming or softw...10 to 19 employeesAcademic researcher1Younger than 5 yearsLess than 1 yearNaNNaNVery confidentNot sureYesNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNHTML/CSS;Java;JavaScriptNaNNaNNaNGoogle Cloud PlatformNaNOther(s):NaNOther(s):NaNAndroid StudioWindowsDevelopmentNaNUseful across many domains and could change ma...YesAlso YesWhat?TwitterNeitherUsernameNaNI have never visited Stack Overflow (before to...Get a sense of belonging to the developer comm...Less than once per weekThe other resource was slightly faster60+ minutesNaNNaNNo, I didn't know that Stack Overflow had a jo...No, and I don't know what those areNeutralNot applicable - I did not use Stack Overflow ...Courses on technologies you're interested inNaNManNoStraight / HeterosexualNaNYesToo shortNeither easy nor difficult
8887688212NaNNoLess than once per yearOSS is, on average, of HIGHER quality than pro...Employed full-timeSpainNoSecondary school (e.g. American high school, G...NaNTaught yourself a new language, framework, or ...10 to 19 employeesDesigner;Developer, front-end;Developer, full-...18715NaNNaNSomewhat confidentYesI am already a managerNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNHTML/CSS;JavaScript;PythonJavaScriptMySQL;PostgreSQLPostgreSQLNaNArduinoDjango;React.jsDjango;React.jsNaNNaNAtom;Visual Studio CodeMacOSI do not use containersNon-currency applications of blockchainUseful for immutable record keeping outside of...NoSIGHNoWhatsAppIn real life (in person)Username2008A few times per weekFind answers to specific questions6-10 times per weekStack Overflow was slightly faster0-10 minutesYesI have never participated in Q&A on Stack Over...No, I didn't know that Stack Overflow had a jo...No, and I don't know what those areNo, not at allNaNTech articles written by other developers;Indu...40.0ManNoStraight / HeterosexualWhite or of European descentNoAppropriate in lengthEasy
8887788282NaNYesOnce a month or more oftenThe quality of OSS and closed source software ...Not employed, but looking for workUnited StatesNoSome college/university study without earning ...Computer science, computer engineering, or sof...Taught yourself a new language, framework, or ...NaNDeveloper, back-end;Developer, desktop or ente...381038NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNBash/Shell/PowerShell;Go;HTML/CSS;JavaScript;W...Bash/Shell/PowerShell;C;Go;HTML/CSS;JavaScript...NaNNaNLinuxLinux;Raspberry PiReact.jsVue.jsNode.jsAnsibleVimLinux-basedI do not use containersNaNAn irresponsible use of resourcesNoNaNYesI don't use social mediaIn real life (in person)UsernameI don't rememberA few times per month or weeklyFind answers to specific questions1-2 times per weekThey were about the sameNaNYesI have never participated in Q&A on Stack Over...YesNo, and I don't know what those areNo, not reallyJust as welcome now as I felt last yearNaNNaNManNoStraight / HeterosexualNaNNoToo shortNeither easy nor difficult
8887888377NaNYesLess than once a month but more than once per ...The quality of OSS and closed source software ...Not employed, and not looking for workCanadaNoPrimary/elementary schoolNaNTaught yourself a new language, framework, or ...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNHTML/CSS;JavaScript;Other(s):C++;HTML/CSS;JavaScript;SQL;WebAssembly;Other(s):Firebase;SQLiteFirebase;MySQL;SQLiteLinuxGoogle Cloud Platform;LinuxjQueryjQuery;Vue.jsNode.jsReact Native;Unity 3D;Unreal EngineAtom;Visual Studio;Visual Studio CodeWindowsI do not use containersNaNUseful across many domains and could change ma...YesYesWhat?YouTubeNaNUsernameI don't rememberA few times per weekFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was slightly faster11-30 minutesYesI have never participated in Q&A on Stack Over...No, I knew that Stack Overflow had a job board...No, I've heard of them, but I am not part of a...No, not at allNaNTech articles written by other developers;Tech...NaNManNoNaNNaNNoAppropriate in lengthEasy
8887988601NaNNoNeverThe quality of OSS and closed source software ...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
8888088802NaNNoNeverNaNEmployed full-timeNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
8888188816NaNNoNeverOSS is, on average, of HIGHER quality than pro...Independent contractor, freelancer, or self-em...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
8888288863NaNYesLess than once per yearOSS is, on average, of HIGHER quality than pro...Not employed, and not looking for workSpainYes, full-timeProfessional degree (JD, MD, etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...NaNNaN8113NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNBash/Shell/PowerShell;HTML/CSS;Java;JavaScript...C;C++;C#;HTML/CSS;Java;Objective-C;SQL;SwiftDynamoDB;MariaDB;Microsoft SQL Server;MySQLMariaDB;MySQL;Oracle;SQLiteiOS;Linux;MacOS;WordPressAndroid;AWS;Google Cloud Platform;IBM Cloud or...Django;jQuery;React.jsDjangoUnity 3D;Unreal EngineNaNAndroid Studio;Atom;Eclipse;NetBeans;Notepad++...Linux-basedProductionNaNUseful for decentralized currency (i.e., Bitcoin)YesAlso YesYesWhatsAppIn real life (in person)NaN2012Daily or almost dailyFind answers to specific questions;Learn how t...6-10 times per weekStack Overflow was much faster11-30 minutesYesA few times per month or weeklyYesNo, I've heard of them, but I am not part of a...Yes, somewhatSomewhat less welcome now than last yearTech articles written by other developers;Indu...18.0ManNoStraight / HeterosexualHispanic or Latino/Latina;White or of European...NoAppropriate in lengthEasy
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Django Unity 3D;Unreal Engine \n", + "\n", + " MiscTechDesireNextYear \\\n", + "88873 NaN \n", + "88874 NaN \n", + "88875 NaN \n", + "88876 NaN \n", + "88877 Ansible \n", + "88878 React Native;Unity 3D;Unreal Engine \n", + "88879 NaN \n", + "88880 NaN \n", + "88881 NaN \n", + "88882 NaN \n", + "\n", + " DevEnviron OpSys \\\n", + "88873 NaN NaN \n", + "88874 NaN NaN \n", + "88875 Android Studio Windows \n", + "88876 Atom;Visual Studio Code MacOS \n", + "88877 Vim Linux-based \n", + "88878 Atom;Visual Studio;Visual Studio Code Windows \n", + "88879 NaN NaN \n", + "88880 NaN NaN \n", + "88881 NaN NaN \n", + "88882 Android Studio;Atom;Eclipse;NetBeans;Notepad++... Linux-based \n", + "\n", + " Containers BlockchainOrg \\\n", + "88873 NaN NaN \n", + "88874 NaN NaN \n", + "88875 Development NaN \n", + "88876 I do not use containers Non-currency applications of blockchain \n", + "88877 I do not use containers NaN \n", + "88878 I do not use containers NaN \n", + "88879 NaN NaN \n", + "88880 NaN NaN \n", + "88881 NaN NaN \n", + "88882 Production NaN \n", + "\n", + " BlockchainIs BetterLife ITperson \\\n", + "88873 NaN NaN NaN \n", + "88874 NaN NaN NaN \n", + "88875 Useful across many domains and could change ma... Yes Also Yes \n", + "88876 Useful for immutable record keeping outside of... No SIGH \n", + "88877 An irresponsible use of resources No NaN \n", + "88878 Useful across many domains and could change ma... Yes Yes \n", + "88879 NaN NaN NaN \n", + "88880 NaN NaN NaN \n", + "88881 NaN NaN NaN \n", + "88882 Useful for decentralized currency (i.e., Bitcoin) Yes Also Yes \n", + "\n", + " OffOn SocialMedia Extraversion ScreenName \\\n", + "88873 NaN NaN NaN NaN \n", + "88874 NaN NaN NaN NaN \n", + "88875 What? Twitter Neither Username \n", + "88876 No WhatsApp In real life (in person) Username \n", + "88877 Yes I don't use social media In real life (in person) Username \n", + "88878 What? 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No, not at all \n", + "88879 NaN NaN \n", + "88880 NaN NaN \n", + "88881 NaN NaN \n", + "88882 No, I've heard of them, but I am not part of a... Yes, somewhat \n", + "\n", + " WelcomeChange \\\n", + "88873 NaN \n", + "88874 NaN \n", + "88875 Not applicable - I did not use Stack Overflow ... \n", + "88876 NaN \n", + "88877 Just as welcome now as I felt last year \n", + "88878 NaN \n", + "88879 NaN \n", + "88880 NaN \n", + "88881 NaN \n", + "88882 Somewhat less welcome now than last year \n", + "\n", + " SONewContent Age Gender Trans \\\n", + "88873 NaN NaN NaN NaN \n", + "88874 NaN NaN NaN NaN \n", + "88875 Courses on technologies you're interested in NaN Man No \n", + "88876 Tech articles written by other developers;Indu... 40.0 Man No \n", + "88877 NaN NaN Man No \n", + "88878 Tech articles written by other developers;Tech... NaN Man No \n", + "88879 NaN NaN NaN NaN \n", + "88880 NaN NaN NaN NaN \n", + "88881 NaN NaN NaN NaN \n", + "88882 Tech articles written by other developers;Indu... 18.0 Man No \n", + "\n", + " Sexuality \\\n", + "88873 NaN \n", + "88874 NaN \n", + "88875 Straight / Heterosexual \n", + "88876 Straight / Heterosexual \n", + "88877 Straight / Heterosexual \n", + "88878 NaN \n", + "88879 NaN \n", + "88880 NaN \n", + "88881 NaN \n", + "88882 Straight / Heterosexual \n", + "\n", + " Ethnicity Dependents \\\n", + "88873 NaN NaN \n", + "88874 NaN NaN \n", + "88875 NaN Yes \n", + "88876 White or of European descent No \n", + "88877 NaN No \n", + "88878 NaN No \n", + "88879 NaN NaN \n", + "88880 NaN NaN \n", + "88881 NaN NaN \n", + "88882 Hispanic or Latino/Latina;White or of European... 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ColumnQuestionText
0RespondentRandomized respondent ID number (not in order ...
1MainBranchWhich of the following options best describes ...
2HobbyistDo you code as a hobby?
3OpenSourcerHow often do you contribute to open source?
4OpenSourceHow do you feel about the quality of open sour...
5EmploymentWhich of the following best describes your cur...
6CountryIn which country do you currently reside?
7StudentAre you currently enrolled in a formal, degree...
8EdLevelWhich of the following best describes the high...
9UndergradMajorWhat was your main or most important field of ...
10EduOtherWhich of the following types of non-degree edu...
11OrgSizeApproximately how many people are employed by ...
12DevTypeWhich of the following describe you? Please se...
13YearsCodeIncluding any education, how many years have y...
14Age1stCodeAt what age did you write your first line of c...
15YearsCodeProHow many years have you coded professionally (...
16CareerSatOverall, how satisfied are you with your caree...
17JobSatHow satisfied are you with your current job? (...
18MgrIdiotHow confident are you that your manager knows ...
19MgrMoneyDo you believe that you need to be a manager t...
20MgrWantDo you want to become a manager yourself in th...
21JobSeekWhich of the following best describes your cur...
22LastHireDateWhen was the last time that you took a job wit...
23LastIntIn your most recent successful job interview (...
24FizzBuzzHave you ever been asked to solve FizzBuzz in ...
25JobFactorsImagine that you are deciding between two job ...
26ResumeUpdateThink back to the last time you updated your r...
27CurrencySymbolWhich currency do you use day-to-day? If your ...
28CurrencyDescWhich currency do you use day-to-day? If your ...
29CompTotalWhat is your current total compensation (salar...
30CompFreqIs that compensation weekly, monthly, or yearly?
31ConvertedCompSalary converted to annual USD salaries using ...
32WorkWeekHrsOn average, how many hours per week do you work?
33WorkPlanHow structured or planned is your work?
34WorkChallengeOf these options, what are your greatest chall...
35WorkRemoteHow often do you work remotely?
36WorkLocWhere would you prefer to work?
37ImpSynFor the specific work you do, and the years of...
38CodeRevDo you review code as part of your work?
39CodeRevHrsOn average, how many hours per week do you spe...
40UnitTestsDoes your company regularly employ unit tests ...
41PurchaseHowHow does your company make decisions about pur...
42PurchaseWhatWhat level of influence do you, personally, ha...
43LanguageWorkedWithWhich of the following programming, scripting,...
44LanguageDesireNextYearWhich of the following programming, scripting,...
45DatabaseWorkedWithWhich of the following database environments h...
46DatabaseDesireNextYearWhich of the following database environments h...
47PlatformWorkedWithWhich of the following platforms have you done...
48PlatformDesireNextYearWhich of the following platforms have you done...
49WebFrameWorkedWithWhich of the following web frameworks have you...
50WebFrameDesireNextYearWhich of the following web frameworks have you...
51MiscTechWorkedWithWhich of the following other frameworks, libra...
52MiscTechDesireNextYearWhich of the following other frameworks, libra...
53DevEnvironWhich development environment(s) do you use re...
54OpSysWhat is the primary operating system in which ...
55ContainersHow do you use containers (Docker, Open Contai...
56BlockchainOrgHow is your organization thinking about or imp...
57BlockchainIsBlockchain / cryptocurrency technology is prim...
58BetterLifeDo you think people born today will have a bet...
59ITpersonAre you the \"IT support person\" for your family?
60OffOnHave you tried turning it off and on again?
61SocialMediaWhat social media site do you use the most?
62ExtraversionDo you prefer online chat or IRL conversations?
63ScreenNameWhat do you call it?
64SOVisit1stTo the best of your memory, when did you first...
65SOVisitFreqHow frequently would you say you visit Stack O...
66SOVisitToI visit Stack Overflow to... (check all that a...
67SOFindAnswerOn average, how many times a week do you find ...
68SOTimeSavedThink back to the last time you solved a codin...
69SOHowMuchTimeAbout how much time did you save? If you're no...
70SOAccountDo you have a Stack Overflow account?
71SOPartFreqHow frequently would you say you participate i...
72SOJobsHave you ever used or visited Stack Overflow J...
73EntTeamsHave you ever used Stack Overflow for Enterpri...
74SOCommDo you consider yourself a member of the Stack...
75WelcomeChangeCompared to last year, how welcome do you feel...
76SONewContentWould you like to see any of the following on ...
77AgeWhat is your age (in years)? If you prefer not...
78GenderWhich of the following do you currently identi...
79TransDo you identify as transgender?
80SexualityWhich of the following do you currently identi...
81EthnicityWhich of the following do you identify as? Ple...
82DependentsDo you have any dependents (e.g., children, el...
83SurveyLengthHow do you feel about the length of the survey...
84SurveyEaseHow easy or difficult was this survey to compl...
\n", + "
" + ], + "text/plain": [ + " Column QuestionText\n", + "0 Respondent Randomized respondent ID number (not in order ...\n", + "1 MainBranch Which of the following options best describes ...\n", + "2 Hobbyist Do you code as a hobby?\n", + "3 OpenSourcer How often do you contribute to open source?\n", + "4 OpenSource How do you feel about the quality of open sour...\n", + "5 Employment Which of the following best describes your cur...\n", + "6 Country In which country do you currently reside?\n", + "7 Student Are you currently enrolled in a formal, degree...\n", + "8 EdLevel Which of the following best describes the high...\n", + "9 UndergradMajor What was your main or most important field of ...\n", + "10 EduOther Which of the following types of non-degree edu...\n", + "11 OrgSize Approximately how many people are employed by ...\n", + "12 DevType Which of the following describe you? Please se...\n", + "13 YearsCode Including any education, how many years have y...\n", + "14 Age1stCode At what age did you write your first line of c...\n", + "15 YearsCodePro How many years have you coded professionally (...\n", + "16 CareerSat Overall, how satisfied are you with your caree...\n", + "17 JobSat How satisfied are you with your current job? (...\n", + "18 MgrIdiot How confident are you that your manager knows ...\n", + "19 MgrMoney Do you believe that you need to be a manager t...\n", + "20 MgrWant Do you want to become a manager yourself in th...\n", + "21 JobSeek Which of the following best describes your cur...\n", + "22 LastHireDate When was the last time that you took a job wit...\n", + "23 LastInt In your most recent successful job interview (...\n", + "24 FizzBuzz Have you ever been asked to solve FizzBuzz in ...\n", + "25 JobFactors Imagine that you are deciding between two job ...\n", + "26 ResumeUpdate Think back to the last time you updated your r...\n", + "27 CurrencySymbol Which currency do you use day-to-day? If your ...\n", + "28 CurrencyDesc Which currency do you use day-to-day? If your ...\n", + "29 CompTotal What is your current total compensation (salar...\n", + "30 CompFreq Is that compensation weekly, monthly, or yearly?\n", + "31 ConvertedComp Salary converted to annual USD salaries using ...\n", + "32 WorkWeekHrs On average, how many hours per week do you work?\n", + "33 WorkPlan How structured or planned is your work?\n", + "34 WorkChallenge Of these options, what are your greatest chall...\n", + "35 WorkRemote How often do you work remotely?\n", + "36 WorkLoc Where would you prefer to work?\n", + "37 ImpSyn For the specific work you do, and the years of...\n", + "38 CodeRev Do you review code as part of your work?\n", + "39 CodeRevHrs On average, how many hours per week do you spe...\n", + "40 UnitTests Does your company regularly employ unit tests ...\n", + "41 PurchaseHow How does your company make decisions about pur...\n", + "42 PurchaseWhat What level of influence do you, personally, ha...\n", + "43 LanguageWorkedWith Which of the following programming, scripting,...\n", + "44 LanguageDesireNextYear Which of the following programming, scripting,...\n", + "45 DatabaseWorkedWith Which of the following database environments h...\n", + "46 DatabaseDesireNextYear Which of the following database environments h...\n", + "47 PlatformWorkedWith Which of the following platforms have you done...\n", + "48 PlatformDesireNextYear Which of the following platforms have you done...\n", + "49 WebFrameWorkedWith Which of the following web frameworks have you...\n", + "50 WebFrameDesireNextYear Which of the following web frameworks have you...\n", + "51 MiscTechWorkedWith Which of the following other frameworks, libra...\n", + "52 MiscTechDesireNextYear Which of the following other frameworks, libra...\n", + "53 DevEnviron Which development environment(s) do you use re...\n", + "54 OpSys What is the primary operating system in which ...\n", + "55 Containers How do you use containers (Docker, Open Contai...\n", + "56 BlockchainOrg How is your organization thinking about or imp...\n", + "57 BlockchainIs Blockchain / cryptocurrency technology is prim...\n", + "58 BetterLife Do you think people born today will have a bet...\n", + "59 ITperson Are you the \"IT support person\" for your family?\n", + "60 OffOn Have you tried turning it off and on again?\n", + "61 SocialMedia What social media site do you use the most?\n", + "62 Extraversion Do you prefer online chat or IRL conversations?\n", + "63 ScreenName What do you call it?\n", + "64 SOVisit1st To the best of your memory, when did you first...\n", + "65 SOVisitFreq How frequently would you say you visit Stack O...\n", + "66 SOVisitTo I visit Stack Overflow to... (check all that a...\n", + "67 SOFindAnswer On average, how many times a week do you find ...\n", + "68 SOTimeSaved Think back to the last time you solved a codin...\n", + "69 SOHowMuchTime About how much time did you save? If you're no...\n", + "70 SOAccount Do you have a Stack Overflow account?\n", + "71 SOPartFreq How frequently would you say you participate i...\n", + "72 SOJobs Have you ever used or visited Stack Overflow J...\n", + "73 EntTeams Have you ever used Stack Overflow for Enterpri...\n", + "74 SOComm Do you consider yourself a member of the Stack...\n", + "75 WelcomeChange Compared to last year, how welcome do you feel...\n", + "76 SONewContent Would you like to see any of the following on ...\n", + "77 Age What is your age (in years)? If you prefer not...\n", + "78 Gender Which of the following do you currently identi...\n", + "79 Trans Do you identify as transgender?\n", + "80 Sexuality Which of the following do you currently identi...\n", + "81 Ethnicity Which of the following do you identify as? Ple...\n", + "82 Dependents Do you have any dependents (e.g., children, el...\n", + "83 SurveyLength How do you feel about the length of the survey...\n", + "84 SurveyEase How easy or difficult was this survey to compl..." + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "schema_df" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd" + ] + }, + { + "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": 4 +} diff --git a/Python/Pandas/02-DataFrames/Pandas-Demo.ipynb b/Python/Pandas/02-DataFrames/Pandas-Demo.ipynb new file mode 100644 index 000000000..bd32c58c2 --- /dev/null +++ b/Python/Pandas/02-DataFrames/Pandas-Demo.ipynb @@ -0,0 +1,1671 @@ +{ + "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')\n", + "schema_df = pd.read_csv('data/survey_results_schema.csv')" + ] + }, + { + "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": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Neutral \n", + "3 No, and I don't know what those are No, not really \n", + "4 No, I've heard of them, but I am not part of a... 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ColumnQuestionText
0RespondentRandomized respondent ID number (not in order ...
1MainBranchWhich of the following options best describes ...
2HobbyistDo you code as a hobby?
3OpenSourcerHow often do you contribute to open source?
4OpenSourceHow do you feel about the quality of open sour...
5EmploymentWhich of the following best describes your cur...
6CountryIn which country do you currently reside?
7StudentAre you currently enrolled in a formal, degree...
8EdLevelWhich of the following best describes the high...
9UndergradMajorWhat was your main or most important field of ...
10EduOtherWhich of the following types of non-degree edu...
11OrgSizeApproximately how many people are employed by ...
12DevTypeWhich of the following describe you? Please se...
13YearsCodeIncluding any education, how many years have y...
14Age1stCodeAt what age did you write your first line of c...
15YearsCodeProHow many years have you coded professionally (...
16CareerSatOverall, how satisfied are you with your caree...
17JobSatHow satisfied are you with your current job? (...
18MgrIdiotHow confident are you that your manager knows ...
19MgrMoneyDo you believe that you need to be a manager t...
20MgrWantDo you want to become a manager yourself in th...
21JobSeekWhich of the following best describes your cur...
22LastHireDateWhen was the last time that you took a job wit...
23LastIntIn your most recent successful job interview (...
24FizzBuzzHave you ever been asked to solve FizzBuzz in ...
25JobFactorsImagine that you are deciding between two job ...
26ResumeUpdateThink back to the last time you updated your r...
27CurrencySymbolWhich currency do you use day-to-day? If your ...
28CurrencyDescWhich currency do you use day-to-day? If your ...
29CompTotalWhat is your current total compensation (salar...
30CompFreqIs that compensation weekly, monthly, or yearly?
31ConvertedCompSalary converted to annual USD salaries using ...
32WorkWeekHrsOn average, how many hours per week do you work?
33WorkPlanHow structured or planned is your work?
34WorkChallengeOf these options, what are your greatest chall...
35WorkRemoteHow often do you work remotely?
36WorkLocWhere would you prefer to work?
37ImpSynFor the specific work you do, and the years of...
38CodeRevDo you review code as part of your work?
39CodeRevHrsOn average, how many hours per week do you spe...
40UnitTestsDoes your company regularly employ unit tests ...
41PurchaseHowHow does your company make decisions about pur...
42PurchaseWhatWhat level of influence do you, personally, ha...
43LanguageWorkedWithWhich of the following programming, scripting,...
44LanguageDesireNextYearWhich of the following programming, scripting,...
45DatabaseWorkedWithWhich of the following database environments h...
46DatabaseDesireNextYearWhich of the following database environments h...
47PlatformWorkedWithWhich of the following platforms have you done...
48PlatformDesireNextYearWhich of the following platforms have you done...
49WebFrameWorkedWithWhich of the following web frameworks have you...
50WebFrameDesireNextYearWhich of the following web frameworks have you...
51MiscTechWorkedWithWhich of the following other frameworks, libra...
52MiscTechDesireNextYearWhich of the following other frameworks, libra...
53DevEnvironWhich development environment(s) do you use re...
54OpSysWhat is the primary operating system in which ...
55ContainersHow do you use containers (Docker, Open Contai...
56BlockchainOrgHow is your organization thinking about or imp...
57BlockchainIsBlockchain / cryptocurrency technology is prim...
58BetterLifeDo you think people born today will have a bet...
59ITpersonAre you the \"IT support person\" for your family?
60OffOnHave you tried turning it off and on again?
61SocialMediaWhat social media site do you use the most?
62ExtraversionDo you prefer online chat or IRL conversations?
63ScreenNameWhat do you call it?
64SOVisit1stTo the best of your memory, when did you first...
65SOVisitFreqHow frequently would you say you visit Stack O...
66SOVisitToI visit Stack Overflow to... (check all that a...
67SOFindAnswerOn average, how many times a week do you find ...
68SOTimeSavedThink back to the last time you solved a codin...
69SOHowMuchTimeAbout how much time did you save? If you're no...
70SOAccountDo you have a Stack Overflow account?
71SOPartFreqHow frequently would you say you participate i...
72SOJobsHave you ever used or visited Stack Overflow J...
73EntTeamsHave you ever used Stack Overflow for Enterpri...
74SOCommDo you consider yourself a member of the Stack...
75WelcomeChangeCompared to last year, how welcome do you feel...
76SONewContentWould you like to see any of the following on ...
77AgeWhat is your age (in years)? If you prefer not...
78GenderWhich of the following do you currently identi...
79TransDo you identify as transgender?
80SexualityWhich of the following do you currently identi...
81EthnicityWhich of the following do you identify as? Ple...
82DependentsDo you have any dependents (e.g., children, el...
83SurveyLengthHow do you feel about the length of the survey...
84SurveyEaseHow easy or difficult was this survey to compl...
\n", + "
" + ], + "text/plain": [ + " Column QuestionText\n", + "0 Respondent Randomized respondent ID number (not in order ...\n", + "1 MainBranch Which of the following options best describes ...\n", + "2 Hobbyist Do you code as a hobby?\n", + "3 OpenSourcer How often do you contribute to open source?\n", + "4 OpenSource How do you feel about the quality of open sour...\n", + "5 Employment Which of the following best describes your cur...\n", + "6 Country In which country do you currently reside?\n", + "7 Student Are you currently enrolled in a formal, degree...\n", + "8 EdLevel Which of the following best describes the high...\n", + "9 UndergradMajor What was your main or most important field of ...\n", + "10 EduOther Which of the following types of non-degree edu...\n", + "11 OrgSize Approximately how many people are employed by ...\n", + "12 DevType Which of the following describe you? Please se...\n", + "13 YearsCode Including any education, how many years have y...\n", + "14 Age1stCode At what age did you write your first line of c...\n", + "15 YearsCodePro How many years have you coded professionally (...\n", + "16 CareerSat Overall, how satisfied are you with your caree...\n", + "17 JobSat How satisfied are you with your current job? (...\n", + "18 MgrIdiot How confident are you that your manager knows ...\n", + "19 MgrMoney Do you believe that you need to be a manager t...\n", + "20 MgrWant Do you want to become a manager yourself in th...\n", + "21 JobSeek Which of the following best describes your cur...\n", + "22 LastHireDate When was the last time that you took a job wit...\n", + "23 LastInt In your most recent successful job interview (...\n", + "24 FizzBuzz Have you ever been asked to solve FizzBuzz in ...\n", + "25 JobFactors Imagine that you are deciding between two job ...\n", + "26 ResumeUpdate Think back to the last time you updated your r...\n", + "27 CurrencySymbol Which currency do you use day-to-day? If your ...\n", + "28 CurrencyDesc Which currency do you use day-to-day? If your ...\n", + "29 CompTotal What is your current total compensation (salar...\n", + "30 CompFreq Is that compensation weekly, monthly, or yearly?\n", + "31 ConvertedComp Salary converted to annual USD salaries using ...\n", + "32 WorkWeekHrs On average, how many hours per week do you work?\n", + "33 WorkPlan How structured or planned is your work?\n", + "34 WorkChallenge Of these options, what are your greatest chall...\n", + "35 WorkRemote How often do you work remotely?\n", + "36 WorkLoc Where would you prefer to work?\n", + "37 ImpSyn For the specific work you do, and the years of...\n", + "38 CodeRev Do you review code as part of your work?\n", + "39 CodeRevHrs On average, how many hours per week do you spe...\n", + "40 UnitTests Does your company regularly employ unit tests ...\n", + "41 PurchaseHow How does your company make decisions about pur...\n", + "42 PurchaseWhat What level of influence do you, personally, ha...\n", + "43 LanguageWorkedWith Which of the following programming, scripting,...\n", + "44 LanguageDesireNextYear Which of the following programming, scripting,...\n", + "45 DatabaseWorkedWith Which of the following database environments h...\n", + "46 DatabaseDesireNextYear Which of the following database environments h...\n", + "47 PlatformWorkedWith Which of the following platforms have you done...\n", + "48 PlatformDesireNextYear Which of the following platforms have you done...\n", + "49 WebFrameWorkedWith Which of the following web frameworks have you...\n", + "50 WebFrameDesireNextYear Which of the following web frameworks have you...\n", + "51 MiscTechWorkedWith Which of the following other frameworks, libra...\n", + "52 MiscTechDesireNextYear Which of the following other frameworks, libra...\n", + "53 DevEnviron Which development environment(s) do you use re...\n", + "54 OpSys What is the primary operating system in which ...\n", + "55 Containers How do you use containers (Docker, Open Contai...\n", + "56 BlockchainOrg How is your organization thinking about or imp...\n", + "57 BlockchainIs Blockchain / cryptocurrency technology is prim...\n", + "58 BetterLife Do you think people born today will have a bet...\n", + "59 ITperson Are you the \"IT support person\" for your family?\n", + "60 OffOn Have you tried turning it off and on again?\n", + "61 SocialMedia What social media site do you use the most?\n", + "62 Extraversion Do you prefer online chat or IRL conversations?\n", + "63 ScreenName What do you call it?\n", + "64 SOVisit1st To the best of your memory, when did you first...\n", + "65 SOVisitFreq How frequently would you say you visit Stack O...\n", + "66 SOVisitTo I visit Stack Overflow to... 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MainBranchHobbyistOpenSourcerOpenSourceEmploymentCountryStudentEdLevelUndergradMajorEduOtherOrgSizeDevTypeYearsCodeAge1stCodeYearsCodeProCareerSatJobSatMgrIdiotMgrMoneyMgrWantJobSeekLastHireDateLastIntFizzBuzzJobFactorsResumeUpdateCurrencySymbolCurrencyDescCompTotalCompFreqConvertedCompWorkWeekHrsWorkPlanWorkChallengeWorkRemoteWorkLocImpSynCodeRevCodeRevHrsUnitTestsPurchaseHowPurchaseWhatLanguageWorkedWithLanguageDesireNextYearDatabaseWorkedWithDatabaseDesireNextYearPlatformWorkedWithPlatformDesireNextYearWebFrameWorkedWithWebFrameDesireNextYearMiscTechWorkedWithMiscTechDesireNextYearDevEnvironOpSysContainersBlockchainOrgBlockchainIsBetterLifeITpersonOffOnSocialMediaExtraversionScreenNameSOVisit1stSOVisitFreqSOVisitToSOFindAnswerSOTimeSavedSOHowMuchTimeSOAccountSOPartFreqSOJobsEntTeamsSOCommWelcomeChangeSONewContentAgeGenderTransSexualityEthnicityDependentsSurveyLengthSurveyEase
Respondent
1I am a student who is learning to codeYesNeverThe quality of OSS and closed source software ...Not employed, and not looking for workUnited KingdomNoPrimary/elementary schoolNaNTaught yourself a new language, framework, or ...NaNNaN410NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNHTML/CSS;Java;JavaScript;PythonC;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQLSQLiteMySQLMacOS;WindowsAndroid;Arduino;WindowsDjango;FlaskFlask;jQueryNode.jsNode.jsIntelliJ;Notepad++;PyCharmWindowsI do not use containersNaNNaNYesFortunately, someone else has that titleYesTwitterOnlineUsername2017A few times per month or weeklyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster31-60 minutesNoNaNNo, I didn't know that Stack Overflow had a jo...No, and I don't know what those areNeutralJust as welcome now as I felt last yearTech articles written by other developers;Indu...14.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthNeither easy nor difficult
2I am a student who is learning to codeNoLess than once per yearThe quality of OSS and closed source software ...Not employed, but looking for workBosnia and HerzegovinaYes, full-timeSecondary school (e.g. American high school, G...NaNTaken an online course in programming or softw...NaNDeveloper, desktop or enterprise applications;...NaN17NaNNaNNaNNaNNaNNaNI am actively looking for a jobI've never had a jobNaNNaNFinancial performance or funding status of the...Something else changed (education, award, medi...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNC++;HTML/CSS;PythonC++;HTML/CSS;JavaScript;SQLNaNMySQLWindowsWindowsDjangoDjangoNaNNaNAtom;PyCharmWindowsI do not use containersNaNUseful across many domains and could change ma...YesYesYesInstagramOnlineUsername2017Daily or almost dailyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster11-30 minutesYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areYes, somewhatJust as welcome now as I felt last yearTech articles written by other developers;Indu...19.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthNeither easy nor difficult
3I am not primarily a developer, but I write co...YesNeverThe quality of OSS and closed source software ...Employed full-timeThailandNoBachelor’s degree (BA, BS, B.Eng., etc.)Web development or web designTaught yourself a new language, framework, or ...100 to 499 employeesDesigner;Developer, back-end;Developer, front-...3221Slightly satisfiedSlightly satisfiedNot at all confidentNot sureNot sureI’m not actively looking, but I am open to new...1-2 years agoInterview with people in peer rolesNoLanguages, frameworks, and other technologies ...I was preparing for a job searchTHBThai baht23000.0Monthly8820.040.0There's no schedule or spec; I work on what se...Distracting work environment;Inadequate access...Less than once per month / NeverHomeAverageNoNaNNo, but I think we shouldNot sureI have little or no influenceHTML/CSSElixir;HTML/CSSPostgreSQLPostgreSQLNaNNaNNaNOther(s):NaNNaNVim;Visual Studio CodeLinux-basedI do not use containersNaNNaNYesYesYesRedditIn real life (in person)Username2011A few times per weekFind answers to specific questions;Learn how t...6-10 times per weekThey were about the sameNaNYesLess than once per month or monthlyYesNo, I've heard of them, but I am not part of a...NeutralJust as welcome now as I felt last yearTech meetups or events in your area;Courses on...28.0ManNoStraight / HeterosexualNaNYesAppropriate in lengthNeither easy nor difficult
4I am a developer by professionNoNeverThe quality of OSS and closed source software ...Employed full-timeUnited StatesNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...100 to 499 employeesDeveloper, full-stack316Less than 1 yearVery satisfiedSlightly satisfiedVery confidentNoNot sureI am not interested in new job opportunitiesLess than a year agoWrite code by hand (e.g., on a whiteboard);Int...NoLanguages, frameworks, and other technologies ...I was preparing for a job searchUSDUnited States dollar61000.0Yearly61000.080.0There's no schedule or spec; I work on what se...NaNLess than once per month / NeverHomeA little below averageNoNaNNo, but I think we shouldDevelopers typically have the most influence o...I have little or no influenceC;C++;C#;Python;SQLC;C#;JavaScript;SQLMySQL;SQLiteMySQL;SQLiteLinux;WindowsLinux;WindowsNaNNaN.NET.NETEclipse;Vim;Visual Studio;Visual Studio CodeWindowsI do not use containersNot at allUseful for decentralized currency (i.e., Bitcoin)YesSIGHYesRedditIn real life (in person)Username2014Daily or almost dailyFind answers to specific questions;Pass the ti...1-2 times per weekStack Overflow was much faster31-60 minutesYesLess than once per month or monthlyYesNo, and I don't know what those areNo, not reallyJust as welcome now as I felt last yearTech articles written by other developers;Indu...22.0ManNoStraight / HeterosexualWhite or of European descentNoAppropriate in lengthEasy
5I am a developer by professionYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed full-timeUkraineNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...10,000 or more employeesAcademic researcher;Developer, desktop or ente...16149Very dissatisfiedSlightly dissatisfiedSomewhat confidentYesNoI am not interested in new job opportunitiesLess than a year agoWrite any code;Write code by hand (e.g., on a ...NoIndustry that I'd be working in;Languages, fra...I was preparing for a job searchUAHUkrainian hryvniaNaNNaNNaN55.0There is a schedule and/or spec (made by me or...Being tasked with non-development work;Inadequ...A few days each monthOfficeA little above averageYes, because I see value in code reviewNaNYes, it's part of our processNot sureI have little or no influenceC++;HTML/CSS;Java;JavaScript;Python;SQL;VBAHTML/CSS;Java;JavaScript;SQL;WebAssemblyCouchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLiteCouchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...Android;Linux;MacOS;Slack;WindowsAndroid;Docker;Kubernetes;Linux;SlackDjango;Express;Flask;jQuery;React.js;SpringFlask;jQuery;React.js;SpringCordova;Node.jsApache Spark;Hadoop;Node.js;React NativeIntelliJ;Notepad++;VimLinux-basedOutside of work, for personal projectsNot at allNaNYesAlso YesYesFacebookIn real life (in person)UsernameI don't rememberMultiple times per dayFind answers to specific questionsMore than 10 times per weekStack Overflow was much fasterNaNYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, I've heard of them, but I am not part of a...Yes, definitelyJust as welcome now as I felt last yearTech meetups or events in your area;Courses on...30.0ManNoStraight / HeterosexualWhite or of European descent;MultiracialNoAppropriate in lengthEasy
\n", + "
" + ], + "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": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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QuestionText
Column
RespondentRandomized respondent ID number (not in order ...
MainBranchWhich of the following options best describes ...
HobbyistDo you code as a hobby?
OpenSourcerHow often do you contribute to open source?
OpenSourceHow do you feel about the quality of open sour...
EmploymentWhich of the following best describes your cur...
CountryIn which country do you currently reside?
StudentAre you currently enrolled in a formal, degree...
EdLevelWhich of the following best describes the high...
UndergradMajorWhat was your main or most important field of ...
EduOtherWhich of the following types of non-degree edu...
OrgSizeApproximately how many people are employed by ...
DevTypeWhich of the following describe you? Please se...
YearsCodeIncluding any education, how many years have y...
Age1stCodeAt what age did you write your first line of c...
YearsCodeProHow many years have you coded professionally (...
CareerSatOverall, how satisfied are you with your caree...
JobSatHow satisfied are you with your current job? (...
MgrIdiotHow confident are you that your manager knows ...
MgrMoneyDo you believe that you need to be a manager t...
MgrWantDo you want to become a manager yourself in th...
JobSeekWhich of the following best describes your cur...
LastHireDateWhen was the last time that you took a job wit...
LastIntIn your most recent successful job interview (...
FizzBuzzHave you ever been asked to solve FizzBuzz in ...
JobFactorsImagine that you are deciding between two job ...
ResumeUpdateThink back to the last time you updated your r...
CurrencySymbolWhich currency do you use day-to-day? If your ...
CurrencyDescWhich currency do you use day-to-day? If your ...
CompTotalWhat is your current total compensation (salar...
CompFreqIs that compensation weekly, monthly, or yearly?
ConvertedCompSalary converted to annual USD salaries using ...
WorkWeekHrsOn average, how many hours per week do you work?
WorkPlanHow structured or planned is your work?
WorkChallengeOf these options, what are your greatest chall...
WorkRemoteHow often do you work remotely?
WorkLocWhere would you prefer to work?
ImpSynFor the specific work you do, and the years of...
CodeRevDo you review code as part of your work?
CodeRevHrsOn average, how many hours per week do you spe...
UnitTestsDoes your company regularly employ unit tests ...
PurchaseHowHow does your company make decisions about pur...
PurchaseWhatWhat level of influence do you, personally, ha...
LanguageWorkedWithWhich of the following programming, scripting,...
LanguageDesireNextYearWhich of the following programming, scripting,...
DatabaseWorkedWithWhich of the following database environments h...
DatabaseDesireNextYearWhich of the following database environments h...
PlatformWorkedWithWhich of the following platforms have you done...
PlatformDesireNextYearWhich of the following platforms have you done...
WebFrameWorkedWithWhich of the following web frameworks have you...
WebFrameDesireNextYearWhich of the following web frameworks have you...
MiscTechWorkedWithWhich of the following other frameworks, libra...
MiscTechDesireNextYearWhich of the following other frameworks, libra...
DevEnvironWhich development environment(s) do you use re...
OpSysWhat is the primary operating system in which ...
ContainersHow do you use containers (Docker, Open Contai...
BlockchainOrgHow is your organization thinking about or imp...
BlockchainIsBlockchain / cryptocurrency technology is prim...
BetterLifeDo you think people born today will have a bet...
ITpersonAre you the \"IT support person\" for your family?
OffOnHave you tried turning it off and on again?
SocialMediaWhat social media site do you use the most?
ExtraversionDo you prefer online chat or IRL conversations?
ScreenNameWhat do you call it?
SOVisit1stTo the best of your memory, when did you first...
SOVisitFreqHow frequently would you say you visit Stack O...
SOVisitToI visit Stack Overflow to... (check all that a...
SOFindAnswerOn average, how many times a week do you find ...
SOTimeSavedThink back to the last time you solved a codin...
SOHowMuchTimeAbout how much time did you save? If you're no...
SOAccountDo you have a Stack Overflow account?
SOPartFreqHow frequently would you say you participate i...
SOJobsHave you ever used or visited Stack Overflow J...
EntTeamsHave you ever used Stack Overflow for Enterpri...
SOCommDo you consider yourself a member of the Stack...
WelcomeChangeCompared to last year, how welcome do you feel...
SONewContentWould you like to see any of the following on ...
AgeWhat is your age (in years)? If you prefer not...
GenderWhich of the following do you currently identi...
TransDo you identify as transgender?
SexualityWhich of the following do you currently identi...
EthnicityWhich of the following do you identify as? Ple...
DependentsDo you have any dependents (e.g., children, el...
SurveyLengthHow do you feel about the length of the survey...
SurveyEaseHow easy or difficult was this survey to compl...
\n", + "
" + ], + "text/plain": [ + " QuestionText\n", + "Column \n", + "Respondent Randomized respondent ID number (not in order ...\n", + "MainBranch Which of the following options best describes ...\n", + "Hobbyist Do you code as a hobby?\n", + "OpenSourcer How often do you contribute to open source?\n", + "OpenSource How do you feel about the quality of open sour...\n", + "Employment Which of the following best describes your cur...\n", + "Country In which country do you currently reside?\n", + "Student Are you currently enrolled in a formal, degree...\n", + "EdLevel Which of the following best describes the high...\n", + "UndergradMajor What was your main or most important field of ...\n", + "EduOther Which of the following types of non-degree edu...\n", + "OrgSize Approximately how many people are employed by ...\n", + "DevType Which of the following describe you? Please se...\n", + "YearsCode Including any education, how many years have y...\n", + "Age1stCode At what age did you write your first line of c...\n", + "YearsCodePro How many years have you coded professionally (...\n", + "CareerSat Overall, how satisfied are you with your caree...\n", + "JobSat How satisfied are you with your current job? 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If your ...\n", + "CompTotal What is your current total compensation (salar...\n", + "CompFreq Is that compensation weekly, monthly, or yearly?\n", + "ConvertedComp Salary converted to annual USD salaries using ...\n", + "WorkWeekHrs On average, how many hours per week do you work?\n", + "WorkPlan How structured or planned is your work?\n", + "WorkChallenge Of these options, what are your greatest chall...\n", + "WorkRemote How often do you work remotely?\n", + "WorkLoc Where would you prefer to work?\n", + "ImpSyn For the specific work you do, and the years of...\n", + "CodeRev Do you review code as part of your work?\n", + "CodeRevHrs On average, how many hours per week do you spe...\n", + "UnitTests Does your company regularly employ unit tests ...\n", + "PurchaseHow How does your company make decisions about pur...\n", + "PurchaseWhat What level of influence do you, personally, ha...\n", + "LanguageWorkedWith Which of the following programming, scripting,...\n", + "LanguageDesireNextYear Which of the following programming, scripting,...\n", + "DatabaseWorkedWith Which of the following database environments h...\n", + "DatabaseDesireNextYear Which of the following database environments h...\n", + "PlatformWorkedWith Which of the following platforms have you done...\n", + "PlatformDesireNextYear Which of the following platforms have you done...\n", + "WebFrameWorkedWith Which of the following web frameworks have you...\n", + "WebFrameDesireNextYear Which of the following web frameworks have you...\n", + "MiscTechWorkedWith Which of the following other frameworks, libra...\n", + "MiscTechDesireNextYear Which of the following other frameworks, libra...\n", + "DevEnviron Which development environment(s) do you use re...\n", + "OpSys What is the primary operating system in which ...\n", + "Containers How do you use containers (Docker, Open Contai...\n", + "BlockchainOrg How is your organization thinking about or imp...\n", + "BlockchainIs Blockchain / cryptocurrency technology is prim...\n", + "BetterLife Do you think people born today will have a bet...\n", + "ITperson Are you the \"IT support person\" for your family?\n", + "OffOn Have you tried turning it off and on again?\n", + "SocialMedia What social media site do you use the most?\n", + "Extraversion Do you prefer online chat or IRL conversations?\n", + "ScreenName What do you call it?\n", + "SOVisit1st To the best of your memory, when did you first...\n", + "SOVisitFreq How frequently would you say you visit Stack O...\n", + "SOVisitTo I visit Stack Overflow to... 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QuestionText
Column
AgeWhat is your age (in years)? If you prefer not...
Age1stCodeAt what age did you write your first line of c...
BetterLifeDo you think people born today will have a bet...
BlockchainIsBlockchain / cryptocurrency technology is prim...
BlockchainOrgHow is your organization thinking about or imp...
CareerSatOverall, how satisfied are you with your caree...
CodeRevDo you review code as part of your work?
CodeRevHrsOn average, how many hours per week do you spe...
CompFreqIs that compensation weekly, monthly, or yearly?
CompTotalWhat is your current total compensation (salar...
ContainersHow do you use containers (Docker, Open Contai...
ConvertedCompSalary converted to annual USD salaries using ...
CountryIn which country do you currently reside?
CurrencyDescWhich currency do you use day-to-day? If your ...
CurrencySymbolWhich currency do you use day-to-day? If your ...
DatabaseDesireNextYearWhich of the following database environments h...
DatabaseWorkedWithWhich of the following database environments h...
DependentsDo you have any dependents (e.g., children, el...
DevEnvironWhich development environment(s) do you use re...
DevTypeWhich of the following describe you? Please se...
EdLevelWhich of the following best describes the high...
EduOtherWhich of the following types of non-degree edu...
EmploymentWhich of the following best describes your cur...
EntTeamsHave you ever used Stack Overflow for Enterpri...
EthnicityWhich of the following do you identify as? Ple...
ExtraversionDo you prefer online chat or IRL conversations?
FizzBuzzHave you ever been asked to solve FizzBuzz in ...
GenderWhich of the following do you currently identi...
HobbyistDo you code as a hobby?
ITpersonAre you the \"IT support person\" for your family?
ImpSynFor the specific work you do, and the years of...
JobFactorsImagine that you are deciding between two job ...
JobSatHow satisfied are you with your current job? (...
JobSeekWhich of the following best describes your cur...
LanguageDesireNextYearWhich of the following programming, scripting,...
LanguageWorkedWithWhich of the following programming, scripting,...
LastHireDateWhen was the last time that you took a job wit...
LastIntIn your most recent successful job interview (...
MainBranchWhich of the following options best describes ...
MgrIdiotHow confident are you that your manager knows ...
MgrMoneyDo you believe that you need to be a manager t...
MgrWantDo you want to become a manager yourself in th...
MiscTechDesireNextYearWhich of the following other frameworks, libra...
MiscTechWorkedWithWhich of the following other frameworks, libra...
OffOnHave you tried turning it off and on again?
OpSysWhat is the primary operating system in which ...
OpenSourceHow do you feel about the quality of open sour...
OpenSourcerHow often do you contribute to open source?
OrgSizeApproximately how many people are employed by ...
PlatformDesireNextYearWhich of the following platforms have you done...
PlatformWorkedWithWhich of the following platforms have you done...
PurchaseHowHow does your company make decisions about pur...
PurchaseWhatWhat level of influence do you, personally, ha...
RespondentRandomized respondent ID number (not in order ...
ResumeUpdateThink back to the last time you updated your r...
SOAccountDo you have a Stack Overflow account?
SOCommDo you consider yourself a member of the Stack...
SOFindAnswerOn average, how many times a week do you find ...
SOHowMuchTimeAbout how much time did you save? If you're no...
SOJobsHave you ever used or visited Stack Overflow J...
SONewContentWould you like to see any of the following on ...
SOPartFreqHow frequently would you say you participate i...
SOTimeSavedThink back to the last time you solved a codin...
SOVisit1stTo the best of your memory, when did you first...
SOVisitFreqHow frequently would you say you visit Stack O...
SOVisitToI visit Stack Overflow to... (check all that a...
ScreenNameWhat do you call it?
SexualityWhich of the following do you currently identi...
SocialMediaWhat social media site do you use the most?
StudentAre you currently enrolled in a formal, degree...
SurveyEaseHow easy or difficult was this survey to compl...
SurveyLengthHow do you feel about the length of the survey...
TransDo you identify as transgender?
UndergradMajorWhat was your main or most important field of ...
UnitTestsDoes your company regularly employ unit tests ...
WebFrameDesireNextYearWhich of the following web frameworks have you...
WebFrameWorkedWithWhich of the following web frameworks have you...
WelcomeChangeCompared to last year, how welcome do you feel...
WorkChallengeOf these options, what are your greatest chall...
WorkLocWhere would you prefer to work?
WorkPlanHow structured or planned is your work?
WorkRemoteHow often do you work remotely?
WorkWeekHrsOn average, how many hours per week do you work?
YearsCodeIncluding any education, how many years have y...
YearsCodeProHow many years have you coded professionally (...
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MainBranchHobbyistOpenSourcerOpenSourceEmploymentCountryStudentEdLevelUndergradMajorEduOtherOrgSizeDevTypeYearsCodeAge1stCodeYearsCodeProCareerSatJobSatMgrIdiotMgrMoneyMgrWantJobSeekLastHireDateLastIntFizzBuzzJobFactorsResumeUpdateCurrencySymbolCurrencyDescCompTotalCompFreqConvertedCompWorkWeekHrsWorkPlanWorkChallengeWorkRemoteWorkLocImpSynCodeRevCodeRevHrsUnitTestsPurchaseHowPurchaseWhatLanguageWorkedWithLanguageDesireNextYearDatabaseWorkedWithDatabaseDesireNextYearPlatformWorkedWithPlatformDesireNextYearWebFrameWorkedWithWebFrameDesireNextYearMiscTechWorkedWithMiscTechDesireNextYearDevEnvironOpSysContainersBlockchainOrgBlockchainIsBetterLifeITpersonOffOnSocialMediaExtraversionScreenNameSOVisit1stSOVisitFreqSOVisitToSOFindAnswerSOTimeSavedSOHowMuchTimeSOAccountSOPartFreqSOJobsEntTeamsSOCommWelcomeChangeSONewContentAgeGenderTransSexualityEthnicityDependentsSurveyLengthSurveyEase
Respondent
1I am a student who is learning to codeYesNeverThe quality of OSS and closed source software ...Not employed, and not looking for workUnited KingdomNoPrimary/elementary schoolNaNTaught yourself a new language, framework, or ...NaNNaN410NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNHTML/CSS;Java;JavaScript;PythonC;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQLSQLiteMySQLMacOS;WindowsAndroid;Arduino;WindowsDjango;FlaskFlask;jQueryNode.jsNode.jsIntelliJ;Notepad++;PyCharmWindowsI do not use containersNaNNaNYesFortunately, someone else has that titleYesTwitterOnlineUsername2017A few times per month or weeklyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster31-60 minutesNoNaNNo, I didn't know that Stack Overflow had a jo...No, and I don't know what those areNeutralJust as welcome now as I felt last yearTech articles written by other developers;Indu...14.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthNeither easy nor difficult
2I am a student who is learning to codeNoLess than once per yearThe quality of OSS and closed source software ...Not employed, but looking for workBosnia and HerzegovinaYes, full-timeSecondary school (e.g. American high school, G...NaNTaken an online course in programming or softw...NaNDeveloper, desktop or enterprise applications;...NaN17NaNNaNNaNNaNNaNNaNI am actively looking for a jobI've never had a jobNaNNaNFinancial performance or funding status of the...Something else changed (education, award, medi...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNC++;HTML/CSS;PythonC++;HTML/CSS;JavaScript;SQLNaNMySQLWindowsWindowsDjangoDjangoNaNNaNAtom;PyCharmWindowsI do not use containersNaNUseful across many domains and could change ma...YesYesYesInstagramOnlineUsername2017Daily or almost dailyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster11-30 minutesYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areYes, somewhatJust as welcome now as I felt last yearTech articles written by other developers;Indu...19.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthNeither easy nor difficult
3I am not primarily a developer, but I write co...YesNeverThe quality of OSS and closed source software ...Employed full-timeThailandNoBachelor’s degree (BA, BS, B.Eng., etc.)Web development or web designTaught yourself a new language, framework, or ...100 to 499 employeesDesigner;Developer, back-end;Developer, front-...3221Slightly satisfiedSlightly satisfiedNot at all confidentNot sureNot sureI’m not actively looking, but I am open to new...1-2 years agoInterview with people in peer rolesNoLanguages, frameworks, and other technologies ...I was preparing for a job searchTHBThai baht23000.0Monthly8820.040.0There's no schedule or spec; I work on what se...Distracting work environment;Inadequate access...Less than once per month / NeverHomeAverageNoNaNNo, but I think we shouldNot sureI have little or no influenceHTML/CSSElixir;HTML/CSSPostgreSQLPostgreSQLNaNNaNNaNOther(s):NaNNaNVim;Visual Studio CodeLinux-basedI do not use containersNaNNaNYesYesYesRedditIn real life (in person)Username2011A few times per weekFind answers to specific questions;Learn how t...6-10 times per weekThey were about the sameNaNYesLess than once per month or monthlyYesNo, I've heard of them, but I am not part of a...NeutralJust as welcome now as I felt last yearTech meetups or events in your area;Courses on...28.0ManNoStraight / HeterosexualNaNYesAppropriate in lengthNeither easy nor difficult
4I am a developer by professionNoNeverThe quality of OSS and closed source software ...Employed full-timeUnited StatesNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...100 to 499 employeesDeveloper, full-stack316Less than 1 yearVery satisfiedSlightly satisfiedVery confidentNoNot sureI am not interested in new job opportunitiesLess than a year agoWrite code by hand (e.g., on a whiteboard);Int...NoLanguages, frameworks, and other technologies ...I was preparing for a job searchUSDUnited States dollar61000.0Yearly61000.080.0There's no schedule or spec; I work on what se...NaNLess than once per month / NeverHomeA little below averageNoNaNNo, but I think we shouldDevelopers typically have the most influence o...I have little or no influenceC;C++;C#;Python;SQLC;C#;JavaScript;SQLMySQL;SQLiteMySQL;SQLiteLinux;WindowsLinux;WindowsNaNNaN.NET.NETEclipse;Vim;Visual Studio;Visual Studio CodeWindowsI do not use containersNot at allUseful for decentralized currency (i.e., Bitcoin)YesSIGHYesRedditIn real life (in person)Username2014Daily or almost dailyFind answers to specific questions;Pass the ti...1-2 times per weekStack Overflow was much faster31-60 minutesYesLess than once per month or monthlyYesNo, and I don't know what those areNo, not reallyJust as welcome now as I felt last yearTech articles written by other developers;Indu...22.0ManNoStraight / HeterosexualWhite or of European descentNoAppropriate in lengthEasy
5I am a developer by professionYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed full-timeUkraineNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...10,000 or more employeesAcademic researcher;Developer, desktop or ente...16149Very dissatisfiedSlightly dissatisfiedSomewhat confidentYesNoI am not interested in new job opportunitiesLess than a year agoWrite any code;Write code by hand (e.g., on a ...NoIndustry that I'd be working in;Languages, fra...I was preparing for a job searchUAHUkrainian hryvniaNaNNaNNaN55.0There is a schedule and/or spec (made by me or...Being tasked with non-development work;Inadequ...A few days each monthOfficeA little above averageYes, because I see value in code reviewNaNYes, it's part of our processNot sureI have little or no influenceC++;HTML/CSS;Java;JavaScript;Python;SQL;VBAHTML/CSS;Java;JavaScript;SQL;WebAssemblyCouchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLiteCouchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...Android;Linux;MacOS;Slack;WindowsAndroid;Docker;Kubernetes;Linux;SlackDjango;Express;Flask;jQuery;React.js;SpringFlask;jQuery;React.js;SpringCordova;Node.jsApache Spark;Hadoop;Node.js;React NativeIntelliJ;Notepad++;VimLinux-basedOutside of work, for personal projectsNot at allNaNYesAlso YesYesFacebookIn real life (in person)UsernameI don't rememberMultiple times per dayFind answers to specific questionsMore than 10 times per weekStack Overflow was much fasterNaNYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, I've heard of them, but I am not part of a...Yes, definitelyJust as welcome now as I felt last yearTech meetups or events in your area;Courses on...30.0ManNoStraight / HeterosexualWhite or of European descent;MultiracialNoAppropriate in lengthEasy
\n", + "
" + ], + "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": 13, + "metadata": {}, + "outputs": [], + "source": [ + "filt = df['LanguageWorkedWith'].str.contains('Python', na=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Respondent\n", + "1 True\n", + "2 True\n", + "3 False\n", + "4 True\n", + "5 True\n", + " ... \n", + "88377 False\n", + "88601 False\n", + "88802 False\n", + "88816 False\n", + "88863 False\n", + "Name: LanguageWorkedWith, Length: 88883, dtype: bool" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filt" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MainBranchHobbyistOpenSourcerOpenSourceEmploymentCountryStudentEdLevelUndergradMajorEduOtherOrgSizeDevTypeYearsCodeAge1stCodeYearsCodeProCareerSatJobSatMgrIdiotMgrMoneyMgrWantJobSeekLastHireDateLastIntFizzBuzzJobFactorsResumeUpdateCurrencySymbolCurrencyDescCompTotalCompFreqConvertedCompWorkWeekHrsWorkPlanWorkChallengeWorkRemoteWorkLocImpSynCodeRevCodeRevHrsUnitTestsPurchaseHowPurchaseWhatLanguageWorkedWithLanguageDesireNextYearDatabaseWorkedWithDatabaseDesireNextYearPlatformWorkedWithPlatformDesireNextYearWebFrameWorkedWithWebFrameDesireNextYearMiscTechWorkedWithMiscTechDesireNextYearDevEnvironOpSysContainersBlockchainOrgBlockchainIsBetterLifeITpersonOffOnSocialMediaExtraversionScreenNameSOVisit1stSOVisitFreqSOVisitToSOFindAnswerSOTimeSavedSOHowMuchTimeSOAccountSOPartFreqSOJobsEntTeamsSOCommWelcomeChangeSONewContentAgeGenderTransSexualityEthnicityDependentsSurveyLengthSurveyEase
Respondent
1I am a student who is learning to codeYesNeverThe quality of OSS and closed source software ...Not employed, and not looking for workUnited KingdomNoPrimary/elementary schoolNaNTaught yourself a new language, framework, or ...NaNNaN410NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNHTML/CSS;Java;JavaScript;PythonC;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQLSQLiteMySQLMacOS;WindowsAndroid;Arduino;WindowsDjango;FlaskFlask;jQueryNode.jsNode.jsIntelliJ;Notepad++;PyCharmWindowsI do not use containersNaNNaNYesFortunately, someone else has that titleYesTwitterOnlineUsername2017A few times per month or weeklyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster31-60 minutesNoNaNNo, I didn't know that Stack Overflow had a jo...No, and I don't know what those areNeutralJust as welcome now as I felt last yearTech articles written by other developers;Indu...14.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthNeither easy nor difficult
2I am a student who is learning to codeNoLess than once per yearThe quality of OSS and closed source software ...Not employed, but looking for workBosnia and HerzegovinaYes, full-timeSecondary school (e.g. American high school, G...NaNTaken an online course in programming or softw...NaNDeveloper, desktop or enterprise applications;...NaN17NaNNaNNaNNaNNaNNaNI am actively looking for a jobI've never had a jobNaNNaNFinancial performance or funding status of the...Something else changed (education, award, medi...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNC++;HTML/CSS;PythonC++;HTML/CSS;JavaScript;SQLNaNMySQLWindowsWindowsDjangoDjangoNaNNaNAtom;PyCharmWindowsI do not use containersNaNUseful across many domains and could change ma...YesYesYesInstagramOnlineUsername2017Daily or almost dailyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster11-30 minutesYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areYes, somewhatJust as welcome now as I felt last yearTech articles written by other developers;Indu...19.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthNeither easy nor difficult
4I am a developer by professionNoNeverThe quality of OSS and closed source software ...Employed full-timeUnited StatesNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...100 to 499 employeesDeveloper, full-stack316Less than 1 yearVery satisfiedSlightly satisfiedVery confidentNoNot sureI am not interested in new job opportunitiesLess than a year agoWrite code by hand (e.g., on a whiteboard);Int...NoLanguages, frameworks, and other technologies ...I was preparing for a job searchUSDUnited States dollar61000.0Yearly61000.080.0There's no schedule or spec; I work on what se...NaNLess than once per month / NeverHomeA little below averageNoNaNNo, but I think we shouldDevelopers typically have the most influence o...I have little or no influenceC;C++;C#;Python;SQLC;C#;JavaScript;SQLMySQL;SQLiteMySQL;SQLiteLinux;WindowsLinux;WindowsNaNNaN.NET.NETEclipse;Vim;Visual Studio;Visual Studio CodeWindowsI do not use containersNot at allUseful for decentralized currency (i.e., Bitcoin)YesSIGHYesRedditIn real life (in person)Username2014Daily or almost dailyFind answers to specific questions;Pass the ti...1-2 times per weekStack Overflow was much faster31-60 minutesYesLess than once per month or monthlyYesNo, and I don't know what those areNo, not reallyJust as welcome now as I felt last yearTech articles written by other developers;Indu...22.0ManNoStraight / HeterosexualWhite or of European descentNoAppropriate in lengthEasy
5I am a developer by professionYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed full-timeUkraineNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...10,000 or more employeesAcademic researcher;Developer, desktop or ente...16149Very dissatisfiedSlightly dissatisfiedSomewhat confidentYesNoI am not interested in new job opportunitiesLess than a year agoWrite any code;Write code by hand (e.g., on a ...NoIndustry that I'd be working in;Languages, fra...I was preparing for a job searchUAHUkrainian hryvniaNaNNaNNaN55.0There is a schedule and/or spec (made by me or...Being tasked with non-development work;Inadequ...A few days each monthOfficeA little above averageYes, because I see value in code reviewNaNYes, it's part of our processNot sureI have little or no influenceC++;HTML/CSS;Java;JavaScript;Python;SQL;VBAHTML/CSS;Java;JavaScript;SQL;WebAssemblyCouchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLiteCouchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...Android;Linux;MacOS;Slack;WindowsAndroid;Docker;Kubernetes;Linux;SlackDjango;Express;Flask;jQuery;React.js;SpringFlask;jQuery;React.js;SpringCordova;Node.jsApache Spark;Hadoop;Node.js;React NativeIntelliJ;Notepad++;VimLinux-basedOutside of work, for personal projectsNot at allNaNYesAlso YesYesFacebookIn real life (in person)UsernameI don't rememberMultiple times per dayFind answers to specific questionsMore than 10 times per weekStack Overflow was much fasterNaNYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, I've heard of them, but I am not part of a...Yes, definitelyJust as welcome now as I felt last yearTech meetups or events in your area;Courses on...30.0ManNoStraight / HeterosexualWhite or of European descent;MultiracialNoAppropriate in lengthEasy
8I code primarily as a hobbyYesLess than once per yearOSS is, on average, of HIGHER quality than pro...Not employed, but looking for workIndiaNaNBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taught yourself a new language, framework, or ...NaNDeveloper, back-end;Engineer, site reliability816NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNBash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...AWS;Docker;Heroku;Linux;MacOS;SlackAndroid;Arduino;AWS;Docker;Google Cloud Platfo...Express;Flask;React.js;SpringDjango;Express;Flask;React.js;Vue.jsHadoop;Node.js;PandasAnsible;Apache Spark;Chef;Hadoop;Node.js;Panda...Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...Linux-basedDevelopment;Testing;Production;Outside of work...NaNUseful across many domains and could change ma...YesSIGHYesYouTubeIn real life (in person)Handle2012A few times per weekFind answers to specific questions;Learn how t...Less than once per weekStack Overflow was slightly faster11-30 minutesYesLess than once per month or monthlyYesNo, and I don't know what those areYes, definitelyA lot more welcome now than last yearTech articles written by other developers;Indu...24.0ManNoStraight / HeterosexualNaNNaNAppropriate in lengthNeither easy nor difficult
...............................................................................................................................................................................................................................................................
84539NaNYesLess than once a month but more than once per ...The quality of OSS and closed source software ...Employed full-timeUnited KingdomYes, full-timeBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...1,000 to 4,999 employeesAcademic researcher;Data scientist or machine ...8166NaNNaNSomewhat confidentNoNot sureNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNBash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...Bash/Shell/PowerShell;Go;HTML/CSS;JavaScript;P...PostgreSQLNaNAndroid;Arduino;Linux;Raspberry PiAndroid;Arduino;LinuxExpress;Vue.jsExpress;Vue.jsNode.js;TensorFlowNode.js;TensorFlowAndroid Studio;Atom;Eclipse;VimLinux-basedI do not use containersNaNNaNYesSIGHYesNaNOnlineUsername2011A few times per weekFind answers to specific questions;Learn how t...1-2 times per weekStack Overflow was slightly faster0-10 minutesYesI have never participated in Q&A on Stack Over...No, I knew that Stack Overflow had a job board...No, I've heard of them, but I am not part of a...NeutralJust as welcome now as I felt last yearCourses on technologies you're interested in23.0WomanYesBisexualWhite or of European descentNoAppropriate in lengthEasy
85738NaNYesNeverThe quality of OSS and closed source software ...Not employed, and not looking for workBrazilYes, full-timeSecondary school (e.g. American high school, G...NaNTaught yourself a new language, framework, or ...NaNNaN1053NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNBash/Shell/PowerShell;C++;Python;Ruby;Other(s):Assembly;Bash/Shell/PowerShell;C++;Other(s):NaNNaNLinuxLinuxNaNNaNTensorFlow;Torch/PyTorchNaNVimLinux-basedI do not use containersNaNUseful across many domains and could change ma...NoSIGHYesWhatsAppIn real life (in person)Username2014Multiple times per dayFind answers to specific questionsMore than 10 times per weekStack Overflow was much faster31-60 minutesYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areYes, somewhatJust as welcome now as I felt last yearIndustry news about technologies you're intere...15.0ManNoStraight / HeterosexualHispanic or Latino/Latina;White or of European...NoToo shortEasy
86566NaNYesLess than once a month but more than once per ...OSS is, on average, of HIGHER quality than pro...RetiredSwitzerlandNoSome college/university study without earning ...A humanities discipline (ex. literature, histo...Taken a part-time in-person course in programm...NaNNaNMore than 50 years1722NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNBash/Shell/PowerShell;HTML/CSS;Python;Other(s):Bash/Shell/PowerShell;HTML/CSS;JavaScript;Pyth...NaNNaNLinux;WindowsLinux;WindowsNaNNaNNaNNaNEmacsWindowsI do not use containersNaNUseful for immutable record keeping outside of...NoSIGHYesYouTubeIn real life (in person)Handle2017A few times per month or weeklyFind answers to specific questions;Contribute ...Less than once per weekStack Overflow was much faster60+ minutesYesLess than once per month or monthlyNo, I didn't know that Stack Overflow had a jo...No, and I don't know what those areNeutralJust as welcome now as I felt last yearTech articles written by other developers;Cour...74.0ManNoNaNWhite or of European descentNoAppropriate in lengthEasy
87739NaNYesLess than once per yearOSS is, on average, of HIGHER quality than pro...Employed part-timeCzech RepublicYes, full-timeMaster’s degree (MA, MS, M.Eng., MBA, etc.)Computer science, computer engineering, or sof...Taught yourself a new language, framework, or ...500 to 999 employeesAcademic researcher;Designer;Developer, game o...9163NaNNaNSomewhat confidentNoNot sureNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNC;C++;HTML/CSS;JavaScript;PHP;Python;SQLC++;HTML/CSS;PHP;PythonMySQLMySQLAndroid;Linux;WordPressAndroid;LinuxjQueryjQueryTensorFlowNaNVimLinux-basedI do not use containersNaNA passing fadNoYesYesYouTubeIn real life (in person)Login2009A few times per month or weeklyFind answers to specific questions1-2 times per weekStack Overflow was much faster31-60 minutesYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areNeutralJust as welcome now as I felt last yearNaN25.0NaNNoStraight / HeterosexualWhite or of European descentNoAppropriate in lengthEasy
88212NaNNoLess than once per yearOSS is, on average, of HIGHER quality than pro...Employed full-timeSpainNoSecondary school (e.g. American high school, G...NaNTaught yourself a new language, framework, or ...10 to 19 employeesDesigner;Developer, front-end;Developer, full-...18715NaNNaNSomewhat confidentYesI am already a managerNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNHTML/CSS;JavaScript;PythonJavaScriptMySQL;PostgreSQLPostgreSQLNaNArduinoDjango;React.jsDjango;React.jsNaNNaNAtom;Visual Studio CodeMacOSI do not use containersNon-currency applications of blockchainUseful for immutable record keeping outside of...NoSIGHNoWhatsAppIn real life (in person)Username2008A few times per weekFind answers to specific questions6-10 times per weekStack Overflow was slightly faster0-10 minutesYesI have never participated in Q&A on Stack Over...No, I didn't know that Stack Overflow had a jo...No, and I don't know what those areNo, not at allNaNTech articles written by other developers;Indu...40.0ManNoStraight / HeterosexualWhite or of European descentNoAppropriate in lengthEasy
\n", + "

36443 rows × 84 columns

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" + ], + "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", + "4 I am a developer by profession No \n", + "5 I am a developer by profession Yes \n", + "8 I code primarily as a hobby Yes \n", + "... ... ... \n", + "84539 NaN Yes \n", + "85738 NaN Yes \n", + "86566 NaN Yes \n", + "87739 NaN Yes \n", + "88212 NaN No \n", + "\n", + " OpenSourcer \\\n", + "Respondent \n", + "1 Never \n", + "2 Less than once per year \n", + "4 Never \n", + "5 Once a month or more often \n", + "8 Less than once per year \n", + "... ... \n", + "84539 Less than once a month but more than once per ... \n", + "85738 Never \n", + "86566 Less than once a month but more than once per ... \n", + "87739 Less than once per year \n", + "88212 Less than once per year \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", + "4 The quality of OSS and closed source software ... \n", + "5 OSS is, on average, of HIGHER quality than pro... \n", + "8 OSS is, on average, of HIGHER quality than pro... \n", + "... ... \n", + "84539 The quality of OSS and closed source software ... \n", + "85738 The quality of OSS and closed source software ... \n", + "86566 OSS is, on average, of HIGHER quality than pro... \n", + "87739 OSS is, on average, of HIGHER quality than pro... \n", + "88212 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", + "4 Employed full-time United States \n", + "5 Employed full-time Ukraine \n", + "8 Not employed, but looking for work India \n", + "... ... ... \n", + "84539 Employed full-time United Kingdom \n", + "85738 Not employed, and not looking for work Brazil \n", + "86566 Retired Switzerland \n", + "87739 Employed part-time Czech Republic \n", + "88212 Employed full-time Spain \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", + "4 No Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "5 No Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "8 NaN Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "... ... ... \n", + "84539 Yes, full-time Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "85738 Yes, full-time Secondary school (e.g. American high school, G... \n", + "86566 No Some college/university study without earning ... \n", + "87739 Yes, full-time Master’s degree (MA, MS, M.Eng., MBA, etc.) \n", + "88212 No Secondary school (e.g. American high school, G... \n", + "\n", + " UndergradMajor \\\n", + "Respondent \n", + "1 NaN \n", + "2 NaN \n", + "4 Computer science, computer engineering, or sof... \n", + "5 Computer science, computer engineering, or sof... \n", + "8 Computer science, computer engineering, or sof... \n", + "... ... \n", + "84539 Computer science, computer engineering, or sof... \n", + "85738 NaN \n", + "86566 A humanities discipline (ex. literature, histo... \n", + "87739 Computer science, computer engineering, or sof... \n", + "88212 NaN \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", + "4 Taken an online course in programming or softw... \n", + "5 Taken an online course in programming or softw... \n", + "8 Taught yourself a new language, framework, or ... \n", + "... ... \n", + "84539 Taken an online course in programming or softw... \n", + "85738 Taught yourself a new language, framework, or ... \n", + "86566 Taken a part-time in-person course in programm... \n", + "87739 Taught yourself a new language, framework, or ... \n", + "88212 Taught yourself a new language, framework, or ... \n", + "\n", + " OrgSize \\\n", + "Respondent \n", + "1 NaN \n", + "2 NaN \n", + "4 100 to 499 employees \n", + "5 10,000 or more employees \n", + "8 NaN \n", + "... ... \n", + "84539 1,000 to 4,999 employees \n", + "85738 NaN \n", + "86566 NaN \n", + "87739 500 to 999 employees \n", + "88212 10 to 19 employees \n", + "\n", + " DevType \\\n", + "Respondent \n", + "1 NaN \n", + "2 Developer, desktop or enterprise applications;... \n", + "4 Developer, full-stack \n", + "5 Academic researcher;Developer, desktop or ente... \n", + "8 Developer, back-end;Engineer, site reliability \n", + "... ... \n", + "84539 Academic researcher;Data scientist or machine ... \n", + "85738 NaN \n", + "86566 NaN \n", + "87739 Academic researcher;Designer;Developer, game o... \n", + "88212 Designer;Developer, front-end;Developer, full-... \n", + "\n", + " YearsCode Age1stCode YearsCodePro \\\n", + "Respondent \n", + "1 4 10 NaN \n", + "2 NaN 17 NaN \n", + "4 3 16 Less than 1 year \n", + "5 16 14 9 \n", + "8 8 16 NaN \n", + "... ... ... ... \n", + "84539 8 16 6 \n", + "85738 10 5 3 \n", + "86566 More than 50 years 17 22 \n", + "87739 9 16 3 \n", + "88212 18 7 15 \n", + "\n", + " CareerSat JobSat MgrIdiot \\\n", + "Respondent \n", + "1 NaN NaN NaN \n", + "2 NaN NaN NaN \n", + "4 Very satisfied Slightly satisfied Very confident \n", + "5 Very dissatisfied Slightly dissatisfied Somewhat confident \n", + "8 NaN NaN NaN \n", + "... ... ... ... \n", + "84539 NaN NaN Somewhat confident \n", + "85738 NaN NaN NaN \n", + "86566 NaN NaN NaN \n", + "87739 NaN NaN Somewhat confident \n", + "88212 NaN NaN Somewhat confident \n", + "\n", + " MgrMoney MgrWant \\\n", + "Respondent \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "4 No Not sure \n", + "5 Yes No \n", + "8 NaN NaN \n", + "... ... ... \n", + "84539 No Not sure \n", + "85738 NaN NaN \n", + "86566 NaN NaN \n", + "87739 No Not sure \n", + "88212 Yes I am already a manager \n", + "\n", + " JobSeek \\\n", + "Respondent \n", + "1 NaN \n", + "2 I am actively looking for a job \n", + "4 I am not interested in new job opportunities \n", + "5 I am not interested in new job opportunities \n", + "8 NaN \n", + "... ... \n", + "84539 NaN \n", + "85738 NaN \n", + "86566 NaN \n", + "87739 NaN \n", + "88212 NaN \n", + "\n", + " LastHireDate \\\n", + "Respondent \n", + "1 NaN \n", + "2 I've never had a job \n", + "4 Less than a year ago \n", + "5 Less than a year ago \n", + "8 NaN \n", + "... ... \n", + "84539 NaN \n", + "85738 NaN \n", + "86566 NaN \n", + "87739 NaN \n", + "88212 NaN \n", + "\n", + " LastInt FizzBuzz \\\n", + "Respondent \n", + "1 NaN NaN \n", + "2 NaN NaN \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", + "8 NaN NaN \n", + "... ... ... \n", + "84539 NaN NaN \n", + "85738 NaN NaN \n", + "86566 NaN NaN \n", + "87739 NaN NaN \n", + "88212 NaN NaN \n", + "\n", + " JobFactors \\\n", + "Respondent \n", + "1 NaN \n", + "2 Financial performance or funding status of the... \n", + "4 Languages, frameworks, and other technologies ... \n", + "5 Industry that I'd be working in;Languages, fra... \n", + "8 NaN \n", + "... ... \n", + "84539 NaN \n", + "85738 NaN \n", + "86566 NaN \n", + "87739 NaN \n", + "88212 NaN \n", + "\n", + " ResumeUpdate CurrencySymbol \\\n", + "Respondent \n", + "1 NaN NaN \n", + "2 Something else changed (education, award, medi... NaN \n", + "4 I was preparing for a job search USD \n", + "5 I was preparing for a job search UAH \n", + "8 NaN NaN \n", + "... ... ... \n", + "84539 NaN NaN \n", + "85738 NaN NaN \n", + "86566 NaN NaN \n", + "87739 NaN NaN \n", + "88212 NaN NaN \n", + "\n", + " CurrencyDesc CompTotal CompFreq ConvertedComp \\\n", + "Respondent \n", + "1 NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN \n", + "4 United States dollar 61000.0 Yearly 61000.0 \n", + "5 Ukrainian hryvnia NaN NaN NaN \n", + "8 NaN NaN NaN NaN \n", + "... ... ... ... ... \n", + "84539 NaN NaN NaN NaN \n", + "85738 NaN NaN NaN NaN \n", + "86566 NaN NaN NaN NaN \n", + "87739 NaN NaN NaN NaN \n", + "88212 NaN NaN NaN NaN \n", + "\n", + " WorkWeekHrs WorkPlan \\\n", + "Respondent \n", + "1 NaN NaN \n", + "2 NaN NaN \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", + "8 NaN NaN \n", + "... ... ... \n", + "84539 NaN NaN \n", + "85738 NaN NaN \n", + "86566 NaN NaN \n", + "87739 NaN NaN \n", + "88212 NaN NaN \n", + "\n", + " WorkChallenge \\\n", + "Respondent \n", + "1 NaN \n", + "2 NaN \n", + "4 NaN \n", + "5 Being tasked with non-development work;Inadequ... \n", + "8 NaN \n", + "... ... \n", + "84539 NaN \n", + "85738 NaN \n", + "86566 NaN \n", + "87739 NaN \n", + "88212 NaN \n", + "\n", + " WorkRemote WorkLoc ImpSyn \\\n", + "Respondent \n", + "1 NaN NaN NaN \n", + "2 NaN NaN NaN \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", + "8 NaN NaN NaN \n", + "... ... ... ... \n", + "84539 NaN NaN NaN \n", + "85738 NaN NaN NaN \n", + "86566 NaN NaN NaN \n", + "87739 NaN NaN NaN \n", + "88212 NaN NaN NaN \n", + "\n", + " CodeRev CodeRevHrs \\\n", + "Respondent \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "4 No NaN \n", + "5 Yes, because I see value in code review NaN \n", + "8 NaN NaN \n", + "... ... ... \n", + "84539 NaN NaN \n", + "85738 NaN NaN \n", + "86566 NaN NaN \n", + "87739 NaN NaN \n", + "88212 NaN NaN \n", + "\n", + " UnitTests \\\n", + "Respondent \n", + "1 NaN \n", + "2 NaN \n", + "4 No, but I think we should \n", + "5 Yes, it's part of our process \n", + "8 NaN \n", + "... ... \n", + "84539 NaN \n", + "85738 NaN \n", + "86566 NaN \n", + "87739 NaN \n", + "88212 NaN \n", + "\n", + " PurchaseHow \\\n", + "Respondent \n", + "1 NaN \n", + "2 NaN \n", + "4 Developers typically have the most influence o... \n", + "5 Not sure \n", + "8 NaN \n", + "... ... \n", + "84539 NaN \n", + "85738 NaN \n", + "86566 NaN \n", + "87739 NaN \n", + "88212 NaN \n", + "\n", + " PurchaseWhat \\\n", + "Respondent \n", + "1 NaN \n", + "2 NaN \n", + "4 I have little or no influence \n", + "5 I have little or no influence \n", + "8 NaN \n", + "... ... \n", + "84539 NaN \n", + "85738 NaN \n", + "86566 NaN \n", + "87739 NaN \n", + "88212 NaN \n", + "\n", + " LanguageWorkedWith \\\n", + "Respondent \n", + "1 HTML/CSS;Java;JavaScript;Python \n", + "2 C++;HTML/CSS;Python \n", + "4 C;C++;C#;Python;SQL \n", + "5 C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA \n", + "8 Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... \n", + "... ... \n", + "84539 Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... \n", + "85738 Bash/Shell/PowerShell;C++;Python;Ruby;Other(s): \n", + "86566 Bash/Shell/PowerShell;HTML/CSS;Python;Other(s): \n", + "87739 C;C++;HTML/CSS;JavaScript;PHP;Python;SQL \n", + "88212 HTML/CSS;JavaScript;Python \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", + "4 C;C#;JavaScript;SQL \n", + "5 HTML/CSS;Java;JavaScript;SQL;WebAssembly \n", + "8 Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P... \n", + "... ... \n", + "84539 Bash/Shell/PowerShell;Go;HTML/CSS;JavaScript;P... \n", + "85738 Assembly;Bash/Shell/PowerShell;C++;Other(s): \n", + "86566 Bash/Shell/PowerShell;HTML/CSS;JavaScript;Pyth... \n", + "87739 C++;HTML/CSS;PHP;Python \n", + "88212 JavaScript \n", + "\n", + " DatabaseWorkedWith \\\n", + "Respondent \n", + "1 SQLite \n", + "2 NaN \n", + "4 MySQL;SQLite \n", + "5 Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite \n", + "8 Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R... \n", + "... ... \n", + "84539 PostgreSQL \n", + "85738 NaN \n", + "86566 NaN \n", + "87739 MySQL \n", + "88212 MySQL;PostgreSQL \n", + "\n", + " DatabaseDesireNextYear \\\n", + "Respondent \n", + "1 MySQL \n", + "2 MySQL \n", + "4 MySQL;SQLite \n", + "5 Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... \n", + "8 Cassandra;DynamoDB;Elasticsearch;Firebase;Mong... \n", + "... ... \n", + "84539 NaN \n", + "85738 NaN \n", + "86566 NaN \n", + "87739 MySQL \n", + "88212 PostgreSQL \n", + "\n", + " PlatformWorkedWith \\\n", + "Respondent \n", + "1 MacOS;Windows \n", + "2 Windows \n", + "4 Linux;Windows \n", + "5 Android;Linux;MacOS;Slack;Windows \n", + "8 AWS;Docker;Heroku;Linux;MacOS;Slack \n", + "... ... \n", + "84539 Android;Arduino;Linux;Raspberry Pi \n", + "85738 Linux \n", + "86566 Linux;Windows \n", + "87739 Android;Linux;WordPress \n", + "88212 NaN \n", + "\n", + " PlatformDesireNextYear \\\n", + "Respondent \n", + "1 Android;Arduino;Windows \n", + "2 Windows \n", + "4 Linux;Windows \n", + "5 Android;Docker;Kubernetes;Linux;Slack \n", + "8 Android;Arduino;AWS;Docker;Google Cloud Platfo... \n", + "... ... \n", + "84539 Android;Arduino;Linux \n", + "85738 Linux \n", + "86566 Linux;Windows \n", + "87739 Android;Linux \n", + "88212 Arduino \n", + "\n", + " WebFrameWorkedWith \\\n", + "Respondent \n", + "1 Django;Flask \n", + "2 Django \n", + "4 NaN \n", + "5 Django;Express;Flask;jQuery;React.js;Spring \n", + "8 Express;Flask;React.js;Spring \n", + "... ... \n", + "84539 Express;Vue.js \n", + "85738 NaN \n", + "86566 NaN \n", + "87739 jQuery \n", + "88212 Django;React.js \n", + "\n", + " WebFrameDesireNextYear MiscTechWorkedWith \\\n", + "Respondent \n", + "1 Flask;jQuery Node.js \n", + "2 Django NaN \n", + "4 NaN .NET \n", + "5 Flask;jQuery;React.js;Spring Cordova;Node.js \n", + "8 Django;Express;Flask;React.js;Vue.js Hadoop;Node.js;Pandas \n", + "... ... ... \n", + "84539 Express;Vue.js Node.js;TensorFlow \n", + "85738 NaN TensorFlow;Torch/PyTorch \n", + "86566 NaN NaN \n", + "87739 jQuery TensorFlow \n", + "88212 Django;React.js NaN \n", + "\n", + " MiscTechDesireNextYear \\\n", + "Respondent \n", + "1 Node.js \n", + "2 NaN \n", + "4 .NET \n", + "5 Apache Spark;Hadoop;Node.js;React Native \n", + "8 Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda... \n", + "... ... \n", + "84539 Node.js;TensorFlow \n", + "85738 NaN \n", + "86566 NaN \n", + "87739 NaN \n", + "88212 NaN \n", + "\n", + " DevEnviron OpSys \\\n", + "Respondent \n", + "1 IntelliJ;Notepad++;PyCharm Windows \n", + "2 Atom;PyCharm Windows \n", + "4 Eclipse;Vim;Visual Studio;Visual Studio Code Windows \n", + "5 IntelliJ;Notepad++;Vim Linux-based \n", + "8 Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual... Linux-based \n", + "... ... ... \n", + "84539 Android Studio;Atom;Eclipse;Vim Linux-based \n", + "85738 Vim Linux-based \n", + "86566 Emacs Windows \n", + "87739 Vim Linux-based \n", + "88212 Atom;Visual Studio Code MacOS \n", + "\n", + " Containers \\\n", + "Respondent \n", + "1 I do not use containers \n", + "2 I do not use containers \n", + "4 I do not use containers \n", + "5 Outside of work, for personal projects \n", + "8 Development;Testing;Production;Outside of work... \n", + "... ... \n", + "84539 I do not use containers \n", + "85738 I do not use containers \n", + "86566 I do not use containers \n", + "87739 I do not use containers \n", + "88212 I do not use containers \n", + "\n", + " BlockchainOrg \\\n", + "Respondent \n", + "1 NaN \n", + "2 NaN \n", + "4 Not at all \n", + "5 Not at all \n", + "8 NaN \n", + "... ... \n", + "84539 NaN \n", + "85738 NaN \n", + "86566 NaN \n", + "87739 NaN \n", + "88212 Non-currency applications of blockchain \n", + "\n", + " BlockchainIs BetterLife \\\n", + "Respondent \n", + "1 NaN Yes \n", + "2 Useful across many domains and could change ma... Yes \n", + "4 Useful for decentralized currency (i.e., Bitcoin) Yes \n", + "5 NaN Yes \n", + "8 Useful across many domains and could change ma... Yes \n", + "... ... ... \n", + "84539 NaN Yes \n", + "85738 Useful across many domains and could change ma... No \n", + "86566 Useful for immutable record keeping outside of... No \n", + "87739 A passing fad No \n", + "88212 Useful for immutable record keeping outside of... No \n", + "\n", + " ITperson OffOn SocialMedia \\\n", + "Respondent \n", + "1 Fortunately, someone else has that title Yes Twitter \n", + "2 Yes Yes Instagram \n", + "4 SIGH Yes Reddit \n", + "5 Also Yes Yes Facebook \n", + "8 SIGH Yes YouTube \n", + "... ... ... ... \n", + "84539 SIGH Yes NaN \n", + "85738 SIGH Yes WhatsApp \n", + "86566 SIGH Yes YouTube \n", + "87739 Yes Yes YouTube \n", + "88212 SIGH No WhatsApp \n", + "\n", + " Extraversion ScreenName SOVisit1st \\\n", + "Respondent \n", + "1 Online Username 2017 \n", + "2 Online Username 2017 \n", + "4 In real life (in person) Username 2014 \n", + "5 In real life (in person) Username I don't remember \n", + "8 In real life (in person) Handle 2012 \n", + "... ... ... ... \n", + "84539 Online Username 2011 \n", + "85738 In real life (in person) Username 2014 \n", + "86566 In real life (in person) Handle 2017 \n", + "87739 In real life (in person) Login 2009 \n", + "88212 In real life (in person) Username 2008 \n", + "\n", + " SOVisitFreq \\\n", + "Respondent \n", + "1 A few times per month or weekly \n", + "2 Daily or almost daily \n", + "4 Daily or almost daily \n", + "5 Multiple times per day \n", + "8 A few times per week \n", + "... ... \n", + "84539 A few times per week \n", + "85738 Multiple times per day \n", + "86566 A few times per month or weekly \n", + "87739 A few times per month or weekly \n", + "88212 A few times per week \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", + "4 Find answers to specific questions;Pass the ti... \n", + "5 Find answers to specific questions \n", + "8 Find answers to specific questions;Learn how t... \n", + "... ... \n", + "84539 Find answers to specific questions;Learn how t... \n", + "85738 Find answers to specific questions \n", + "86566 Find answers to specific questions;Contribute ... \n", + "87739 Find answers to specific questions \n", + "88212 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", + "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", + "8 Less than once per week Stack Overflow was slightly faster \n", + "... ... ... \n", + "84539 1-2 times per week Stack Overflow was slightly faster \n", + "85738 More than 10 times per week Stack Overflow was much faster \n", + "86566 Less than once per week Stack Overflow was much faster \n", + "87739 1-2 times per week Stack Overflow was much faster \n", + "88212 6-10 times per week Stack Overflow was slightly faster \n", + "\n", + " SOHowMuchTime SOAccount \\\n", + "Respondent \n", + "1 31-60 minutes No \n", + "2 11-30 minutes Yes \n", + "4 31-60 minutes Yes \n", + "5 NaN Yes \n", + "8 11-30 minutes Yes \n", + "... ... ... \n", + "84539 0-10 minutes Yes \n", + "85738 31-60 minutes Yes \n", + "86566 60+ minutes Yes \n", + "87739 31-60 minutes Yes \n", + "88212 0-10 minutes Yes \n", + "\n", + " SOPartFreq \\\n", + "Respondent \n", + "1 NaN \n", + "2 A few times per month or weekly \n", + "4 Less than once per month or monthly \n", + "5 A few times per month or weekly \n", + "8 Less than once per month or monthly \n", + "... ... \n", + "84539 I have never participated in Q&A on Stack Over... \n", + "85738 A few times per month or weekly \n", + "86566 Less than once per month or monthly \n", + "87739 A few times per month or weekly \n", + "88212 I have never participated in Q&A on Stack Over... \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", + "4 Yes \n", + "5 No, I knew that Stack Overflow had a job board... \n", + "8 Yes \n", + "... ... \n", + "84539 No, I knew that Stack Overflow had a job board... \n", + "85738 No, I knew that Stack Overflow had a job board... \n", + "86566 No, I didn't know that Stack Overflow had a jo... \n", + "87739 No, I knew that Stack Overflow had a job board... \n", + "88212 No, I didn't know that Stack Overflow had a jo... \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", + "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", + "8 No, and I don't know what those are \n", + "... ... \n", + "84539 No, I've heard of them, but I am not part of a... \n", + "85738 No, and I don't know what those are \n", + "86566 No, and I don't know what those are \n", + "87739 No, and I don't know what those are \n", + "88212 No, and I don't know what those are \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", + "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", + "8 Yes, definitely A lot more welcome now than last year \n", + "... ... ... \n", + "84539 Neutral Just as welcome now as I felt last year \n", + "85738 Yes, somewhat Just as welcome now as I felt last year \n", + "86566 Neutral Just as welcome now as I felt last year \n", + "87739 Neutral Just as welcome now as I felt last year \n", + "88212 No, not at all NaN \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", + "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", + "8 Tech articles written by other developers;Indu... 24.0 Man \n", + "... ... ... ... \n", + "84539 Courses on technologies you're interested in 23.0 Woman \n", + "85738 Industry news about technologies you're intere... 15.0 Man \n", + "86566 Tech articles written by other developers;Cour... 74.0 Man \n", + "87739 NaN 25.0 NaN \n", + "88212 Tech articles written by other developers;Indu... 40.0 Man \n", + "\n", + " Trans Sexuality \\\n", + "Respondent \n", + "1 No Straight / Heterosexual \n", + "2 No Straight / Heterosexual \n", + "4 No Straight / Heterosexual \n", + "5 No Straight / Heterosexual \n", + "8 No Straight / Heterosexual \n", + "... ... ... \n", + "84539 Yes Bisexual \n", + "85738 No Straight / Heterosexual \n", + "86566 No NaN \n", + "87739 No Straight / Heterosexual \n", + "88212 No Straight / Heterosexual \n", + "\n", + " Ethnicity Dependents \\\n", + "Respondent \n", + "1 NaN No \n", + "2 NaN No \n", + "4 White or of European descent No \n", + "5 White or of European descent;Multiracial No \n", + "8 NaN NaN \n", + "... ... ... \n", + "84539 White or of European descent No \n", + "85738 Hispanic or Latino/Latina;White or of European... 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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 " + ] + 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" + ], + "text/plain": [ + " MainBranch Hobbyist \\\n", + "Respondent \n", + "1 I am a student who is learning to code True \n", + "2 I am a student who is learning to code False \n", + "3 I am not primarily a developer, but I write co... True \n", + "4 I am a developer by profession False \n", + "5 I am a developer by profession True \n", + "... ... ... \n", + "88377 NaN True \n", + "88601 NaN False \n", + "88802 NaN False \n", + "88816 NaN False \n", + "88863 NaN True \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", + "88377 Less than once a month but more than once per ... \n", + "88601 Never \n", + "88802 Never \n", + "88816 Never \n", + "88863 Less than once per year \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", + "88377 The quality of OSS and closed source software ... \n", + "88601 The quality of OSS and closed source software ... \n", + "88802 NaN \n", + "88816 OSS is, on average, of HIGHER quality than pro... \n", + "88863 OSS is, on average, of HIGHER quality than pro... \n", + "\n", + " Employment \\\n", + "Respondent \n", + "1 Not employed, and not looking for work \n", + "2 Not employed, but looking for work \n", + "3 Employed full-time \n", + "4 Employed full-time \n", + "5 Employed full-time \n", + "... ... \n", + "88377 Not employed, and not looking for work \n", + "88601 NaN \n", + "88802 Employed full-time \n", + "88816 Independent contractor, freelancer, or self-em... \n", + "88863 Not employed, and not looking for work \n", + "\n", + " Country Student \\\n", + "Respondent \n", + "1 United Kingdom No \n", + "2 Bosnia and Herzegovina Yes, full-time \n", + "3 Thailand No \n", + "4 United States No \n", + "5 Ukraine No \n", + "... ... ... \n", + "88377 Canada No \n", + "88601 NaN NaN \n", + "88802 NaN NaN \n", + "88816 NaN NaN \n", + "88863 Spain Yes, full-time \n", + "\n", + " EdLevel \\\n", + "Respondent \n", + "1 Primary/elementary school \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", + "5 Bachelor’s degree (BA, BS, B.Eng., etc.) \n", + "... ... \n", + "88377 Primary/elementary school \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 Professional degree (JD, MD, 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", + "88377 NaN \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 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", + "88377 Taught yourself a new language, framework, or ... \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 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", + "88377 NaN \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 NaN \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", + "88377 NaN NaN \n", + "88601 NaN NaN \n", + "88802 NaN NaN \n", + "88816 NaN NaN \n", + "88863 NaN 8 \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", + "88377 NaN NaN NaN \n", + "88601 NaN NaN NaN \n", + "88802 NaN NaN NaN \n", + "88816 NaN NaN NaN \n", + "88863 11 3 NaN \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", + "88377 NaN NaN NaN NaN \n", + "88601 NaN NaN NaN NaN \n", + "88802 NaN NaN NaN NaN \n", + "88816 NaN NaN NaN NaN \n", + "88863 NaN NaN NaN NaN \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", + "88377 NaN \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 NaN \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", + "88377 NaN \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 NaN \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", + "88377 NaN NaN \n", + "88601 NaN NaN \n", + "88802 NaN NaN \n", + "88816 NaN NaN \n", + "88863 NaN NaN \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", + "88377 NaN \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 NaN \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", + "88377 NaN NaN \n", + "88601 NaN NaN \n", + "88802 NaN NaN \n", + "88816 NaN NaN \n", + "88863 NaN NaN \n", + "\n", + " CurrencyDesc CompTotal CompFreq SalaryUSD WorkWeekHrs \\\n", + "Respondent \n", + "1 NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN \n", + "3 Thai baht 23000.0 Monthly 8820.0 40.0 \n", + "4 United States dollar 61000.0 Yearly 61000.0 80.0 \n", + "5 Ukrainian hryvnia NaN NaN NaN 55.0 \n", + "... ... ... ... ... ... \n", + "88377 NaN NaN NaN NaN NaN \n", + "88601 NaN NaN NaN NaN NaN \n", + "88802 NaN NaN NaN NaN NaN \n", + "88816 NaN NaN NaN NaN NaN \n", + "88863 NaN NaN NaN NaN NaN \n", + "\n", + " WorkPlan \\\n", + "Respondent \n", + "1 NaN \n", + "2 NaN \n", + "3 There's no schedule or spec; I work on what se... \n", + "4 There's no schedule or spec; I work on what se... \n", + "5 There is a schedule and/or spec (made by me or... \n", + "... ... \n", + "88377 NaN \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 NaN \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", + "88377 NaN \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 NaN \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", + "88377 NaN NaN NaN \n", + "88601 NaN NaN NaN \n", + "88802 NaN NaN NaN \n", + "88816 NaN NaN NaN \n", + "88863 NaN NaN NaN \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", + "88377 NaN NaN \n", + "88601 NaN NaN \n", + "88802 NaN NaN \n", + "88816 NaN NaN \n", + "88863 NaN 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", + "88377 NaN \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 NaN \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", + "88377 NaN \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 NaN \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", + "88377 NaN \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 NaN \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", + "88377 HTML/CSS;JavaScript;Other(s): \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 Bash/Shell/PowerShell;HTML/CSS;Java;JavaScript... \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", + "88377 C++;HTML/CSS;JavaScript;SQL;WebAssembly;Other(s): \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 C;C++;C#;HTML/CSS;Java;Objective-C;SQL;Swift \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", + "88377 Firebase;SQLite \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 DynamoDB;MariaDB;Microsoft SQL Server;MySQL \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", + "88377 Firebase;MySQL;SQLite \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 MariaDB;MySQL;Oracle;SQLite \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", + "88377 Linux \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 iOS;Linux;MacOS;WordPress \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", + "88377 Google Cloud Platform;Linux \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 Android;AWS;Google Cloud Platform;IBM Cloud or... \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", + "88377 jQuery \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 Django;jQuery;React.js \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", + "88377 jQuery;Vue.js Node.js \n", + "88601 NaN NaN \n", + "88802 NaN NaN \n", + "88816 NaN NaN \n", + "88863 Django Unity 3D;Unreal Engine \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", + "88377 React Native;Unity 3D;Unreal Engine \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 NaN \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", + "88377 Atom;Visual Studio;Visual Studio Code Windows \n", + "88601 NaN NaN \n", + "88802 NaN NaN \n", + "88816 NaN NaN \n", + "88863 Android Studio;Atom;Eclipse;NetBeans;Notepad++... 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", + "88377 I do not use containers NaN \n", + "88601 NaN NaN \n", + "88802 NaN NaN \n", + "88816 NaN NaN \n", + "88863 Production NaN \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", + "88377 Useful across many domains and could change ma... Yes \n", + "88601 NaN NaN \n", + "88802 NaN NaN \n", + "88816 NaN NaN \n", + "88863 Useful for decentralized currency (i.e., Bitcoin) 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", + "88377 Yes What? YouTube \n", + "88601 NaN NaN NaN \n", + "88802 NaN NaN NaN \n", + "88816 NaN NaN NaN \n", + "88863 Also Yes Yes WhatsApp \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", + "88377 NaN Username I don't remember \n", + "88601 NaN NaN NaN \n", + "88802 NaN NaN NaN \n", + "88816 NaN NaN NaN \n", + "88863 In real life (in person) NaN 2012 \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", + "88377 A few times per week \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 Daily or almost daily \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", + "88377 Find answers to specific questions;Learn how t... \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 Find answers to specific questions;Learn how t... \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", + "88377 3-5 times per week Stack Overflow was slightly faster \n", + "88601 NaN NaN \n", + "88802 NaN NaN \n", + "88816 NaN NaN \n", + "88863 6-10 times per week Stack Overflow was much faster \n", + "\n", + " SOHowMuchTime SOAccount \\\n", + "Respondent \n", + "1 31-60 minutes No \n", + "2 11-30 minutes Yes \n", + "3 NaN Yes \n", + "4 31-60 minutes Yes \n", + "5 NaN Yes \n", + "... ... ... \n", + "88377 11-30 minutes Yes \n", + "88601 NaN NaN \n", + "88802 NaN NaN \n", + "88816 NaN NaN \n", + "88863 11-30 minutes Yes \n", + "\n", + " SOPartFreq \\\n", + "Respondent \n", + "1 NaN \n", + "2 A few times per month or weekly \n", + "3 Less than once per month or monthly \n", + "4 Less than once per month or monthly \n", + "5 A few times per month or weekly \n", + "... ... \n", + "88377 I have never participated in Q&A on Stack Over... \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 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", + "88377 No, I knew that Stack Overflow had a job board... \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 Yes \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", + "88377 No, I've heard of them, but I am not part of a... \n", + "88601 NaN \n", + "88802 NaN \n", + "88816 NaN \n", + "88863 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", + "88377 No, not at all NaN \n", + "88601 NaN NaN \n", + "88802 NaN NaN \n", + "88816 NaN NaN \n", + "88863 Yes, somewhat Somewhat less welcome now than 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", + "88377 Tech articles written by other developers;Tech... NaN Man \n", + "88601 NaN NaN NaN \n", + "88802 NaN NaN NaN \n", + "88816 NaN NaN NaN \n", + "88863 Tech articles written by other developers;Indu... 18.0 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", + "88377 No NaN \n", + "88601 NaN NaN \n", + "88802 NaN NaN \n", + "88816 NaN NaN \n", + "88863 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", + "88377 NaN No \n", + "88601 NaN NaN \n", + "88802 NaN NaN \n", + "88816 NaN NaN \n", + "88863 Hispanic or Latino/Latina;White or of European... 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 \n", + "... ... ... \n", + "88377 Appropriate in length Easy \n", + "88601 NaN NaN \n", + "88802 NaN NaN \n", + "88816 NaN NaN \n", + "88863 Appropriate in length Easy \n", + "\n", + "[88883 rows x 84 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "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/05-Updating-Data/Snippets.ipynb b/Python/Pandas/05-Updating-Data/Snippets.ipynb new file mode 100644 index 000000000..715d17500 --- /dev/null +++ b/Python/Pandas/05-Updating-Data/Snippets.ipynb @@ -0,0 +1,1240 @@ +{ + "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": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " first last email\n", + "0 Chris Schafer coreymschafer@gmail.com\n", + "1 Mary Doe janedoe@email.com\n", + "2 John Smith johndoe@email.com" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "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/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": [ + "
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MainBranchHobbyistOpenSourcerOpenSourceEmploymentCountryStudentEdLevelUndergradMajorEduOtherOrgSizeDevTypeYearsCodeAge1stCodeYearsCodeProCareerSatJobSatMgrIdiotMgrMoneyMgrWantJobSeekLastHireDateLastIntFizzBuzzJobFactorsResumeUpdateCurrencySymbolCurrencyDescCompTotalCompFreqConvertedCompWorkWeekHrsWorkPlanWorkChallengeWorkRemoteWorkLocImpSynCodeRevCodeRevHrsUnitTestsPurchaseHowPurchaseWhatLanguageWorkedWithLanguageDesireNextYearDatabaseWorkedWithDatabaseDesireNextYearPlatformWorkedWithPlatformDesireNextYearWebFrameWorkedWithWebFrameDesireNextYearMiscTechWorkedWithMiscTechDesireNextYearDevEnvironOpSysContainersBlockchainOrgBlockchainIsBetterLifeITpersonOffOnSocialMediaExtraversionScreenNameSOVisit1stSOVisitFreqSOVisitToSOFindAnswerSOTimeSavedSOHowMuchTimeSOAccountSOPartFreqSOJobsEntTeamsSOCommWelcomeChangeSONewContentAgeGenderTransSexualityEthnicityDependentsSurveyLengthSurveyEase
Respondent
1I am a student who is learning to codeYesNeverThe quality of OSS and closed source software ...Not employed, and not looking for workUnited KingdomNoPrimary/elementary schoolNaNTaught yourself a new language, framework, or ...NaNNaN410NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNHTML/CSS;Java;JavaScript;PythonC;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQLSQLiteMySQLMacOS;WindowsAndroid;Arduino;WindowsDjango;FlaskFlask;jQueryNode.jsNode.jsIntelliJ;Notepad++;PyCharmWindowsI do not use containersNaNNaNYesFortunately, someone else has that titleYesTwitterOnlineUsername2017A few times per month or weeklyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster31-60 minutesNoNaNNo, I didn't know that Stack Overflow had a jo...No, and I don't know what those areNeutralJust as welcome now as I felt last yearTech articles written by other developers;Indu...14.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthNeither easy nor difficult
2I am a student who is learning to codeNoLess than once per yearThe quality of OSS and closed source software ...Not employed, but looking for workBosnia and HerzegovinaYes, full-timeSecondary school (e.g. American high school, G...NaNTaken an online course in programming or softw...NaNDeveloper, desktop or enterprise applications;...NaN17NaNNaNNaNNaNNaNNaNI am actively looking for a jobI've never had a jobNaNNaNFinancial performance or funding status of the...Something else changed (education, award, medi...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNC++;HTML/CSS;PythonC++;HTML/CSS;JavaScript;SQLNaNMySQLWindowsWindowsDjangoDjangoNaNNaNAtom;PyCharmWindowsI do not use containersNaNUseful across many domains and could change ma...YesYesYesInstagramOnlineUsername2017Daily or almost dailyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster11-30 minutesYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areYes, somewhatJust as welcome now as I felt last yearTech articles written by other developers;Indu...19.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthNeither easy nor difficult
3I am not primarily a developer, but I write co...YesNeverThe quality of OSS and closed source software ...Employed full-timeThailandNoBachelor’s degree (BA, BS, B.Eng., etc.)Web development or web designTaught yourself a new language, framework, or ...100 to 499 employeesDesigner;Developer, back-end;Developer, front-...3221Slightly satisfiedSlightly satisfiedNot at all confidentNot sureNot sureI’m not actively looking, but I am open to new...1-2 years agoInterview with people in peer rolesNoLanguages, frameworks, and other technologies ...I was preparing for a job searchTHBThai baht23000.0Monthly8820.040.0There's no schedule or spec; I work on what se...Distracting work environment;Inadequate access...Less than once per month / NeverHomeAverageNoNaNNo, but I think we shouldNot sureI have little or no influenceHTML/CSSElixir;HTML/CSSPostgreSQLPostgreSQLNaNNaNNaNOther(s):NaNNaNVim;Visual Studio CodeLinux-basedI do not use containersNaNNaNYesYesYesRedditIn real life (in person)Username2011A few times per weekFind answers to specific questions;Learn how t...6-10 times per weekThey were about the sameNaNYesLess than once per month or monthlyYesNo, I've heard of them, but I am not part of a...NeutralJust as welcome now as I felt last yearTech meetups or events in your area;Courses on...28.0ManNoStraight / HeterosexualNaNYesAppropriate in lengthNeither easy nor difficult
4I am a developer by professionNoNeverThe quality of OSS and closed source software ...Employed full-timeUnited StatesNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...100 to 499 employeesDeveloper, full-stack316Less than 1 yearVery satisfiedSlightly satisfiedVery confidentNoNot sureI am not interested in new job opportunitiesLess than a year agoWrite code by hand (e.g., on a whiteboard);Int...NoLanguages, frameworks, and other technologies ...I was preparing for a job searchUSDUnited States dollar61000.0Yearly61000.080.0There's no schedule or spec; I work on what se...NaNLess than once per month / NeverHomeA little below averageNoNaNNo, but I think we shouldDevelopers typically have the most influence o...I have little or no influenceC;C++;C#;Python;SQLC;C#;JavaScript;SQLMySQL;SQLiteMySQL;SQLiteLinux;WindowsLinux;WindowsNaNNaN.NET.NETEclipse;Vim;Visual Studio;Visual Studio CodeWindowsI do not use containersNot at allUseful for decentralized currency (i.e., Bitcoin)YesSIGHYesRedditIn real life (in person)Username2014Daily or almost dailyFind answers to specific questions;Pass the ti...1-2 times per weekStack Overflow was much faster31-60 minutesYesLess than once per month or monthlyYesNo, and I don't know what those areNo, not reallyJust as welcome now as I felt last yearTech articles written by other developers;Indu...22.0ManNoStraight / HeterosexualWhite or of European descentNoAppropriate in lengthEasy
5I am a developer by professionYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed full-timeUkraineNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...10,000 or more employeesAcademic researcher;Developer, desktop or ente...16149Very dissatisfiedSlightly dissatisfiedSomewhat confidentYesNoI am not interested in new job opportunitiesLess than a year agoWrite any code;Write code by hand (e.g., on a ...NoIndustry that I'd be working in;Languages, fra...I was preparing for a job searchUAHUkrainian hryvniaNaNNaNNaN55.0There is a schedule and/or spec (made by me or...Being tasked with non-development work;Inadequ...A few days each monthOfficeA little above averageYes, because I see value in code reviewNaNYes, it's part of our processNot sureI have little or no influenceC++;HTML/CSS;Java;JavaScript;Python;SQL;VBAHTML/CSS;Java;JavaScript;SQL;WebAssemblyCouchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLiteCouchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...Android;Linux;MacOS;Slack;WindowsAndroid;Docker;Kubernetes;Linux;SlackDjango;Express;Flask;jQuery;React.js;SpringFlask;jQuery;React.js;SpringCordova;Node.jsApache Spark;Hadoop;Node.js;React NativeIntelliJ;Notepad++;VimLinux-basedOutside of work, for personal projectsNot at allNaNYesAlso YesYesFacebookIn real life (in person)UsernameI don't rememberMultiple times per dayFind answers to specific questionsMore than 10 times per weekStack Overflow was much fasterNaNYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, I've heard of them, but I am not part of a...Yes, definitelyJust as welcome now as I felt last yearTech meetups or events in your area;Courses on...30.0ManNoStraight / HeterosexualWhite or of European descent;MultiracialNoAppropriate in lengthEasy
\n", + "
" + ], + "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... 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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", + 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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 " + ] + 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MainBranchHobbyistOpenSourcerOpenSourceEmploymentCountryStudentEdLevelUndergradMajorEduOtherOrgSizeDevTypeYearsCodeAge1stCodeYearsCodeProCareerSatJobSatMgrIdiotMgrMoneyMgrWantJobSeekLastHireDateLastIntFizzBuzzJobFactorsResumeUpdateCurrencySymbolCurrencyDescCompTotalCompFreqConvertedCompWorkWeekHrsWorkPlanWorkChallengeWorkRemoteWorkLocImpSynCodeRevCodeRevHrsUnitTestsPurchaseHowPurchaseWhatLanguageWorkedWithLanguageDesireNextYearDatabaseWorkedWithDatabaseDesireNextYearPlatformWorkedWithPlatformDesireNextYearWebFrameWorkedWithWebFrameDesireNextYearMiscTechWorkedWithMiscTechDesireNextYearDevEnvironOpSysContainersBlockchainOrgBlockchainIsBetterLifeITpersonOffOnSocialMediaExtraversionScreenNameSOVisit1stSOVisitFreqSOVisitToSOFindAnswerSOTimeSavedSOHowMuchTimeSOAccountSOPartFreqSOJobsEntTeamsSOCommWelcomeChangeSONewContentAgeGenderTransSexualityEthnicityDependentsSurveyLengthSurveyEase
Respondent
1I am a student who is learning to codeYesNeverThe quality of OSS and closed source software ...Not employed, and not looking for workUnited KingdomNoPrimary/elementary schoolNaNTaught yourself a new language, framework, or ...NaNNaN410NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNHTML/CSS;Java;JavaScript;PythonC;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQLSQLiteMySQLMacOS;WindowsAndroid;Arduino;WindowsDjango;FlaskFlask;jQueryNode.jsNode.jsIntelliJ;Notepad++;PyCharmWindowsI do not use containersNaNNaNYesFortunately, someone else has that titleYesTwitterOnlineUsername2017A few times per month or weeklyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster31-60 minutesNoNaNNo, I didn't know that Stack Overflow had a jo...No, and I don't know what those areNeutralJust as welcome now as I felt last yearTech articles written by other developers;Indu...14.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthNeither easy nor difficult
2I am a student who is learning to codeNoLess than once per yearThe quality of OSS and closed source software ...Not employed, but looking for workBosnia and HerzegovinaYes, full-timeSecondary school (e.g. American high school, G...NaNTaken an online course in programming or softw...NaNDeveloper, desktop or enterprise applications;...NaN17NaNNaNNaNNaNNaNNaNI am actively looking for a jobI've never had a jobNaNNaNFinancial performance or funding status of the...Something else changed (education, award, medi...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNC++;HTML/CSS;PythonC++;HTML/CSS;JavaScript;SQLNaNMySQLWindowsWindowsDjangoDjangoNaNNaNAtom;PyCharmWindowsI do not use containersNaNUseful across many domains and could change ma...YesYesYesInstagramOnlineUsername2017Daily or almost dailyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster11-30 minutesYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areYes, somewhatJust as welcome now as I felt last yearTech articles written by other developers;Indu...19.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthNeither easy nor difficult
3I am not primarily a developer, but I write co...YesNeverThe quality of OSS and closed source software ...Employed full-timeThailandNoBachelor’s degree (BA, BS, B.Eng., etc.)Web development or web designTaught yourself a new language, framework, or ...100 to 499 employeesDesigner;Developer, back-end;Developer, front-...3221Slightly satisfiedSlightly satisfiedNot at all confidentNot sureNot sureI’m not actively looking, but I am open to new...1-2 years agoInterview with people in peer rolesNoLanguages, frameworks, and other technologies ...I was preparing for a job searchTHBThai baht23000.0Monthly8820.040.0There's no schedule or spec; I work on what se...Distracting work environment;Inadequate access...Less than once per month / NeverHomeAverageNoNaNNo, but I think we shouldNot sureI have little or no influenceHTML/CSSElixir;HTML/CSSPostgreSQLPostgreSQLNaNNaNNaNOther(s):NaNNaNVim;Visual Studio CodeLinux-basedI do not use containersNaNNaNYesYesYesRedditIn real life (in person)Username2011A few times per weekFind answers to specific questions;Learn how t...6-10 times per weekThey were about the sameNaNYesLess than once per month or monthlyYesNo, I've heard of them, but I am not part of a...NeutralJust as welcome now as I felt last yearTech meetups or events in your area;Courses on...28.0ManNoStraight / HeterosexualNaNYesAppropriate in lengthNeither easy nor difficult
4I am a developer by professionNoNeverThe quality of OSS and closed source software ...Employed full-timeUnited StatesNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...100 to 499 employeesDeveloper, full-stack316Less than 1 yearVery satisfiedSlightly satisfiedVery confidentNoNot sureI am not interested in new job opportunitiesLess than a year agoWrite code by hand (e.g., on a whiteboard);Int...NoLanguages, frameworks, and other technologies ...I was preparing for a job searchUSDUnited States dollar61000.0Yearly61000.080.0There's no schedule or spec; I work on what se...NaNLess than once per month / NeverHomeA little below averageNoNaNNo, but I think we shouldDevelopers typically have the most influence o...I have little or no influenceC;C++;C#;Python;SQLC;C#;JavaScript;SQLMySQL;SQLiteMySQL;SQLiteLinux;WindowsLinux;WindowsNaNNaN.NET.NETEclipse;Vim;Visual Studio;Visual Studio CodeWindowsI do not use containersNot at allUseful for decentralized currency (i.e., Bitcoin)YesSIGHYesRedditIn real life (in person)Username2014Daily or almost dailyFind answers to specific questions;Pass the ti...1-2 times per weekStack Overflow was much faster31-60 minutesYesLess than once per month or monthlyYesNo, and I don't know what those areNo, not reallyJust as welcome now as I felt last yearTech articles written by other developers;Indu...22.0ManNoStraight / HeterosexualWhite or of European descentNoAppropriate in lengthEasy
5I am a developer by professionYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed full-timeUkraineNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...10,000 or more employeesAcademic researcher;Developer, desktop or ente...16149Very dissatisfiedSlightly dissatisfiedSomewhat confidentYesNoI am not interested in new job opportunitiesLess than a year agoWrite any code;Write code by hand (e.g., on a ...NoIndustry that I'd be working in;Languages, fra...I was preparing for a job searchUAHUkrainian hryvniaNaNNaNNaN55.0There is a schedule and/or spec (made by me or...Being tasked with non-development work;Inadequ...A few days each monthOfficeA little above averageYes, because I see value in code reviewNaNYes, it's part of our processNot sureI have little or no influenceC++;HTML/CSS;Java;JavaScript;Python;SQL;VBAHTML/CSS;Java;JavaScript;SQL;WebAssemblyCouchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLiteCouchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...Android;Linux;MacOS;Slack;WindowsAndroid;Docker;Kubernetes;Linux;SlackDjango;Express;Flask;jQuery;React.js;SpringFlask;jQuery;React.js;SpringCordova;Node.jsApache Spark;Hadoop;Node.js;React NativeIntelliJ;Notepad++;VimLinux-basedOutside of work, for personal projectsNot at allNaNYesAlso YesYesFacebookIn real life (in person)UsernameI don't rememberMultiple times per dayFind answers to specific questionsMore than 10 times per weekStack Overflow was much fasterNaNYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, I've heard of them, but I am not part of a...Yes, definitelyJust as welcome now as I felt last yearTech meetups or events in your area;Courses on...30.0ManNoStraight / HeterosexualWhite or of European descent;MultiracialNoAppropriate in lengthEasy
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" + ], + "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": [ + "
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CountryConvertedComp
Respondent
63129Afghanistan1000000.0
50499Afghanistan153216.0
39258Afghanistan19152.0
58450Afghanistan17556.0
7085Afghanistan14364.0
22450Afghanistan7980.0
48436Afghanistan4464.0
10746Afghanistan3996.0
8149Afghanistan1596.0
29736Afghanistan1116.0
28638Afghanistan0.0
722Afghanistan0.0
85715AfghanistanNaN
50767AfghanistanNaN
2782AfghanistanNaN
63019AfghanistanNaN
6417AfghanistanNaN
40000AfghanistanNaN
88731AfghanistanNaN
62525AfghanistanNaN
49702AfghanistanNaN
33178AfghanistanNaN
60946AfghanistanNaN
86362AfghanistanNaN
88582AfghanistanNaN
26340AfghanistanNaN
86932AfghanistanNaN
85825AfghanistanNaN
7353AfghanistanNaN
87091AfghanistanNaN
58760AfghanistanNaN
74386AfghanistanNaN
29045AfghanistanNaN
51859AfghanistanNaN
45854AfghanistanNaN
47110AfghanistanNaN
44403AfghanistanNaN
80926AfghanistanNaN
59560AfghanistanNaN
60569AfghanistanNaN
37802AfghanistanNaN
43106AfghanistanNaN
12310AfghanistanNaN
62168AfghanistanNaN
38308Albania187668.0
3787Albania114550.0
9270Albania74474.0
6716Albania60000.0
10303Albania57300.0
66280Albania41244.0
\n", + "
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13825I am a developer by professionYesNeverThe quality of OSS and closed source software ...NaNAlgeriaNaNNaNNaNNaNNaNNaN1383Less than 1 yearVery dissatisfiedVery satisfiedNaNNaNNaNI am actively looking for a jobNA - I am an independent contractor or self em...Complete a take-home project;Solve a brain-tea...YesFinancial performance or funding status of the...Something else changed (education, award, medi...AFNAfghan afghani1.0Yearly0.0168.0NaNBeing tasked with non-development work;Non-wor...About half the timeHomeFar above averageNoNaNYes, it's part of our processNaNI have a great deal of influenceOther(s):Other(s):Other(s):Other(s):Other(s):Other(s):Other(s):Other(s):Other(s):Other(s):NaNNaNI do not use containersNaNAn irresponsible use of resourcesNoYesYesNaNNeitherNaN2015A few times per month or weeklyFind answers to specific questions1-2 times per weekThey were about the sameNaNYesI have never participated in Q&A on Stack Over...No, I knew that Stack Overflow had a job board...No, and I don't know what those areNo, not at allA lot less welcome now than last yearNaN56.0NaNNaNNaNNaNYesToo shortEasy
40913I am a developer by professionYesLess than once per yearThe quality of OSS and closed source software ...Employed full-timeArmeniaNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taught yourself a new language, framework, or ...2-9 employeesDeveloper, desktop or enterprise applications;...7154Slightly satisfiedSlightly satisfiedVery confidentNot sureNot sureI am not interested in new job opportunitiesLess than a year agoWrite any code;Write code by hand (e.g., on a ...NoIndustry that I'd be working in;Languages, fra...Something else changed (education, award, medi...AMDArmenian dram0.0Monthly0.040.0There's no schedule or spec; I work on what se...Meetings;Non-work commitments (parenting, scho...Less than half the time, but at least one day ...OfficeA little above averageYes, because I see value in code review3.0No, and I'm glad we don'tDevelopers and management have nearly equal in...I have a great deal of influenceBash/Shell/PowerShell;C;C++;Java;JavaScript;Py...C;C++;Java;Python;SQL;TypeScriptElasticsearch;MariaDB;MongoDB;MySQL;RedisMariaDB;MongoDB;MySQLArduino;AWS;Docker;Linux;MacOS;Raspberry Pi;Sl...Arduino;Linux;MacOS;Raspberry PiASP.NET;Django;FlaskDjango;Flask.NET;Node.js;TensorFlow;Torch/PyTorchNode.jsIntelliJ;IPython / Jupyter;Sublime Text;VimLinux-basedProductionNot at allA passing fadNoSIGHYesFacebookIn real life (in person)Username2013Multiple times per dayFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster0-10 minutesYesLess than once per month or monthlyNo, I knew that Stack Overflow had a job board...No, I've heard of them, but I am not part of a...No, not reallyJust as welcome now as I felt last yearTech articles written by other developers22.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthEasy
30630I am a developer by professionYesLess than once a month but more than once per ...The quality of OSS and closed source software ...Employed full-timeAustraliaNoMaster’s degree (MA, MS, M.Eng., MBA, etc.)NaNTaken an online course in programming or softw...2-9 employeesDatabase administrator;Developer, back-end;Dev...35730Neither satisfied nor dissatisfiedVery satisfiedNaNNaNNaNI am not interested in new job opportunitiesNA - I am an independent contractor or self em...Interview with people in peer roles;Interview ...NoIndustry that I'd be working in;Office environ...I heard about a job opportunity (from a recrui...AUDAustralian dollar0.0Yearly0.080.0There's no schedule or spec; I work on what se...Distracting work environment;Non-work commitme...It's complicatedOther place, such as a coworking space or cafeA little above averageYes, because I see value in code review10.0No, but I think we shouldNaNI have a great deal of influenceBash/Shell/PowerShell;HTML/CSS;JavaScript;RubyElixir;Ruby;TypeScriptPostgreSQLPostgreSQLAWS;iOSAndroid;AWS;iOSRuby on Rails;Vue.jsRuby on Rails;Vue.jsChef;React NativeReact NativeSublime Text;TextMate;Vim;XcodeMacOSI do not use containersNot at allAn irresponsible use of resourcesYesFortunately, someone else has that titleNoRedditOnlineUsernameI don't rememberA few times per month or weeklyFind answers to specific questions1-2 times per weekThey were about the sameNaNYesLess than once per month or monthlyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areNo, not reallyA lot less welcome now than last yearNaN43.0NaNNoNaNNaNNoAppropriate in lengthEasy
69049I am a developer by professionNoNeverThe quality of OSS and closed source software ...Independent contractor, freelancer, or self-em...AustraliaNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Received on-the-job training in software devel...2-9 employeesDeveloper, full-stack;Engineering manager171214Slightly satisfiedSlightly satisfiedNaNNaNNaNI’m not actively looking, but I am open to new...1-2 years agoWrite any code;Write code by hand (e.g., on a ...NoSpecific department or team I'd be working on;...My job status changed (promotion, new job, etc.)AUDAustralian dollar0.0Yearly0.025.0There is a schedule and/or spec (made by me or...Lack of support from management;Time spent com...All or almost all the time (I'm full-time remote)HomeA little above averageYes, because I see value in code review1.0NaNNaNNaNBash/Shell/PowerShell;C;C#;Go;HTML/CSS;JavaScr...Dart;Elixir;JavaScript;Kotlin;Python;R;Ruby;RustPostgreSQL;SQLiteCassandra;PostgreSQL;RedisAndroid;Arduino;Google Cloud Platform;iOS;Linu...Google Cloud Platform;Heroku;Kubernetes;Linux;...Ruby on RailsRuby on Rails;Vue.js.NET;React NativeAnsible;Flutter;Hadoop;Pandas;React NativeIntelliJ;Visual Studio;Visual Studio Code;XcodeMacOSProductionNaNA passing fadNoAlso YesYesRedditIn real life (in person)Username2008A few times per weekFind answers to specific questions3-5 times per weekStack Overflow was much faster11-30 minutesNot sure / can't rememberNaNNo, I knew that Stack Overflow had a job board...No, I've heard of them, but I am not part of a...No, not at allJust as welcome now as I felt last yearNaN34.0ManNoStraight / HeterosexualWhite or of European descentNoAppropriate in lengthEasy
19340I am not primarily a developer, but I write co...YesLess than once a month but more than once per ...OSS is, on average, of HIGHER quality than pro...NaNAustriaYes, full-timeBachelor’s degree (BA, BS, B.Eng., etc.)Fine arts or performing arts (ex. graphic desi...Taken an online course in programming or softw...NaNNaN10205Neither satisfied nor dissatisfiedSlightly satisfiedNaNNaNNaNI’m not actively looking, but I am open to new...3-4 years agoInterview with people in peer roles;Interview ...NoOffice environment or company culture;Opportun...I was preparing for a job searchCHFSwiss franc0.0Monthly0.035.0There is a schedule and/or spec (made by me or...Being tasked with non-development work;Inadequ...A few days each monthOfficeAverageYes, because I see value in code review5.0Yes, it's part of our processDevelopers and management have nearly equal in...I have a great deal of influenceAssembly;C;Elixir;HTML/CSS;Java;JavaScript;Pyt...ClojurePostgreSQL;SQLiteNaNArduino;Raspberry PiArduino;Raspberry PiOther(s):Other(s):NaNNaNIntelliJ;Sublime TextLinux-basedDevelopment;Testing;Production;Outside of work...NaNUseful for immutable record keeping outside of...NoAlso YesYesNaNIn real life (in person)Username2010A few times per weekFind answers to specific questions;Learn how t...1-2 times per weekThey were about the sameNaNYesI have never participated in Q&A on Stack Over...YesNo, and I don't know what those areNeutralJust as welcome now as I felt last yearNaN32.0ManNoStraight / HeterosexualWhite or of European descentNoAppropriate in lengthEasy
16214I am not primarily a developer, but I write co...YesLess than once per yearOSS is, on average, of HIGHER quality than pro...Employed full-timeBangladeshYes, part-timeMaster’s degree (MA, MS, M.Eng., MBA, etc.)A natural science (ex. biology, chemistry, phy...NaN20 to 99 employeesEngineer, data;Engineering manager;Product man...201620Slightly satisfiedSlightly satisfiedNaNNaNNaNI am not interested in new job opportunities3-4 years agoInterview with people in peer rolesNoFinancial performance or funding status of the...I was preparing for a job searchEUREuropean Euro0.0Yearly0.010.0There's no schedule or spec; I work on what se...Lack of support from management;Meetings;Time ...Less than once per month / NeverOther place, such as a coworking space or cafeFar above averageNoNaNNo, and I'm glad we don'tDevelopers and management have nearly equal in...I have a great deal of influenceJava;PHP;Other(s):Java;PHP;Other(s):MariaDB;MySQLMariaDB;MySQLAndroid;Linux;Raspberry Pi;Windows;WordPressAndroid;Linux;Raspberry Pi;Windows;WordPressjQuery;SpringjQuery;SpringNaNNaNAndroid Studio;Eclipse;IntelliJ;NetBeansLinux-basedI do not use containersNot at allNaNNoYesWhat?WhatsAppNeitherNaN2008Daily or almost dailyFind answers to specific questions;Contribute ...3-5 times per weekThey were about the sameNaNYesA few times per month or weeklyYesNo, I've heard of them, but I am not part of a...NeutralJust as welcome now as I felt last yearTech articles written by other developers;Cour...99.0NaNNoNaNNaNNaNToo longEasy
29355I am a developer by professionYesNeverOSS is, on average, of LOWER quality than prop...Independent contractor, freelancer, or self-em...Bosnia and HerzegovinaYes, part-timeSome college/university study without earning ...Computer science, computer engineering, or sof...Taught yourself a new language, framework, or ...Just me - I am a freelancer, sole proprietor, ...NaN10106Neither satisfied nor dissatisfiedNeither satisfied nor dissatisfiedNaNNaNNaNI am not interested in new job opportunitiesLess than a year agoInterview with people in senior / management r...NoIndustry that I'd be working in;Specific depar...Something else changed (education, award, medi...BAMBosnia and Herzegovina convertible mark0.0Yearly0.080.0There's no schedule or spec; I work on what se...Being tasked with non-development work;Inadequ...It's complicatedOther place, such as a coworking space or cafeFar above averageYes, because I see value in code review20.0NaNNaNNaNBash/Shell/PowerShell;C;C++;Python;Ruby;Other(s):Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;Oth...NaNNaNLinux;MacOS;Microsoft Azure;Raspberry Pi;WindowsAndroid;Arduino;AWS;iOS;Linux;MacOS;Raspberry ...NaNNaNPandas;TensorFlow;Torch/PyTorch;Unity 3D;Unrea....NET;Torch/PyTorch;Unity 3DAndroid Studio;Emacs;PyCharm;Visual Studio;Vis...Linux-basedI do not use containersNaNA passing fadYesAlso YesYesYouTubeIn real life (in person)Username2013A few times per month or weeklyFind answers to specific questions;Learn how t...Less than once per weekThey were about the sameNaNNot sure / can't rememberNaNYesNo, and I don't know what those areNo, not reallyJust as welcome now as I felt last yearTech articles written by other developers;Indu...22.0NaNNoNaNNaNNaNToo longEasy
1685I am a developer by professionYesLess than once a month but more than once per ...The quality of OSS and closed source software ...Independent contractor, freelancer, or self-em...BrazilNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...Just me - I am a freelancer, sole proprietor, ...Designer;Developer, full-stack;Developer, game...8163Neither satisfied nor dissatisfiedNeither satisfied nor dissatisfiedNaNNaNNaNI’m not actively looking, but I am open to new...Less than a year agoInterview with people in peer roles;Interview ...NoSpecific department or team I'd be working on;...I was preparing for a job searchBRLBrazilian real0.0Monthly0.040.0There is a schedule and/or spec (made by me or...Distracting work environment;Meetings;Toxic wo...All or almost all the time (I'm full-time remote)HomeAverageYes, because I see value in code review6.0NaNNaNNaNElixir;HTML/CSS;JavaScript;PHP;PythonC#;Kotlin;PythonCassandra;MariaDB;MongoDB;PostgreSQLCassandra;MariaDB;MongoDB;PostgreSQLDocker;Kubernetes;MacOSAndroid;Linux;WindowsLaravelDjango;Flask;Laravel;Vue.jsNode.js.NET;Node.js;Unity 3D;Other(s):Android Studio;PHPStorm;PyCharm;Visual Studio ...WindowsDevelopmentNaNUseful across many domains and could change ma...NoYesYesWhatsAppIn real life (in person)NaN2010A few times per weekFind answers to specific questions1-2 times per weekStack Overflow was slightly faster11-30 minutesYesLess than once per month or monthlyYesNo, and I don't know what those areNo, not reallyJust as welcome now as I felt last yearTech articles written by other developers;Indu...29.0ManNoStraight / HeterosexualWhite or of European descent;MultiracialNoAppropriate in lengthNeither easy nor difficult
\n", + "
" + ], + "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": [ + "
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" + ], + "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": [ + "
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MainBranchHobbyistOpenSourcerOpenSourceEmploymentCountryStudentEdLevelUndergradMajorEduOtherOrgSizeDevTypeYearsCodeAge1stCodeYearsCodeProCareerSatJobSatMgrIdiotMgrMoneyMgrWantJobSeekLastHireDateLastIntFizzBuzzJobFactorsResumeUpdateCurrencySymbolCurrencyDescCompTotalCompFreqConvertedCompWorkWeekHrsWorkPlanWorkChallengeWorkRemoteWorkLocImpSynCodeRevCodeRevHrsUnitTestsPurchaseHowPurchaseWhatLanguageWorkedWithLanguageDesireNextYearDatabaseWorkedWithDatabaseDesireNextYearPlatformWorkedWithPlatformDesireNextYearWebFrameWorkedWithWebFrameDesireNextYearMiscTechWorkedWithMiscTechDesireNextYearDevEnvironOpSysContainersBlockchainOrgBlockchainIsBetterLifeITpersonOffOnSocialMediaExtraversionScreenNameSOVisit1stSOVisitFreqSOVisitToSOFindAnswerSOTimeSavedSOHowMuchTimeSOAccountSOPartFreqSOJobsEntTeamsSOCommWelcomeChangeSONewContentAgeGenderTransSexualityEthnicityDependentsSurveyLengthSurveyEase
Respondent
1I am a student who is learning to codeYesNeverThe quality of OSS and closed source software ...Not employed, and not looking for workUnited KingdomNoPrimary/elementary schoolNaNTaught yourself a new language, framework, or ...NaNNaN410NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNHTML/CSS;Java;JavaScript;PythonC;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQLSQLiteMySQLMacOS;WindowsAndroid;Arduino;WindowsDjango;FlaskFlask;jQueryNode.jsNode.jsIntelliJ;Notepad++;PyCharmWindowsI do not use containersNaNNaNYesFortunately, someone else has that titleYesTwitterOnlineUsername2017A few times per month or weeklyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster31-60 minutesNoNaNNo, I didn't know that Stack Overflow had a jo...No, and I don't know what those areNeutralJust as welcome now as I felt last yearTech articles written by other developers;Indu...14.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthNeither easy nor difficult
2I am a student who is learning to codeNoLess than once per yearThe quality of OSS and closed source software ...Not employed, but looking for workBosnia and HerzegovinaYes, full-timeSecondary school (e.g. American high school, G...NaNTaken an online course in programming or softw...NaNDeveloper, desktop or enterprise applications;...NaN17NaNNaNNaNNaNNaNNaNI am actively looking for a jobI've never had a jobNaNNaNFinancial performance or funding status of the...Something else changed (education, award, medi...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNC++;HTML/CSS;PythonC++;HTML/CSS;JavaScript;SQLNaNMySQLWindowsWindowsDjangoDjangoNaNNaNAtom;PyCharmWindowsI do not use containersNaNUseful across many domains and could change ma...YesYesYesInstagramOnlineUsername2017Daily or almost dailyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster11-30 minutesYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areYes, somewhatJust as welcome now as I felt last yearTech articles written by other developers;Indu...19.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthNeither easy nor difficult
3I am not primarily a developer, but I write co...YesNeverThe quality of OSS and closed source software ...Employed full-timeThailandNoBachelor’s degree (BA, BS, B.Eng., etc.)Web development or web designTaught yourself a new language, framework, or ...100 to 499 employeesDesigner;Developer, back-end;Developer, front-...3221Slightly satisfiedSlightly satisfiedNot at all confidentNot sureNot sureI’m not actively looking, but I am open to new...1-2 years agoInterview with people in peer rolesNoLanguages, frameworks, and other technologies ...I was preparing for a job searchTHBThai baht23000.0Monthly8820.040.0There's no schedule or spec; I work on what se...Distracting work environment;Inadequate access...Less than once per month / NeverHomeAverageNoNaNNo, but I think we shouldNot sureI have little or no influenceHTML/CSSElixir;HTML/CSSPostgreSQLPostgreSQLNaNNaNNaNOther(s):NaNNaNVim;Visual Studio CodeLinux-basedI do not use containersNaNNaNYesYesYesRedditIn real life (in person)Username2011A few times per weekFind answers to specific questions;Learn how t...6-10 times per weekThey were about the sameNaNYesLess than once per month or monthlyYesNo, I've heard of them, but I am not part of a...NeutralJust as welcome now as I felt last yearTech meetups or events in your area;Courses on...28.0ManNoStraight / HeterosexualNaNYesAppropriate in lengthNeither easy nor difficult
4I am a developer by professionNoNeverThe quality of OSS and closed source software ...Employed full-timeUnited StatesNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...100 to 499 employeesDeveloper, full-stack316Less than 1 yearVery satisfiedSlightly satisfiedVery confidentNoNot sureI am not interested in new job opportunitiesLess than a year agoWrite code by hand (e.g., on a whiteboard);Int...NoLanguages, frameworks, and other technologies ...I was preparing for a job searchUSDUnited States dollar61000.0Yearly61000.080.0There's no schedule or spec; I work on what se...NaNLess than once per month / NeverHomeA little below averageNoNaNNo, but I think we shouldDevelopers typically have the most influence o...I have little or no influenceC;C++;C#;Python;SQLC;C#;JavaScript;SQLMySQL;SQLiteMySQL;SQLiteLinux;WindowsLinux;WindowsNaNNaN.NET.NETEclipse;Vim;Visual Studio;Visual Studio CodeWindowsI do not use containersNot at allUseful for decentralized currency (i.e., Bitcoin)YesSIGHYesRedditIn real life (in person)Username2014Daily or almost dailyFind answers to specific questions;Pass the ti...1-2 times per weekStack Overflow was much faster31-60 minutesYesLess than once per month or monthlyYesNo, and I don't know what those areNo, not reallyJust as welcome now as I felt last yearTech articles written by other developers;Indu...22.0ManNoStraight / HeterosexualWhite or of European descentNoAppropriate in lengthEasy
5I am a developer by professionYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed full-timeUkraineNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...10,000 or more employeesAcademic researcher;Developer, desktop or ente...16149Very dissatisfiedSlightly dissatisfiedSomewhat confidentYesNoI am not interested in new job opportunitiesLess than a year agoWrite any code;Write code by hand (e.g., on a ...NoIndustry that I'd be working in;Languages, fra...I was preparing for a job searchUAHUkrainian hryvniaNaNNaNNaN55.0There is a schedule and/or spec (made by me or...Being tasked with non-development work;Inadequ...A few days each monthOfficeA little above averageYes, because I see value in code reviewNaNYes, it's part of our processNot sureI have little or no influenceC++;HTML/CSS;Java;JavaScript;Python;SQL;VBAHTML/CSS;Java;JavaScript;SQL;WebAssemblyCouchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLiteCouchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...Android;Linux;MacOS;Slack;WindowsAndroid;Docker;Kubernetes;Linux;SlackDjango;Express;Flask;jQuery;React.js;SpringFlask;jQuery;React.js;SpringCordova;Node.jsApache Spark;Hadoop;Node.js;React NativeIntelliJ;Notepad++;VimLinux-basedOutside of work, for personal projectsNot at allNaNYesAlso YesYesFacebookIn real life (in person)UsernameI don't rememberMultiple times per dayFind answers to specific questionsMore than 10 times per weekStack Overflow was much fasterNaNYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, I've heard of them, but I am not part of a...Yes, definitelyJust as welcome now as I felt last yearTech meetups or events in your area;Courses on...30.0ManNoStraight / HeterosexualWhite or of European descent;MultiracialNoAppropriate in lengthEasy
\n", + "
" + ], + "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", + 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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 " + ] + 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MainBranchHobbyistOpenSourcerOpenSourceEmploymentCountryStudentEdLevelUndergradMajorEduOtherOrgSizeDevTypeYearsCodeAge1stCodeYearsCodeProCareerSatJobSatMgrIdiotMgrMoneyMgrWantJobSeekLastHireDateLastIntFizzBuzzJobFactorsResumeUpdateCurrencySymbolCurrencyDescCompTotalCompFreqConvertedCompWorkWeekHrsWorkPlanWorkChallengeWorkRemoteWorkLocImpSynCodeRevCodeRevHrsUnitTestsPurchaseHowPurchaseWhatLanguageWorkedWithLanguageDesireNextYearDatabaseWorkedWithDatabaseDesireNextYearPlatformWorkedWithPlatformDesireNextYearWebFrameWorkedWithWebFrameDesireNextYearMiscTechWorkedWithMiscTechDesireNextYearDevEnvironOpSysContainersBlockchainOrgBlockchainIsBetterLifeITpersonOffOnSocialMediaExtraversionScreenNameSOVisit1stSOVisitFreqSOVisitToSOFindAnswerSOTimeSavedSOHowMuchTimeSOAccountSOPartFreqSOJobsEntTeamsSOCommWelcomeChangeSONewContentAgeGenderTransSexualityEthnicityDependentsSurveyLengthSurveyEase
Respondent
8I code primarily as a hobbyYesLess than once per yearOSS is, on average, of HIGHER quality than pro...Not employed, but looking for workIndiaNaNBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taught yourself a new language, framework, or ...NaNDeveloper, back-end;Engineer, site reliability816NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNBash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...AWS;Docker;Heroku;Linux;MacOS;SlackAndroid;Arduino;AWS;Docker;Google Cloud Platfo...Express;Flask;React.js;SpringDjango;Express;Flask;React.js;Vue.jsHadoop;Node.js;PandasAnsible;Apache Spark;Chef;Hadoop;Node.js;Panda...Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...Linux-basedDevelopment;Testing;Production;Outside of work...NaNUseful across many domains and could change ma...YesSIGHYesYouTubeIn real life (in person)Handle2012A few times per weekFind answers to specific questions;Learn how t...Less than once per weekStack Overflow was slightly faster11-30 minutesYesLess than once per month or monthlyYesNo, and I don't know what those areYes, definitelyA lot more welcome now than last yearTech articles written by other developers;Indu...24.0ManNoStraight / HeterosexualNaNNaNAppropriate in lengthNeither easy nor difficult
10I am a developer by professionYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed full-timeIndiaNoMaster’s degree (MA, MS, M.Eng., MBA, etc.)NaNNaN10,000 or more employeesData or business analyst;Data scientist or mac...122010Slightly dissatisfiedSlightly dissatisfiedSomewhat confidentYesYesI’m not actively looking, but I am open to new...3-4 years agoNaNNoLanguages, frameworks, and other technologies ...NaNINRIndian rupee950000.0Yearly13293.070.0There's no schedule or spec; I work on what se...NaNA few days each monthHomeFar above averageYes, because I see value in code review4.0Yes, it's part of our processNaNNaNC#;Go;JavaScript;Python;R;SQLC#;Go;JavaScript;Kotlin;Python;R;SQLElasticsearch;MongoDB;Microsoft SQL Server;MyS...Elasticsearch;MongoDB;Microsoft SQL ServerLinux;WindowsAndroid;Linux;Raspberry Pi;WindowsAngular/Angular.js;ASP.NET;Django;Express;Flas...Angular/Angular.js;ASP.NET;Django;Express;Flas....NET;Node.js;Pandas;Torch/PyTorch.NET;Node.js;TensorFlow;Torch/PyTorchAndroid Studio;Eclipse;IPython / Jupyter;Notep...WindowsNaNNot at allUseful for immutable record keeping outside of...NoYesYesYouTubeNeitherScreen NameNaNMultiple times per dayFind answers to specific questions;Get a sense...3-5 times per weekThey were about the sameNaNYesA few times per month or weeklyYesNo, and I don't know what those areYes, somewhatSomewhat less welcome now than last yearTech articles written by other developers;Tech...NaNNaNNaNNaNNaNYesToo longDifficult
15I am a student who is learning to codeYesNeverOSS is, on average, of HIGHER quality than pro...Not employed, but looking for workIndiaYes, full-timeSecondary school (e.g. American high school, G...NaNTaken an online course in programming or softw...NaNStudent313NaNNaNNaNNaNNaNNaNI’m not actively looking, but I am open to new...I've never had a jobNaNNaNIndustry that I'd be working in;Languages, fra...Something else changed (education, award, medi...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNAssembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...MariaDB;MySQL;Oracle;SQLiteMariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...Linux;WindowsAndroid;Google Cloud Platform;iOS;Linux;MacOS;...NaNAngular/Angular.js;ASP.NET;Django;Drupal;jQuer...NaN.NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...Atom;NetBeans;Notepad++;Sublime Text;VimLinux-basedDevelopmentNaNNaNYesYesWhat?YouTubeIn real life (in person)NaN2018Daily or almost dailyFind answers to specific questions;Learn how t...More than 10 times per weekThey were about the sameNaNYesLess than once per month or monthlyYesNo, I've heard of them, but I am not part of a...Yes, somewhatJust as welcome now as I felt last yearTech articles written by other developers;Indu...20.0ManNoNaNNaNYesToo longNeither easy nor difficult
50I am a developer by professionYesOnce a month or more oftenOSS is, on average, of LOWER quality than prop...Employed full-timeIndiaNoBachelor’s degree (BA, BS, B.Eng., etc.)Another engineering discipline (ex. civil, ele...Received on-the-job training in software devel...10,000 or more employeesDeveloper, back-end;DevOps specialist7152Slightly satisfiedVery satisfiedVery confidentNot sureYesI’m not actively looking, but I am open to new...1-2 years agoWrite code by hand (e.g., on a whiteboard);Int...NoSpecific department or team I'd be working on;...I was preparing for a job searchINRIndian rupee400000.0Yearly5597.07.0There is a schedule and/or spec (made by me or...Meetings;Time spent commutingLess than once per month / NeverOther place, such as a coworking space or cafeAverageNoNaNYes, it's not part of our process but the deve...The CTO, CIO, or other management purchase new...I have little or no influenceBash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...HTML/CSS;JavaScript;PythonElasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...Firebase;PostgreSQL;Redis;Other(s):Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...Django;Express;Flask;jQueryExpress;Flask;jQuery;React.js;Vue.jsNode.jsNode.jsNotepad++;Visual Studio CodeMacOSTestingNot at allUseful for immutable record keeping outside of...YesAlso YesWhat?YouTubeIn real life (in person)Username2012Daily or almost dailyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was slightly faster11-30 minutesYesLess than once per month or monthlyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areYes, definitelyJust as welcome now as I felt last yearTech articles written by other developers;Tech...23.0ManNoNaNSouth AsianNoToo longEasy
65I am a developer by professionYesNeverNaNEmployed full-timeIndiaNoBachelor’s degree (BA, BS, B.Eng., etc.)Information systems, information technology, o...NaN20 to 99 employeesDeveloper, front-end;Developer, mobile2172Very satisfiedVery satisfiedVery confidentNoNot sureI’m not actively looking, but I am open to new...Less than a year agoWrite any code;Solve a brain-teaser style puzz...NoLanguages, frameworks, and other technologies ...My job status changed (promotion, new job, etc.)INRIndian rupeeNaNMonthlyNaN48.0There's no schedule or spec; I work on what se...NaNAbout half the timeOfficeAverageYes, because I see value in code reviewNaNYes, it's not part of our process but the deve...Not sureNaNAssembly;C;C++;C#;HTML/CSS;JavaKotlinFirebase;MySQL;Oracle;SQLiteFirebase;SQLiteAndroidAndroidASP.NETNaNNaNNaNAndroid Studio;IntelliJLinux-basedNaNNaNNaNYesYesWhat?WhatsAppIn real life (in person)NaN2017Multiple times per dayFind answers to specific questionsMore than 10 times per weekStack Overflow was slightly faster11-30 minutesYesA few times per weekNo, I knew that Stack Overflow had a job board...No, and I don't know what those areNot sureA lot more welcome now than last yearNaN21.0ManNoNaNNaNYesAppropriate in lengthNeither easy nor difficult
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77339NaNYesLess than once per yearOSS is, on average, of HIGHER quality than pro...Employed full-timeIndiaYes, full-timeBachelor’s degree (BA, BS, B.Eng., etc.)Another engineering discipline (ex. civil, ele...Taken an online course in programming or softw...1,000 to 4,999 employeesNaN1271NaNNaNSomewhat confidentYesYesNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNOther(s):Python;SQLNaNNaNNaNNaNNaNNaNNaNNaNNaNLinux-basedI do not use containersNaNNaNYesYesNoYouTubeOnlineUserID2019Less than once per month or monthlyFind answers to specific questions;Learn how t...1-2 times per weekStack Overflow was much faster31-60 minutesYesI have never participated in Q&A on Stack Over...No, I didn't know that Stack Overflow had a jo...No, I've heard of them, but I am not part of a...Yes, somewhatNot applicable - I did not use Stack Overflow ...Tech articles written by other developers;Indu...NaNNaNNaNNaNNaNNaNNaNNaN
79795NaNYesLess than once a month but more than once per ...OSS is, on average, of HIGHER quality than pro...Employed full-timeIndiaNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...500 to 999 employeesDeveloper, QA or test6175NaNNaNSomewhat confidentNoNot sureNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNBash/Shell/PowerShell;Python;SQL;VBANaNNaNNaNNaNNaNNaNNaNApache Spark;Chef;PuppetNaNPyCharm;VimLinux-basedDevelopment;Testing;Production;Outside of work...Not at allNaNNoYesWhat?InstagramIn real life (in person)Username2018A few times per month or weeklyFind answers to specific questionsLess than once per weekThey were about the sameNaNYesI have never participated in Q&A on Stack Over...No, I didn't know that Stack Overflow had a jo...No, and I don't know what those areNeutralSomewhat more welcome now than last yearTech meetups or events in your area;Courses on...NaNManNoStraight / HeterosexualNaNNoToo longDifficult
83862NaNYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed full-timeIndiaYes, full-timeBachelor’s degree (BA, BS, B.Eng., etc.)NaNParticipated in a hackathonNaNData or business analyst;Student118Less than 1 yearNaNNaNVery confidentNot sureYesNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNAssembly;C;C++;HTML/CSS;Java;JavaScript;Object...NaNMySQLDynamoDB;Elasticsearch;MongoDBAndroid;AWS;Google Cloud Platform;WordPressIBM Cloud or WatsonLaravelAngular/Angular.js;Laravel;Vue.jsNaNNode.jsAndroid Studio;Atom;IntelliJ;Komodo;NetBeans;N...WindowsI do not use containersNaNUseful across many domains and could change ma...NoYesWhat?TwitterOnlineUserID2012A few times per month or weeklyFind answers to specific questions;Learn how t...Less than once per weekStack Overflow was much faster0-10 minutesYesI have never participated in Q&A on Stack Over...YesNo, and I don't know what those areYes, definitelyJust as welcome now as I felt last yearTech articles written by other developers;Indu...24.0ManNoStraight / HeterosexualNaNYesToo longNeither easy nor difficult
84299NaNYesNeverThe quality of OSS and closed source software ...Employed full-timeIndiaYes, full-timeBachelor’s degree (BA, BS, B.Eng., etc.)Web development or web designTaken an online course in programming or softw...100 to 499 employeesDeveloper, back-end;Developer, front-end;Devel...122512NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNHTML/CSS;Java;JavaScript;Python;Swift;TypeScriptHTML/CSS;Java;JavaScriptMongoDB;Redis;SQLiteMongoDB;RedisNaNNaNAngular/Angular.js;Express;jQuery;React.js;Oth...Express;React.js;Other(s):Node.jsNode.jsIntelliJ;Notepad++;Visual Studio Code;XcodeWindowsNaNNaNNaNYesFortunately, someone else has that titleWhat?LinkedInNaNNaN2011A few times per month or weeklyFind answers to specific questions;Contribute ...Less than once per weekStack Overflow was much faster60+ minutesYesLess than once per month or monthlyYesNo, and I don't know what those areYes, somewhatSomewhat more welcome now than last yearNaNNaNNaNNaNNaNNaNNaNNaNNaN
86012NaNYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed full-timeIndiaNoMaster’s degree (MA, MS, M.Eng., MBA, etc.)Another engineering discipline (ex. civil, ele...Taught yourself a new language, framework, or ...100 to 499 employeesAcademic researcher;Educator515NaNNaNNaNSomewhat confidentNoNot sureNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNBash/Shell/PowerShell;C++;HTML/CSS;JavaScriptC++;PythonMySQLNaNOther(s):Other(s):NaNNaNNaNNaNNotepad++Linux-basedI do not use containersNaNNaNNoAlso YesWhat?I don't use social mediaOnlineUsername2014A few times per month or weeklyFind answers to specific questionsLess than once per weekStack Overflow was much faster11-30 minutesYesNaNNo, I knew that Stack Overflow had a job board...YesYes, somewhatNot applicable - I did not use Stack Overflow ...Industry news about technologies you're intere...24.0ManNoNaNSouth AsianNaNAppropriate in lengthEasy
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9061 rows × 84 columns

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" + ], + "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\u001b[0m in \u001b[0;36m\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", + 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NumRespondentsNumKnowsPythonPctKnowsPython
United States209491008348.131176
India9061310534.267741
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Canada3395155845.891016
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NumRespondentsNumKnowsPythonPctKnowsPython
Sao Tome and Principe11100.000000
Dominica11100.000000
Timor-Leste11100.000000
Niger11100.000000
Turkmenistan7685.714286
Mauritania7571.428571
Guinea3266.666667
Guyana3266.666667
Bahamas3266.666667
Uganda724765.277778
Iceland493061.224490
Benin5360.000000
Namibia5360.000000
Haiti5360.000000
Congo, Republic of the...7457.142857
Oman11654.545455
Cuba301653.333333
Republic of Korea392051.282051
Bhutan2150.000000
Seychelles2150.000000
Sierra Leone2150.000000
Monaco4250.000000
San Marino2150.000000
South Korea1608050.000000
Chile20610249.514563
Finland54626648.717949
Kenya24912048.192771
United States209491008348.131176
Israel95245748.004202
Ecuador823947.560976
Montenegro17847.058824
Mongolia17847.058824
Taiwan1878847.058824
Switzerland97846047.034765
United Republic of Tanzania321546.875000
Hong Kong (S.A.R.)1888846.808511
Japan39118246.547315
Maldives13646.153846
Canada3395155845.891016
Singapore30313945.874587
New Zealand52423645.038168
China66429744.728916
Honduras271244.444444
France2391105444.081974
Iraq391743.589744
Thailand2149242.990654
Democratic Republic of the Congo7342.857143
Nepal23710142.616034
Estonia1958242.051282
Russian Federation169470841.794569
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MainBranchHobbyistOpenSourcerOpenSourceEmploymentCountryStudentEdLevelUndergradMajorEduOtherOrgSizeDevTypeYearsCodeAge1stCodeYearsCodeProCareerSatJobSatMgrIdiotMgrMoneyMgrWantJobSeekLastHireDateLastIntFizzBuzzJobFactorsResumeUpdateCurrencySymbolCurrencyDescCompTotalCompFreqConvertedCompWorkWeekHrsWorkPlanWorkChallengeWorkRemoteWorkLocImpSynCodeRevCodeRevHrsUnitTestsPurchaseHowPurchaseWhatLanguageWorkedWithLanguageDesireNextYearDatabaseWorkedWithDatabaseDesireNextYearPlatformWorkedWithPlatformDesireNextYearWebFrameWorkedWithWebFrameDesireNextYearMiscTechWorkedWithMiscTechDesireNextYearDevEnvironOpSysContainersBlockchainOrgBlockchainIsBetterLifeITpersonOffOnSocialMediaExtraversionScreenNameSOVisit1stSOVisitFreqSOVisitToSOFindAnswerSOTimeSavedSOHowMuchTimeSOAccountSOPartFreqSOJobsEntTeamsSOCommWelcomeChangeSONewContentAgeGenderTransSexualityEthnicityDependentsSurveyLengthSurveyEase
Respondent
1I am a student who is learning to codeYesNeverThe quality of OSS and closed source software ...Not employed, and not looking for workUnited KingdomNoPrimary/elementary schoolNaNTaught yourself a new language, framework, or ...NaNNaN410NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNHTML/CSS;Java;JavaScript;PythonC;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQLSQLiteMySQLMacOS;WindowsAndroid;Arduino;WindowsDjango;FlaskFlask;jQueryNode.jsNode.jsIntelliJ;Notepad++;PyCharmWindowsI do not use containersNaNNaNYesFortunately, someone else has that titleYesTwitterOnlineUsername2017A few times per month or weeklyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster31-60 minutesNoNaNNo, I didn't know that Stack Overflow had a jo...No, and I don't know what those areNeutralJust as welcome now as I felt last yearTech articles written by other developers;Indu...14.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthNeither easy nor difficult
2I am a student who is learning to codeNoLess than once per yearThe quality of OSS and closed source software ...Not employed, but looking for workBosnia and HerzegovinaYes, full-timeSecondary school (e.g. American high school, G...NaNTaken an online course in programming or softw...NaNDeveloper, desktop or enterprise applications;...NaN17NaNNaNNaNNaNNaNNaNI am actively looking for a jobI've never had a jobNaNNaNFinancial performance or funding status of the...Something else changed (education, award, medi...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNC++;HTML/CSS;PythonC++;HTML/CSS;JavaScript;SQLNaNMySQLWindowsWindowsDjangoDjangoNaNNaNAtom;PyCharmWindowsI do not use containersNaNUseful across many domains and could change ma...YesYesYesInstagramOnlineUsername2017Daily or almost dailyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster11-30 minutesYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areYes, somewhatJust as welcome now as I felt last yearTech articles written by other developers;Indu...19.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthNeither easy nor difficult
3I am not primarily a developer, but I write co...YesNeverThe quality of OSS and closed source software ...Employed full-timeThailandNoBachelor’s degree (BA, BS, B.Eng., etc.)Web development or web designTaught yourself a new language, framework, or ...100 to 499 employeesDesigner;Developer, back-end;Developer, front-...3221Slightly satisfiedSlightly satisfiedNot at all confidentNot sureNot sureI’m not actively looking, but I am open to new...1-2 years agoInterview with people in peer rolesNoLanguages, frameworks, and other technologies ...I was preparing for a job searchTHBThai baht23000.0Monthly8820.040.0There's no schedule or spec; I work on what se...Distracting work environment;Inadequate access...Less than once per month / NeverHomeAverageNoNaNNo, but I think we shouldNot sureI have little or no influenceHTML/CSSElixir;HTML/CSSPostgreSQLPostgreSQLNaNNaNNaNOther(s):NaNNaNVim;Visual Studio CodeLinux-basedI do not use containersNaNNaNYesYesYesRedditIn real life (in person)Username2011A few times per weekFind answers to specific questions;Learn how t...6-10 times per weekThey were about the sameNaNYesLess than once per month or monthlyYesNo, I've heard of them, but I am not part of a...NeutralJust as welcome now as I felt last yearTech meetups or events in your area;Courses on...28.0ManNoStraight / HeterosexualNaNYesAppropriate in lengthNeither easy nor difficult
4I am a developer by professionNoNeverThe quality of OSS and closed source software ...Employed full-timeUnited StatesNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...100 to 499 employeesDeveloper, full-stack316Less than 1 yearVery satisfiedSlightly satisfiedVery confidentNoNot sureI am not interested in new job opportunitiesLess than a year agoWrite code by hand (e.g., on a whiteboard);Int...NoLanguages, frameworks, and other technologies ...I was preparing for a job searchUSDUnited States dollar61000.0Yearly61000.080.0There's no schedule or spec; I work on what se...NaNLess than once per month / NeverHomeA little below averageNoNaNNo, but I think we shouldDevelopers typically have the most influence o...I have little or no influenceC;C++;C#;Python;SQLC;C#;JavaScript;SQLMySQL;SQLiteMySQL;SQLiteLinux;WindowsLinux;WindowsNaNNaN.NET.NETEclipse;Vim;Visual Studio;Visual Studio CodeWindowsI do not use containersNot at allUseful for decentralized currency (i.e., Bitcoin)YesSIGHYesRedditIn real life (in person)Username2014Daily or almost dailyFind answers to specific questions;Pass the ti...1-2 times per weekStack Overflow was much faster31-60 minutesYesLess than once per month or monthlyYesNo, and I don't know what those areNo, not reallyJust as welcome now as I felt last yearTech articles written by other developers;Indu...22.0ManNoStraight / HeterosexualWhite or of European descentNoAppropriate in lengthEasy
5I am a developer by professionYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed full-timeUkraineNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...10,000 or more employeesAcademic researcher;Developer, desktop or ente...16149Very dissatisfiedSlightly dissatisfiedSomewhat confidentYesNoI am not interested in new job opportunitiesLess than a year agoWrite any code;Write code by hand (e.g., on a ...NoIndustry that I'd be working in;Languages, fra...I was preparing for a job searchUAHUkrainian hryvniaNaNNaNNaN55.0There is a schedule and/or spec (made by me or...Being tasked with non-development work;Inadequ...A few days each monthOfficeA little above averageYes, because I see value in code reviewNaNYes, it's part of our processNot sureI have little or no influenceC++;HTML/CSS;Java;JavaScript;Python;SQL;VBAHTML/CSS;Java;JavaScript;SQL;WebAssemblyCouchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLiteCouchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...Android;Linux;MacOS;Slack;WindowsAndroid;Docker;Kubernetes;Linux;SlackDjango;Express;Flask;jQuery;React.js;SpringFlask;jQuery;React.js;SpringCordova;Node.jsApache Spark;Hadoop;Node.js;React NativeIntelliJ;Notepad++;VimLinux-basedOutside of work, for personal projectsNot at allNaNYesAlso YesYesFacebookIn real life (in person)UsernameI don't rememberMultiple times per dayFind answers to specific questionsMore than 10 times per weekStack Overflow was much fasterNaNYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, I've heard of them, but I am not part of a...Yes, definitelyJust as welcome now as I felt last yearTech meetups or events in your area;Courses on...30.0ManNoStraight / HeterosexualWhite or of European descent;MultiracialNoAppropriate in lengthEasy
\n", + "
" + ], + "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", + 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\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\u001b[0m in \u001b[0;36m\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 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"\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 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\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 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"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": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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A34B7jDGjgXLgCvslVwDl9vZ77ONiXqOr/Z5+ezNtQ5We5OiRcfoa9JXqO0KNLA4gRUQcQCpQAnwbeNXe/zRwrv14jv0ce/9M0ULvvgVTAN9KV84gx+lfOH1oQIuopyXFh201rbqm5kAfzt8elFI9q9tB3xizB/g7sBMr2FcCK4AKY4w3IuwGBtuPBwO77Ne67OP7tz6viFwpIstFZPnBgwe727w+w7+nX1VvBU+n24MjiHH6d35vEuv/MrvL49KSHGFbTWtvRfPQz2qd5atUnxFKeqcfVu99BDAISAO6jjxdMMY8YowpMsYU5eXlhXq6qObxmBYlkQ/VWiNrXO7u5fS7kpbooNZeTStUJZXNZSO8X1ZKqegXSnrnNGCbMeagMcYJvA6cCGTb6R6AQmCP/XgPMATA3p8FHArh/fu0JVsPMfLmeXyx5RBDcqyJU96RNVbtnfDn9NOSHHgM1DtDT/H4T/LaU1HfyZFKqWgSSmTZCRwnIql2bn4msB74GPiBfcxlwJv247n2c+z9H5lwdDn7qMXFVqnjPRX19EtNJCPZwYGqBjweE3ROP1DpSVbePxx5fe+SjgVZyVraQak+pNszco0xS0XkVeArwAWsBB4B3gFeFJHb7W2P2y95HHhWRIqBMqyRPjHLv959SkI8OWmJPP3FDvZVNeDsodE73vesbXSRl5EU0rm8BeLG5mewcNNBtpXWMiI3LeQ2KqV6VkhlGIwxtwC3tNq8FZjezrENwPmhvN/hxD/opyU58Pbr56/bz4jctIDWx+3ue4Zj2KbTbf2S5i0Y98uXVvHm1SeGfF6lVM/SGbkR4j9YNSUxnn1+a9huK61tUUMnXNL9evqh8vb0z55UAEB2SkLI51RK9TwN+hHiPxM3NSGeBr/nAOPyM8L+nt6e/n0fbQ75XE63h/g4Yc5Rg8hOTSA1MZ7y2vCVeFBK9QwN+hHiPz4/Jy2xzf6z7B50OHlv5C4qPkR9U2g3c637DtbqXgMzk3l37T6Ov+vDsAwHVUr1HA36EdLgN2zyyIJM3+NLjx/G8j+cRnIXxdO6w/+cofb2m/xuNqfYs4EbnB626kgepaKa1tOPEP+e/vDcNJ7/ybF8tPEAfzhnfI+954CMZOLEWlO3MsQJVU0uj2/hdodfGej9lQ2MyksP6dxKqZ6jPf0I8a+50z8tkRNG5/ZowAdrpM3WO89mcHZKmNI71n+fOL+70re9s4EfP7VM0zxKRSkN+hHif+O2vZx+T8rt5mIqbo+hos66Wet0G99wzXi/nv6Gkio+2niAzQd0AXalopEG/QjxXwg9kAqZ4VSYncKOQ3VBv+7/Pt3CUX95nwNVDXZO3wr28e2s8rVFg75SUUmDfoT4LzHY2xWmJxVmsbOsztdrD9TKnRUAfLq5lEZnc3qnvaC/qzz4LxWlVM/ToB8hbmMY1j+V7Xed3evvnZ9plWAorwvuZu4Au3TDja+s5oMN+5uDvv2l5T0vtCzIppSKHhr0I8TtMb5g2duSHFY6qcnl6eLIllrXA/Iul3h+0RAAHrmkiAuOGUJWSkLY6vYrpcJLh2xGiMcY4tpJi/QG71DLYIO+/4gjsL64AGZPHOj7jWXKkGyWbS8L2wpdSqnw0p5+hESyp+8dddM6iHeldamIgVnJ7R7XU2vxKqVCpz39CHF7iFxP39G9nr7/LOIbTh/LuVMHt3tcOJdlVEqFlwb9CPEYQw+UzA+Ir6fv7l7Q//UZ47j61NEdHpeW5KCsVkfvKBWNNL0TIZG9kdu9nn69080xw/t1GvBB0ztKRTMN+hESyRu5Sb6cfnBBv7rBFVAhuHRN7ygVtTToR0hEb+TGBz9ks6SynnV7q5hSmN3lsVZOX0fvKBWNNOhHiNsTwSGb3UjvbC+1cvTHj+rf5bHpSfE0uT1Bp4+UUj1Pg36EeEzkh2z+Z+WegF/jLaswODuly2PTWi3L+Oe567j97fXBNlMp1QNCCvoiki0ir4rIRhHZICLHi0iOiLwvIpvtv/vZx4qI3CcixSKyRkSmhecj9E1uj2m3Zk1vSE6wLvuX28sCfs3ba0pIToijILv9sfn+vEG/qsEq8/DU4u089vk2vbmrVBQItad/L/CeMeYIYAqwAbgJ+NAYMwb40H4OcCYwxv5zJfBwiO/dp0UyvZOa6KC/Xc450BTMrrI6Zowd4Cvh0Bnvzd4bX1ndoproxFvm4wpymKhSKry6HfRFJAs4GXgcwBjTZIypAOYAT9uHPQ2caz+eAzxjLEuAbBEJ/0KwfYTbGOIjE/MBuOnMIwDrBm0gahtd9EtLCOhYb5mHZdvLKW9VyfOWueuCaKVSKtxC6emPAA4CT4rIShF5TETSgHxjTIl9zD4g3348GNjl9/rd9raY5Pa0X5K4t3gXbqkIsNJmXZOb1MTA5vLNGp/P+IJMEuKF0mor6N/9g8kArNpV0Y3WKqXCJZSg7wCmAQ8bY6YCtTSncgAw1pp5Qa2bJyJXishyEVl+8ODBEJoX3Twe02KZwd6WmWL12r/ZX91liscYQ22Ty5er70pcnHDp8cNwug3vr98PwNj8DC49fhg7D9XpUopKRVAoQX83sNsYs9R+/irWl8B+b9rG/vuAvX8PMMTv9YX2thaMMY8YY4qMMUV5eXkhNC+6uU3kbuQCZNlB/9evruG6F1d2emy9040xkBbECl8jctMAuOeDbwAYNzCD/MxkqhtdNGleX6mI6XbQN8bsA3aJyDh700xgPTAXuMzedhnwpv14LnCpPYrnOKDSLw0UczwRvJELkJncnJ9/d+2+To/1TrRKDbCnDzAiL833+NqZY0hOiPfd4A11UXalVPeFWnDtF8BzIpIIbAUux/oieVlErgB2AD+0j50HnAUUA3X2sTHLbQyOSAb9lMAvvXe8fTA9/bz05lW0rpoxCmheC7je6abreb1KqZ4QUtA3xqwCitrZNbOdYw1wdSjvdziJZBkGIOCbsgC1TXbQD6KnLyI8emkReyvqfT38FO3pKxVxWlo5QiKd3mmts/bU2UE6LYgvCoDTx+e3eJ5i9/TrNOgrFTFahiFC3BEsw+A195oTOWlMLgA1TR3PlvWmd1KTAk/vtMfb0/dfjEUp1bs06EdIJFfO8ppcmM3siQMBmN/JzVzvjdxge/qt+ef0P950gOE3vcPHmw508SqlVDhp0I8Al9tDg9MdsZWz/I3ob42yeWrx9nb3N7k8PPrZVgDSQuzpe3P7ryzfzZOLrPe7/MllIZ1TKRWcKAg7sedHjyyhptEV8fQOWKWSjx/Z31ccrbVrnv/KN4s21J6+dyH1uav3+uYJZCTrbSWlepMG/QhYsaMciHx6B6xRNt8+YgC7yuo5WN3YYt+KHeUssGfUQug5/dz0JAbZgf+t1XsBazUuzfEr1Xs06PeSxz7byvbS2hbboqGnDzB2YAYA2w+1bF/rL4FAKmx2xd1OCYbO6v9UNTjb/LsppbpPg34vqKxzcvs7G7jkiaUttgey3mxv8JZZLq9tWRHTvyzyyj+eHpb3crmbg/7QnFQAaho7Dvon3vkRM/6+MCzvrZTSoN8rvPnymoaWwyK9K1hFWnaqlV9vXQa5ot5q9/M/PZZ+9hdDqPzr7ozNt37DqOlkPd1qe7ioFmlTKjyiI+oc5irt4Bkf1/Kf2xHJgvp+vGWWy1ulWSrtL4Gjh/UL23t9f1qh7/GcowYBbb8MK+qacLk9LWbuVuuqW0qFhQ6d6GHGGH718ioAEloF+cRoGLOJNWkq0RHXJr1T3eAi0REXlly+1x/PGc/1p40lKSGOLQdrAFoso9jocnPUX97nh0WFXDtzjG97ZZ2zRZE4pVT3REfUOYw99tk2vtlvBbeSygYWF5f69kVLEBMRclIT26R36p1u34SqcImPE7JSE0hOiCe91QLqf/zPWopu/wCAl5fvpszvS2jxllJ+++oa38gnpVT3aE+/hz2zZHuL5xc91nwz93vTomfhsOzUBMpqW6Z3GpxuksPYy2/7nlZaaeO+Khqcbp5dsqPF/v1VzaOH7np3I+V1TvZVNfD0j6f3WJuUOtxpT7+H5fqVGPZ3w+ljcURJegesvH5Fq55+g9NDckLPtTErJYFzjxrEM1/sYFs7wzJX7Wru1XvvN3zyzUFe/2p3j7VJqcNd9ESdw1Sj08NpR+ZzyXHDWmwP12iYcOmXmkhZO+mdnh5WOmfqYBpdHp5fuhOA//3RUTxw0VQA1u2tAppHF80an09eRhK/fW2NlmdWqps0vdPD6ppcpCXFc+t3J3DNt0dz4aNL2Hqwln6p0RX0B2Qm8fGmBowxiD1prKEXgr532KY3tTO0f6qvRMM3+6pJiBcW3jgDj4F+qQksWL+f/352BRv2VTFtaPhGFSkVK7Sn38Nqm9ykJjqIixPyM5MZnJ0CRM9wTa9hOanUNbkprWnu7Tf2cHoHYFBWcosVuYblpJKXYaXE9lY2kJOWSHZqIjlpiYiI70ti60GdpatUd2jQ72F1ja4WQe3iY600z+gB6ZFqUruG2LNjd5fX+bY1uHq+py8ijLED+cXHDqV/ehIZSQ7yM63A7/2S9BqYadXu2V/V0KPtUupwpUG/B3k8hjqnu8WC4rMnDqT4jjMZlRddQd87ksZbUROs9E5KL5SKuObU0QBMLswCrC+Cv543CYBh/dNaHJuSGE9mskODvlLdpDn9HlTvdGMMpLeqThlNo3a8suyF0m99az2XnziCuav38s3+GiYOyurx9z5tfD7r/3JGiy+YmUfm8+wV033pHH+D+6Wy/VBdm+1Kqa5FX/Q5jHgXFA9mEfJI8Z8otqGkimtfWAlAei/Vu09NdPhuIHudNCaPfDud42/y4CzW7K5oURBOKRWYkIO+iMSLyEoRedt+PkJElopIsYi8JCKJ9vYk+3mxvX94qO8d7eq8ywyGWIe+N2SmNAf9M+/9zPc4LSn6vrBmTcinos7JTa99HemmKNXnhKOnfx2wwe/534B7jDGjgXLgCnv7FUC5vf0e+7jDWl/q6Sd1UPHz5zNG9XJLuvbtIwbwnSmDeO2r3b7x/UqpwIQU9EWkEDgbeMx+LsC3gVftQ54GzrUfz7GfY++fKa1/nz/M1DWFZ0Hx3iAiTBiU2WLbOZMLoqY+kD8R4fY5ExmQkcQ7X++NdHOU6lNC7en/L/AbwJtc7Q9UGGO8ZRN3A94CM4OBXQD2/kr7+F5TXtvE715f02sjP7yFxEJdZrC3/OHs8S2ej4yyEUb+slITmFyY1aZekFKqc93ugorIOcABY8wKEZkRrgaJyJXAlQBDhw4N12kBmHrb+4A16eifPzoqrOduT1/q6QNMG5bd4vkJo3r1Ozlo/VITWbunKtLNUKpPCaWnfyLwXRHZDryIlda5F8gWEW+UKwT22I/3AEMA7P1ZwKHWJzXGPGKMKTLGFOXl5YXQvJaaXM0jPbwrWfU0b0+/L9zIBWsN3C9/P9P3fOrQ7E6OjrycNKtekK6qpVTguh30jTG/M8YUGmOGAxcAHxljLgY+Bn5gH3YZ8Kb9eK79HHv/R6YXf1oPVDf4PW7s5MjwqGl08cinWwHon9Z+pc1oNCAjmY9vnMHca04M6+IpPSEvI4kml4dDrRZ/UUp1rCfG6f8W+JWIFGPl7B+3tz8O9Le3/wq4qQfeu0P7Kq2gPyAjqVdy+q8u38XmAzWML8gkJcwLkfS0EblpTC6M7l4+wJQhVhuXbi2LcEuU6jvCEvSNMQuNMefYj7caY6YbY0YbY843xjTa2xvs56Pt/VvD8d6BKrGD/pQh2ZTWNOH29OwvGSX2F8sjlx7do+8Ty44akk1+ZhL/WbWn64NVVKhtdPHtvy9k2Xb9oo6UmJmR6+3pTynMwu0xHKrt2RRPaXUTBVnJFPZL7dH3iWUJ8XGMzc/olXSdCo9v9leztbSWv7y1PtJNiVkxE/TX7KkkNTHeV93yQFVwgWJXWR3Xv7SKJVvb3Htu16Haxg5XzVLhk5WSQFW9DtvsK+LsqTm9NZhCtXXYB/3zHlrEc0t38N7aEk4ak+ur5XLO/Z/T4Axs9SVjDBc/tpQ3Vu4JaKm+DSVVfL65lIFZbevGqPDKSkmgUoN+n+Gdpa5f1JFzWAd9p9vDyp0V/P6NtTjdhjMnFjDAr4DXq722SrgAAB5ASURBVCsCW2u10eVhZ5lV1XFXWX2nx9Y1uTjz3s9weQwj89I6PVaFzhv0ddhm31Br16OqD7DDpcLvsA763nHyXtOG9iPPL+WyqLg0oPP490q8wb89Ty3axj8WfON7fsywnECbqropJy0Rt8ewQ0st9wl1dk/f6dYv6Ug5LIP+9tJamlweavyC/q/PGMfQ/qkk+hUW2xfg0M2qBus8I3PT2FtZT6OrbS/F7TH8+a31PP75NgDeuuZbnDY+P5SPoQJw1qQCEuKFJxZt458LNrG9VJdRjGben0m3x/DP960OksdjcGmZ7F5z2AX9f32yhRl/X8gtc9f6yiCcPj6fn5400nfM61edwHEjc1i5s4Lb3m45isDp9rDT7jXWNrp49NOtvuFlEwZnYQx8ua0MT6shn8UHalo8H56ro3Z6w6DsFKYO7cczX+zgvo+KefSzXh0JrIKwZreVavW678PNGGP48dPL+P7DizXw95K+URQmQCWV9dz17kYAXvhyF4u3WCNtLjp2aIse/rSh/Th+ZC5Ltpbx+Ofb+NXpY311419atos//Gct/77iWHaU1XLHvOaq0WdPKmDp1kNc8viXAPzytDG8+/U+BmUn+4qTXTh9KEXD+pERhdUpD1f9Upv/rQ/V6OzcaPXOmpIWz+PjhIXfHGThpoMAbD9Uy+gBbVdKU+F1WPX0tx5s+au9N8+b3s5CIKf7pV5eWb6LCx75gkM1jazbaxXw+n+PL+WOdza0eM2kwiz+fv4U3/P//WAzm/ZX8/Gmg760zs1nHcH3jy4MzwdSQXtv3T5KKq2b7QerG7nlzbVU1ulIkWhQUtlAdmoCq2+ZxY+KhuD2GC5/cplvf6l+YfeKqA76tY0uDgYx8cYb5Bdcf3KL7f49Qa/xgzJ58KJpADyzZAdLtpZxyeNf8sKXzYty1DW5yU5N4PmfHstHN5zC4OwUTh6bxw2nj233/a/99mjt4UdARaugfvydH3HnvA0cc8cHPP3FDu6YpxOBokFJZT3j8jPISkngW2Ny2+wvrdFJdr0hqoP+1tJazntoUcDHH6huQMSqHfPJr2fw2W9O5cnLj2FUB3XhJxdai35vs2/+rS+xevnnTC7glZ8dz4mj+3PzWUdywqjcFrXlfzFzDJtun81DF0/jr+dNAuD2cyfyq1njuvU5VWi8Y7+vP635y/jfS3b4Hr+8fDeLtwQ2Ukt1X3ltE396cy31Te0Px9xb0cCg7BQAzpgwkAunDyUnLdH3M1SqM6u7dOe7G/jZsyt4Zfmubg9Tjvqc/u7yeg5UNzAgo+uJTgerG+mXmkhCfBzD+ltj5IfkdHxDdXB2ChlJDqr9RvmcOXEgD9i/ATz3k+M6fG2SI56zJhUAMHFwJpMGZwX0eVT4TSjIYu2eKs6eXMA9H1gjQmr9Ak9KQjwfrD/ACaPa9i5V9xhjeOCjYs6eXMDIvHTcHsNFjy1lQ0kVkwuz+YFfitPtMZTXNbG/qsE3YTHREced35vEnd+bhMdjuPPdDWzaX9PR2ymsUjL/94k1UOG9dfsYm5/B+EGZJMQH13eP6p6+182vr+36IKwRNHlBlD6Ii5M2q1rVtBrbH4jJhdkc5is/RrVb50zgP1efyOgB6TxySXOBu4cunsY7136LjGSHb3y4Co+y2ib+8f43XPjoEgDeXrOXDfZvyre8ubbFz9Hd8zdRdPsHuDyGQe3MUo+LE44b2Z931uylXMtkd+jFZS3Xg57z4CK+99DioM8T1UF/XH4GBVnJfLhxf5dT7Q9UNbB0W1nQC3/0S01s8bxIJ1T1OckJ8Rxll1meNWEgG2+bzZOXH8NZkwqYMCiL1MR4nQEaZuX2fZT9VY24PYavdpT79tU2uXl68XbAmoz1kl+wmtjBb8TXzRxDVYOLeWtL2t2vYIXfv7HX13sqqQ6yjlFUp3cSHXH84/wpXPTYUlbvquDksR2vpLVpfzUAc44a3OEx7fnX/zuaJxdt4ycnjaTR5WZEbvSuC6sCk5wQz6njBrR4XtdBnll1T0Vdc4981M3zADhuZA5HDMzkqcXbfb3+K55aTnmdkz+dM570JAdTh/Zr93wTBmWSGB/X6Yz3WFdV7+TksXmMzkvniUXbfNu/2V/N0UF0VqM66AMMz7Vy8y8v39Vp0PfejB0VZL2b4blp3DpnYvcbqKJeamJ8m5uL5bVN3PfRZq48eSQFWSkRalnfVdZOGmb68Bx+NWsc3+yv5u01JUwbuo0vt5fxw6JCfvytEZ2eT0TITEnQ4bWdqGpwMbR/Gn/6znhOO3IAqUkOzn1wERv3WUH/UE0j2w/VcfSw9r9YvaI6vQP4qmK+vaYEj8fwwfr9/OTpZW1mxHr/E+akJbY5h4ptqYltc/pPLtrGk4u2c+e8jRFqVd/Wepgs4AvsQ+w1JP7y9nrcHsOJowO7gZ6V4tCKqZ2oqneSlWL1008YncuUwiwykhxs2mdlOb77wKKAZjZHfdCPjxPfsng7y+q4Y94GPthwgDdWtlwtqaLOSUayA0eQd7LV4a+99I53JbV3vi6hrsnFjkNasycYZXZ65/ITh3P/hVP5w9lHkm3fH7v61NGcb4/eSU9y8O0jBnR4Hn+dlcl2ewyLi0vbdPZihTGGynonmX7zgESEsQMz2LivGmMMeyqsSYm7yzuvBNwnIuQfzz4SgG2HaplqfwHc8MpqXlm+C4DN+6tZubOc7HYmYSmVmhjPxn3VLVI8B+2JQG6PYdpt73PK3QtZs7uCBqcbp9aA6VJ5XROJ8XH86ZzxfGfKIH7iV9tqaP9U7j5/Ckt+N5Plfzgt4AmL2amJrNpVwVn3ftZingXA/R9t5iJ7TYtYtLeyAZfHtFmYadLgLL7cVsbMf37i27atiw5Mnwj63hTP5U8u8/XYRualcfs7GyitaWT2vZ+xendl0ONVVWzIy7B+UD4vLmXVrgr+sWATOw/VkWGX52hwWkH+uw8s4og/vseMuxfq7NAuVNQ6yU5N6HSo8sCsZJIT4jvc39rMIwdQ1+RmfUkVf/jPWp5fupO6JhfGGN79eh8A767d1632BjOzP9o0uTycfd9nAL6sh9dPTrJSav4laLqqP9UnoqT3hxZgwfp9jM1P574LplJZ7+SD9ft9i5yfdqSWMlZtXW+XzdhYUsW5Dy7i/o+K2Vpay6l+aYdf+ZXW2FNRz8//vYIHPy72/d/y1+TycM/733DRo0va3R8Lyuqawn7/rPXP781vfM34P83ntrc3+EbnfbhxP1sOBjeJa1FxKcfc8QE3vLw6bG3tTa99tZuKOidnTyrwZTq8Cvul8tDF0xiXn8F/n2L9tlXWxfrf3Q76IjJERD4WkfUisk5ErrO354jI+yKy2f67n71dROQ+ESkWkTUiMi3Q9/LvLXiMNcPyiIEZOOKEHWV1pCc5+K8ThnPzWUd29+Oow1h6koOhOanMX9+ylzh9RA73XnAUz/3kWH4+YxTzf3kym26fzdmTCli2vZy7529qd6Gd619exb0fbmbxlkPc+ta6gJfdPJzsOFRLQZiXAx2QkcR5Uwfz5OXHkOL3M//Eom1MH5HD27/4FsbAzH98EvACSAAPLSwGrODpHUralyzcdIDB2Sk8cNFU4uLa/mZ11qQC5l9/MjfNPoKEeKGstvOb4aH09F3ADcaY8cBxwNUiMh64CfjQGDMG+NB+DnAmMMb+cyXwcDBv9syPp/seJyfE44iPY0hOKg8v3EJNoyuoXyNV7Bk3MIO1e6wf+OtPG8spY/M49YgBzDlqMCeOziUhPo5xAzNIcsS3+M3y30t2sGDdPhqcbt9i3v4lgp/5Ygffe2gxTa7YuQ/w5qo9fLO/hsmFwU2E7IqIcM+PjuLUcQNYdNO3eeOqE5g4OJPvTyvkpSu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2017-07-09261.337024262.872917259.186190261.0620831.337349e+06
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CloseHighLowVolume
Date
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2017-07-09261.062083285.00231.252.246746e+08
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" + ], + "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": [ + "
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MainBranchHobbyistOpenSourcerOpenSourceEmploymentCountryStudentEdLevelUndergradMajorEduOtherOrgSizeDevTypeYearsCodeAge1stCodeYearsCodeProCareerSatJobSatMgrIdiotMgrMoneyMgrWantJobSeekLastHireDateLastIntFizzBuzzJobFactorsResumeUpdateCurrencySymbolCurrencyDescCompTotalCompFreqConvertedCompWorkWeekHrsWorkPlanWorkChallengeWorkRemoteWorkLocImpSynCodeRevCodeRevHrsUnitTestsPurchaseHowPurchaseWhatLanguageWorkedWithLanguageDesireNextYearDatabaseWorkedWithDatabaseDesireNextYearPlatformWorkedWithPlatformDesireNextYearWebFrameWorkedWithWebFrameDesireNextYearMiscTechWorkedWithMiscTechDesireNextYearDevEnvironOpSysContainersBlockchainOrgBlockchainIsBetterLifeITpersonOffOnSocialMediaExtraversionScreenNameSOVisit1stSOVisitFreqSOVisitToSOFindAnswerSOTimeSavedSOHowMuchTimeSOAccountSOPartFreqSOJobsEntTeamsSOCommWelcomeChangeSONewContentAgeGenderTransSexualityEthnicityDependentsSurveyLengthSurveyEase
Respondent
1I am a student who is learning to codeYesNeverThe quality of OSS and closed source software ...Not employed, and not looking for workUnited KingdomNoPrimary/elementary schoolNaNTaught yourself a new language, framework, or ...NaNNaN410NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNHTML/CSS;Java;JavaScript;PythonC;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQLSQLiteMySQLMacOS;WindowsAndroid;Arduino;WindowsDjango;FlaskFlask;jQueryNode.jsNode.jsIntelliJ;Notepad++;PyCharmWindowsI do not use containersNaNNaNYesFortunately, someone else has that titleYesTwitterOnlineUsername2017A few times per month or weeklyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster31-60 minutesNoNaNNo, I didn't know that Stack Overflow had a jo...No, and I don't know what those areNeutralJust as welcome now as I felt last yearTech articles written by other developers;Indu...14.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthNeither easy nor difficult
2I am a student who is learning to codeNoLess than once per yearThe quality of OSS and closed source software ...Not employed, but looking for workBosnia and HerzegovinaYes, full-timeSecondary school (e.g. American high school, G...NaNTaken an online course in programming or softw...NaNDeveloper, desktop or enterprise applications;...NaN17NaNNaNNaNNaNNaNNaNI am actively looking for a jobI've never had a jobNaNNaNFinancial performance or funding status of the...Something else changed (education, award, medi...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNC++;HTML/CSS;PythonC++;HTML/CSS;JavaScript;SQLNaNMySQLWindowsWindowsDjangoDjangoNaNNaNAtom;PyCharmWindowsI do not use containersNaNUseful across many domains and could change ma...YesYesYesInstagramOnlineUsername2017Daily or almost dailyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was much faster11-30 minutesYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areYes, somewhatJust as welcome now as I felt last yearTech articles written by other developers;Indu...19.0ManNoStraight / HeterosexualNaNNoAppropriate in lengthNeither easy nor difficult
3I am not primarily a developer, but I write co...YesNeverThe quality of OSS and closed source software ...Employed full-timeThailandNoBachelor’s degree (BA, BS, B.Eng., etc.)Web development or web designTaught yourself a new language, framework, or ...100 to 499 employeesDesigner;Developer, back-end;Developer, front-...3221Slightly satisfiedSlightly satisfiedNot at all confidentNot sureNot sureI’m not actively looking, but I am open to new...1-2 years agoInterview with people in peer rolesNoLanguages, frameworks, and other technologies ...I was preparing for a job searchTHBThai baht23000.0Monthly8820.040.0There's no schedule or spec; I work on what se...Distracting work environment;Inadequate access...Less than once per month / NeverHomeAverageNoNaNNo, but I think we shouldNot sureI have little or no influenceHTML/CSSElixir;HTML/CSSPostgreSQLPostgreSQLNaNNaNNaNOther(s):NaNNaNVim;Visual Studio CodeLinux-basedI do not use containersNaNNaNYesYesYesRedditIn real life (in person)Username2011A few times per weekFind answers to specific questions;Learn how t...6-10 times per weekThey were about the sameNaNYesLess than once per month or monthlyYesNo, I've heard of them, but I am not part of a...NeutralJust as welcome now as I felt last yearTech meetups or events in your area;Courses on...28.0ManNoStraight / HeterosexualNaNYesAppropriate in lengthNeither easy nor difficult
4I am a developer by professionNoNeverThe quality of OSS and closed source software ...Employed full-timeUnited StatesNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...100 to 499 employeesDeveloper, full-stack316Less than 1 yearVery satisfiedSlightly satisfiedVery confidentNoNot sureI am not interested in new job opportunitiesLess than a year agoWrite code by hand (e.g., on a whiteboard);Int...NoLanguages, frameworks, and other technologies ...I was preparing for a job searchUSDUnited States dollar61000.0Yearly61000.080.0There's no schedule or spec; I work on what se...NaNLess than once per month / NeverHomeA little below averageNoNaNNo, but I think we shouldDevelopers typically have the most influence o...I have little or no influenceC;C++;C#;Python;SQLC;C#;JavaScript;SQLMySQL;SQLiteMySQL;SQLiteLinux;WindowsLinux;WindowsNaNNaN.NET.NETEclipse;Vim;Visual Studio;Visual Studio CodeWindowsI do not use containersNot at allUseful for decentralized currency (i.e., Bitcoin)YesSIGHYesRedditIn real life (in person)Username2014Daily or almost dailyFind answers to specific questions;Pass the ti...1-2 times per weekStack Overflow was much faster31-60 minutesYesLess than once per month or monthlyYesNo, and I don't know what those areNo, not reallyJust as welcome now as I felt last yearTech articles written by other developers;Indu...22.0ManNoStraight / HeterosexualWhite or of European descentNoAppropriate in lengthEasy
5I am a developer by professionYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed full-timeUkraineNoBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taken an online course in programming or softw...10,000 or more employeesAcademic researcher;Developer, desktop or ente...16149Very dissatisfiedSlightly dissatisfiedSomewhat confidentYesNoI am not interested in new job opportunitiesLess than a year agoWrite any code;Write code by hand (e.g., on a ...NoIndustry that I'd be working in;Languages, fra...I was preparing for a job searchUAHUkrainian hryvniaNaNNaNNaN55.0There is a schedule and/or spec (made by me or...Being tasked with non-development work;Inadequ...A few days each monthOfficeA little above averageYes, because I see value in code reviewNaNYes, it's part of our processNot sureI have little or no influenceC++;HTML/CSS;Java;JavaScript;Python;SQL;VBAHTML/CSS;Java;JavaScript;SQL;WebAssemblyCouchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLiteCouchbase;Firebase;MongoDB;MySQL;Oracle;Postgr...Android;Linux;MacOS;Slack;WindowsAndroid;Docker;Kubernetes;Linux;SlackDjango;Express;Flask;jQuery;React.js;SpringFlask;jQuery;React.js;SpringCordova;Node.jsApache Spark;Hadoop;Node.js;React NativeIntelliJ;Notepad++;VimLinux-basedOutside of work, for personal projectsNot at allNaNYesAlso YesYesFacebookIn real life (in person)UsernameI don't rememberMultiple times per dayFind answers to specific questionsMore than 10 times per weekStack Overflow was much fasterNaNYesA few times per month or weeklyNo, I knew that Stack Overflow had a job board...No, I've heard of them, but I am not part of a...Yes, definitelyJust as welcome now as I felt last yearTech meetups or events in your area;Courses on...30.0ManNoStraight / HeterosexualWhite or of European descent;MultiracialNoAppropriate in lengthEasy
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" + ], + "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": [ + "
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MainBranchHobbyistOpenSourcerOpenSourceEmploymentCountryStudentEdLevelUndergradMajorEduOtherOrgSizeDevTypeYearsCodeAge1stCodeYearsCodeProCareerSatJobSatMgrIdiotMgrMoneyMgrWantJobSeekLastHireDateLastIntFizzBuzzJobFactorsResumeUpdateCurrencySymbolCurrencyDescCompTotalCompFreqConvertedCompWorkWeekHrsWorkPlanWorkChallengeWorkRemoteWorkLocImpSynCodeRevCodeRevHrsUnitTestsPurchaseHowPurchaseWhatLanguageWorkedWithLanguageDesireNextYearDatabaseWorkedWithDatabaseDesireNextYearPlatformWorkedWithPlatformDesireNextYearWebFrameWorkedWithWebFrameDesireNextYearMiscTechWorkedWithMiscTechDesireNextYearDevEnvironOpSysContainersBlockchainOrgBlockchainIsBetterLifeITpersonOffOnSocialMediaExtraversionScreenNameSOVisit1stSOVisitFreqSOVisitToSOFindAnswerSOTimeSavedSOHowMuchTimeSOAccountSOPartFreqSOJobsEntTeamsSOCommWelcomeChangeSONewContentAgeGenderTransSexualityEthnicityDependentsSurveyLengthSurveyEase
Respondent
8I code primarily as a hobbyYesLess than once per yearOSS is, on average, of HIGHER quality than pro...Not employed, but looking for workIndiaNaNBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taught yourself a new language, framework, or ...NaNDeveloper, back-end;Engineer, site reliability816NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNBash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...AWS;Docker;Heroku;Linux;MacOS;SlackAndroid;Arduino;AWS;Docker;Google Cloud Platfo...Express;Flask;React.js;SpringDjango;Express;Flask;React.js;Vue.jsHadoop;Node.js;PandasAnsible;Apache Spark;Chef;Hadoop;Node.js;Panda...Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...Linux-basedDevelopment;Testing;Production;Outside of work...NaNUseful across many domains and could change ma...YesSIGHYesYouTubeIn real life (in person)Handle2012A few times per weekFind answers to specific questions;Learn how t...Less than once per weekStack Overflow was slightly faster11-30 minutesYesLess than once per month or monthlyYesNo, and I don't know what those areYes, definitelyA lot more welcome now than last yearTech articles written by other developers;Indu...24.0ManNoStraight / HeterosexualNaNNaNAppropriate in lengthNeither easy nor difficult
10I am a developer by professionYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed full-timeIndiaNoMaster’s degree (MA, MS, M.Eng., MBA, etc.)NaNNaN10,000 or more employeesData or business analyst;Data scientist or mac...122010Slightly dissatisfiedSlightly dissatisfiedSomewhat confidentYesYesI’m not actively looking, but I am open to new...3-4 years agoNaNNoLanguages, frameworks, and other technologies ...NaNINRIndian rupee950000.0Yearly13293.070.0There's no schedule or spec; I work on what se...NaNA few days each monthHomeFar above averageYes, because I see value in code review4.0Yes, it's part of our processNaNNaNC#;Go;JavaScript;Python;R;SQLC#;Go;JavaScript;Kotlin;Python;R;SQLElasticsearch;MongoDB;Microsoft SQL Server;MyS...Elasticsearch;MongoDB;Microsoft SQL ServerLinux;WindowsAndroid;Linux;Raspberry Pi;WindowsAngular/Angular.js;ASP.NET;Django;Express;Flas...Angular/Angular.js;ASP.NET;Django;Express;Flas....NET;Node.js;Pandas;Torch/PyTorch.NET;Node.js;TensorFlow;Torch/PyTorchAndroid Studio;Eclipse;IPython / Jupyter;Notep...WindowsNaNNot at allUseful for immutable record keeping outside of...NoYesYesYouTubeNeitherScreen NameNaNMultiple times per dayFind answers to specific questions;Get a sense...3-5 times per weekThey were about the sameNaNYesA few times per month or weeklyYesNo, and I don't know what those areYes, somewhatSomewhat less welcome now than last yearTech articles written by other developers;Tech...NaNNaNNaNNaNNaNYesToo longDifficult
15I am a student who is learning to codeYesNeverOSS is, on average, of HIGHER quality than pro...Not employed, but looking for workIndiaYes, full-timeSecondary school (e.g. American high school, G...NaNTaken an online course in programming or softw...NaNStudent313NaNNaNNaNNaNNaNNaNI’m not actively looking, but I am open to new...I've never had a jobNaNNaNIndustry that I'd be working in;Languages, fra...Something else changed (education, award, medi...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNAssembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...MariaDB;MySQL;Oracle;SQLiteMariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...Linux;WindowsAndroid;Google Cloud Platform;iOS;Linux;MacOS;...NaNAngular/Angular.js;ASP.NET;Django;Drupal;jQuer...NaN.NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...Atom;NetBeans;Notepad++;Sublime Text;VimLinux-basedDevelopmentNaNNaNYesYesWhat?YouTubeIn real life (in person)NaN2018Daily or almost dailyFind answers to specific questions;Learn how t...More than 10 times per weekThey were about the sameNaNYesLess than once per month or monthlyYesNo, I've heard of them, but I am not part of a...Yes, somewhatJust as welcome now as I felt last yearTech articles written by other developers;Indu...20.0ManNoNaNNaNYesToo longNeither easy nor difficult
50I am a developer by professionYesOnce a month or more oftenOSS is, on average, of LOWER quality than prop...Employed full-timeIndiaNoBachelor’s degree (BA, BS, B.Eng., etc.)Another engineering discipline (ex. civil, ele...Received on-the-job training in software devel...10,000 or more employeesDeveloper, back-end;DevOps specialist7152Slightly satisfiedVery satisfiedVery confidentNot sureYesI’m not actively looking, but I am open to new...1-2 years agoWrite code by hand (e.g., on a whiteboard);Int...NoSpecific department or team I'd be working on;...I was preparing for a job searchINRIndian rupee400000.0Yearly5597.07.0There is a schedule and/or spec (made by me or...Meetings;Time spent commutingLess than once per month / NeverOther place, such as a coworking space or cafeAverageNoNaNYes, it's not part of our process but the deve...The CTO, CIO, or other management purchase new...I have little or no influenceBash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...HTML/CSS;JavaScript;PythonElasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...Firebase;PostgreSQL;Redis;Other(s):Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...Django;Express;Flask;jQueryExpress;Flask;jQuery;React.js;Vue.jsNode.jsNode.jsNotepad++;Visual Studio CodeMacOSTestingNot at allUseful for immutable record keeping outside of...YesAlso YesWhat?YouTubeIn real life (in person)Username2012Daily or almost dailyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was slightly faster11-30 minutesYesLess than once per month or monthlyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areYes, definitelyJust as welcome now as I felt last yearTech articles written by other developers;Tech...23.0ManNoNaNSouth AsianNoToo longEasy
65I am a developer by professionYesNeverNaNEmployed full-timeIndiaNoBachelor’s degree (BA, BS, B.Eng., etc.)Information systems, information technology, o...NaN20 to 99 employeesDeveloper, front-end;Developer, mobile2172Very satisfiedVery satisfiedVery confidentNoNot sureI’m not actively looking, but I am open to new...Less than a year agoWrite any code;Solve a brain-teaser style puzz...NoLanguages, frameworks, and other technologies ...My job status changed (promotion, new job, etc.)INRIndian rupeeNaNMonthlyNaN48.0There's no schedule or spec; I work on what se...NaNAbout half the timeOfficeAverageYes, because I see value in code reviewNaNYes, it's not part of our process but the deve...Not sureNaNAssembly;C;C++;C#;HTML/CSS;JavaKotlinFirebase;MySQL;Oracle;SQLiteFirebase;SQLiteAndroidAndroidASP.NETNaNNaNNaNAndroid Studio;IntelliJLinux-basedNaNNaNNaNYesYesWhat?WhatsAppIn real life (in person)NaN2017Multiple times per dayFind answers to specific questionsMore than 10 times per weekStack Overflow was slightly faster11-30 minutesYesA few times per weekNo, I knew that Stack Overflow had a job board...No, and I don't know what those areNot sureA lot more welcome now than last yearNaN21.0ManNoNaNNaNYesAppropriate in lengthNeither easy nor difficult
\n", + "
" + ], + "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": [ + "
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MainBranchHobbyistOpenSourcerOpenSourceEmploymentCountryStudentEdLevelUndergradMajorEduOtherOrgSizeDevTypeYearsCodeAge1stCodeYearsCodeProCareerSatJobSatMgrIdiotMgrMoneyMgrWantJobSeekLastHireDateLastIntFizzBuzzJobFactorsResumeUpdateCurrencySymbolCurrencyDescCompTotalCompFreqConvertedCompWorkWeekHrsWorkPlanWorkChallengeWorkRemoteWorkLocImpSynCodeRevCodeRevHrsUnitTestsPurchaseHowPurchaseWhatLanguageWorkedWithLanguageDesireNextYearDatabaseWorkedWithDatabaseDesireNextYearPlatformWorkedWithPlatformDesireNextYearWebFrameWorkedWithWebFrameDesireNextYearMiscTechWorkedWithMiscTechDesireNextYearDevEnvironOpSysContainersBlockchainOrgBlockchainIsBetterLifeITpersonOffOnSocialMediaExtraversionScreenNameSOVisit1stSOVisitFreqSOVisitToSOFindAnswerSOTimeSavedSOHowMuchTimeSOAccountSOPartFreqSOJobsEntTeamsSOCommWelcomeChangeSONewContentAgeGenderTransSexualityEthnicityDependentsSurveyLengthSurveyEase
Respondent
8I code primarily as a hobbyYesLess than once per yearOSS is, on average, of HIGHER quality than pro...Not employed, but looking for workIndiaNaNBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taught yourself a new language, framework, or ...NaNDeveloper, back-end;Engineer, site reliability816NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNBash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...AWS;Docker;Heroku;Linux;MacOS;SlackAndroid;Arduino;AWS;Docker;Google Cloud Platfo...Express;Flask;React.js;SpringDjango;Express;Flask;React.js;Vue.jsHadoop;Node.js;PandasAnsible;Apache Spark;Chef;Hadoop;Node.js;Panda...Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...Linux-basedDevelopment;Testing;Production;Outside of work...NaNUseful across many domains and could change ma...YesSIGHYesYouTubeIn real life (in person)Handle2012A few times per weekFind answers to specific questions;Learn how t...Less than once per weekStack Overflow was slightly faster11-30 minutesYesLess than once per month or monthlyYesNo, and I don't know what those areYes, definitelyA lot more welcome now than last yearTech articles written by other developers;Indu...24.0ManNoStraight / HeterosexualNaNNaNAppropriate in lengthNeither easy nor difficult
10I am a developer by professionYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed full-timeIndiaNoMaster’s degree (MA, MS, M.Eng., MBA, etc.)NaNNaN10,000 or more employeesData or business analyst;Data scientist or mac...122010Slightly dissatisfiedSlightly dissatisfiedSomewhat confidentYesYesI’m not actively looking, but I am open to new...3-4 years agoNaNNoLanguages, frameworks, and other technologies ...NaNINRIndian rupee950000.0Yearly13293.070.0There's no schedule or spec; I work on what se...NaNA few days each monthHomeFar above averageYes, because I see value in code review4.0Yes, it's part of our processNaNNaNC#;Go;JavaScript;Python;R;SQLC#;Go;JavaScript;Kotlin;Python;R;SQLElasticsearch;MongoDB;Microsoft SQL Server;MyS...Elasticsearch;MongoDB;Microsoft SQL ServerLinux;WindowsAndroid;Linux;Raspberry Pi;WindowsAngular/Angular.js;ASP.NET;Django;Express;Flas...Angular/Angular.js;ASP.NET;Django;Express;Flas....NET;Node.js;Pandas;Torch/PyTorch.NET;Node.js;TensorFlow;Torch/PyTorchAndroid Studio;Eclipse;IPython / Jupyter;Notep...WindowsNaNNot at allUseful for immutable record keeping outside of...NoYesYesYouTubeNeitherScreen NameNaNMultiple times per dayFind answers to specific questions;Get a sense...3-5 times per weekThey were about the sameNaNYesA few times per month or weeklyYesNo, and I don't know what those areYes, somewhatSomewhat less welcome now than last yearTech articles written by other developers;Tech...NaNNaNNaNNaNNaNYesToo longDifficult
15I am a student who is learning to codeYesNeverOSS is, on average, of HIGHER quality than pro...Not employed, but looking for workIndiaYes, full-timeSecondary school (e.g. American high school, G...NaNTaken an online course in programming or softw...NaNStudent313NaNNaNNaNNaNNaNNaNI’m not actively looking, but I am open to new...I've never had a jobNaNNaNIndustry that I'd be working in;Languages, fra...Something else changed (education, award, medi...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNAssembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...MariaDB;MySQL;Oracle;SQLiteMariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...Linux;WindowsAndroid;Google Cloud Platform;iOS;Linux;MacOS;...NaNAngular/Angular.js;ASP.NET;Django;Drupal;jQuer...NaN.NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...Atom;NetBeans;Notepad++;Sublime Text;VimLinux-basedDevelopmentNaNNaNYesYesWhat?YouTubeIn real life (in person)NaN2018Daily or almost dailyFind answers to specific questions;Learn how t...More than 10 times per weekThey were about the sameNaNYesLess than once per month or monthlyYesNo, I've heard of them, but I am not part of a...Yes, somewhatJust as welcome now as I felt last yearTech articles written by other developers;Indu...20.0ManNoNaNNaNYesToo longNeither easy nor difficult
50I am a developer by professionYesOnce a month or more oftenOSS is, on average, of LOWER quality than prop...Employed full-timeIndiaNoBachelor’s degree (BA, BS, B.Eng., etc.)Another engineering discipline (ex. civil, ele...Received on-the-job training in software devel...10,000 or more employeesDeveloper, back-end;DevOps specialist7152Slightly satisfiedVery satisfiedVery confidentNot sureYesI’m not actively looking, but I am open to new...1-2 years agoWrite code by hand (e.g., on a whiteboard);Int...NoSpecific department or team I'd be working on;...I was preparing for a job searchINRIndian rupee400000.0Yearly5597.07.0There is a schedule and/or spec (made by me or...Meetings;Time spent commutingLess than once per month / NeverOther place, such as a coworking space or cafeAverageNoNaNYes, it's not part of our process but the deve...The CTO, CIO, or other management purchase new...I have little or no influenceBash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...HTML/CSS;JavaScript;PythonElasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...Firebase;PostgreSQL;Redis;Other(s):Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...Django;Express;Flask;jQueryExpress;Flask;jQuery;React.js;Vue.jsNode.jsNode.jsNotepad++;Visual Studio CodeMacOSTestingNot at allUseful for immutable record keeping outside of...YesAlso YesWhat?YouTubeIn real life (in person)Username2012Daily or almost dailyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was slightly faster11-30 minutesYesLess than once per month or monthlyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areYes, definitelyJust as welcome now as I felt last yearTech articles written by other developers;Tech...23.0ManNoNaNSouth AsianNoToo longEasy
65I am a developer by professionYesNeverNaNEmployed full-timeIndiaNoBachelor’s degree (BA, BS, B.Eng., etc.)Information systems, information technology, o...NaN20 to 99 employeesDeveloper, front-end;Developer, mobile2172Very satisfiedVery satisfiedVery confidentNoNot sureI’m not actively looking, but I am open to new...Less than a year agoWrite any code;Solve a brain-teaser style puzz...NoLanguages, frameworks, and other technologies ...My job status changed (promotion, new job, etc.)INRIndian rupeeNaNMonthlyNaN48.0There's no schedule or spec; I work on what se...NaNAbout half the timeOfficeAverageYes, because I see value in code reviewNaNYes, it's not part of our process but the deve...Not sureNaNAssembly;C;C++;C#;HTML/CSS;JavaKotlinFirebase;MySQL;Oracle;SQLiteFirebase;SQLiteAndroidAndroidASP.NETNaNNaNNaNAndroid Studio;IntelliJLinux-basedNaNNaNNaNYesYesWhat?WhatsAppIn real life (in person)NaN2017Multiple times per dayFind answers to specific questionsMore than 10 times per weekStack Overflow was slightly faster11-30 minutesYesA few times per weekNo, I knew that Stack Overflow had a job board...No, and I don't know what those areNot sureA lot more welcome now than last yearNaN21.0ManNoNaNNaNYesAppropriate in lengthNeither easy nor difficult
\n", + "
" + ], + "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": [ + "
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MainBranchHobbyistOpenSourcerOpenSourceEmploymentCountryStudentEdLevelUndergradMajorEduOtherOrgSizeDevTypeYearsCodeAge1stCodeYearsCodeProCareerSatJobSatMgrIdiotMgrMoneyMgrWantJobSeekLastHireDateLastIntFizzBuzzJobFactorsResumeUpdateCurrencySymbolCurrencyDescCompTotalCompFreqConvertedCompWorkWeekHrsWorkPlanWorkChallengeWorkRemoteWorkLocImpSynCodeRevCodeRevHrsUnitTestsPurchaseHowPurchaseWhatLanguageWorkedWithLanguageDesireNextYearDatabaseWorkedWithDatabaseDesireNextYearPlatformWorkedWithPlatformDesireNextYearWebFrameWorkedWithWebFrameDesireNextYearMiscTechWorkedWithMiscTechDesireNextYearDevEnvironOpSysContainersBlockchainOrgBlockchainIsBetterLifeITpersonOffOnSocialMediaExtraversionScreenNameSOVisit1stSOVisitFreqSOVisitToSOFindAnswerSOTimeSavedSOHowMuchTimeSOAccountSOPartFreqSOJobsEntTeamsSOCommWelcomeChangeSONewContentAgeGenderTransSexualityEthnicityDependentsSurveyLengthSurveyEase
0I code primarily as a hobbyYesLess than once per yearOSS is, on average, of HIGHER quality than pro...Not employed, but looking for workIndiaNoneBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taught yourself a new language, framework, or ...NoneDeveloper, back-end;Engineer, site reliability816NoneNoneNoneNoneNoneNoneNoneNoneNoneNoneNoneNoneNoneNoneNaNNoneNaNNaNNoneNoneNoneNoneNoneNoneNaNNoneNoneNoneBash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...AWS;Docker;Heroku;Linux;MacOS;SlackAndroid;Arduino;AWS;Docker;Google Cloud Platfo...Express;Flask;React.js;SpringDjango;Express;Flask;React.js;Vue.jsHadoop;Node.js;PandasAnsible;Apache Spark;Chef;Hadoop;Node.js;Panda...Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...Linux-basedDevelopment;Testing;Production;Outside of work...NoneUseful across many domains and could change ma...YesSIGHYesYouTubeIn real life (in person)Handle2012A few times per weekFind answers to specific questions;Learn how t...Less than once per weekStack Overflow was slightly faster11-30 minutesYesLess than once per month or monthlyYesNo, and I don't know what those areYes, definitelyA lot more welcome now than last yearTech articles written by other developers;Indu...24.0ManNoStraight / HeterosexualNoneNoneAppropriate in lengthNeither easy nor difficult
1I am a developer by professionYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed full-timeIndiaNoMaster’s degree (MA, MS, M.Eng., MBA, etc.)NoneNone10,000 or more employeesData or business analyst;Data scientist or mac...122010Slightly dissatisfiedSlightly dissatisfiedSomewhat confidentYesYesI’m not actively looking, but I am open to new...3-4 years agoNoneNoLanguages, frameworks, and other technologies ...NoneINRIndian rupee950000.0Yearly13293.070.0There's no schedule or spec; I work on what se...NoneA few days each monthHomeFar above averageYes, because I see value in code review4.0Yes, it's part of our processNoneNoneC#;Go;JavaScript;Python;R;SQLC#;Go;JavaScript;Kotlin;Python;R;SQLElasticsearch;MongoDB;Microsoft SQL Server;MyS...Elasticsearch;MongoDB;Microsoft SQL ServerLinux;WindowsAndroid;Linux;Raspberry Pi;WindowsAngular/Angular.js;ASP.NET;Django;Express;Flas...Angular/Angular.js;ASP.NET;Django;Express;Flas....NET;Node.js;Pandas;Torch/PyTorch.NET;Node.js;TensorFlow;Torch/PyTorchAndroid Studio;Eclipse;IPython / Jupyter;Notep...WindowsNoneNot at allUseful for immutable record keeping outside of...NoYesYesYouTubeNeitherScreen NameNoneMultiple times per dayFind answers to specific questions;Get a sense...3-5 times per weekThey were about the sameNoneYesA few times per month or weeklyYesNo, and I don't know what those areYes, somewhatSomewhat less welcome now than last yearTech articles written by other developers;Tech...NaNNoneNoneNoneNoneYesToo longDifficult
2I am a student who is learning to codeYesNeverOSS is, on average, of HIGHER quality than pro...Not employed, but looking for workIndiaYes, full-timeSecondary school (e.g. American high school, G...NoneTaken an online course in programming or softw...NoneStudent313NoneNoneNoneNoneNoneNoneI’m not actively looking, but I am open to new...I've never had a jobNoneNoneIndustry that I'd be working in;Languages, fra...Something else changed (education, award, medi...NoneNoneNaNNoneNaNNaNNoneNoneNoneNoneNoneNoneNaNNoneNoneNoneAssembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...MariaDB;MySQL;Oracle;SQLiteMariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...Linux;WindowsAndroid;Google Cloud Platform;iOS;Linux;MacOS;...NoneAngular/Angular.js;ASP.NET;Django;Drupal;jQuer...None.NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...Atom;NetBeans;Notepad++;Sublime Text;VimLinux-basedDevelopmentNoneNoneYesYesWhat?YouTubeIn real life (in person)None2018Daily or almost dailyFind answers to specific questions;Learn how t...More than 10 times per weekThey were about the sameNoneYesLess than once per month or monthlyYesNo, I've heard of them, but I am not part of a...Yes, somewhatJust as welcome now as I felt last yearTech articles written by other developers;Indu...20.0ManNoNoneNoneYesToo longNeither easy nor difficult
3I am a developer by professionYesOnce a month or more oftenOSS is, on average, of LOWER quality than prop...Employed full-timeIndiaNoBachelor’s degree (BA, BS, B.Eng., etc.)Another engineering discipline (ex. civil, ele...Received on-the-job training in software devel...10,000 or more employeesDeveloper, back-end;DevOps specialist7152Slightly satisfiedVery satisfiedVery confidentNot sureYesI’m not actively looking, but I am open to new...1-2 years agoWrite code by hand (e.g., on a whiteboard);Int...NoSpecific department or team I'd be working on;...I was preparing for a job searchINRIndian rupee400000.0Yearly5597.07.0There is a schedule and/or spec (made by me or...Meetings;Time spent commutingLess than once per month / NeverOther place, such as a coworking space or cafeAverageNoNaNYes, it's not part of our process but the deve...The CTO, CIO, or other management purchase new...I have little or no influenceBash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...HTML/CSS;JavaScript;PythonElasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...Firebase;PostgreSQL;Redis;Other(s):Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...Django;Express;Flask;jQueryExpress;Flask;jQuery;React.js;Vue.jsNode.jsNode.jsNotepad++;Visual Studio CodeMacOSTestingNot at allUseful for immutable record keeping outside of...YesAlso YesWhat?YouTubeIn real life (in person)Username2012Daily or almost dailyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was slightly faster11-30 minutesYesLess than once per month or monthlyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areYes, definitelyJust as welcome now as I felt last yearTech articles written by other developers;Tech...23.0ManNoNoneSouth AsianNoToo longEasy
4I am a developer by professionYesNeverNoneEmployed full-timeIndiaNoBachelor’s degree (BA, BS, B.Eng., etc.)Information systems, information technology, o...None20 to 99 employeesDeveloper, front-end;Developer, mobile2172Very satisfiedVery satisfiedVery confidentNoNot sureI’m not actively looking, but I am open to new...Less than a year agoWrite any code;Solve a brain-teaser style puzz...NoLanguages, frameworks, and other technologies ...My job status changed (promotion, new job, etc.)INRIndian rupeeNaNMonthlyNaN48.0There's no schedule or spec; I work on what se...NoneAbout half the timeOfficeAverageYes, because I see value in code reviewNaNYes, it's not part of our process but the deve...Not sureNoneAssembly;C;C++;C#;HTML/CSS;JavaKotlinFirebase;MySQL;Oracle;SQLiteFirebase;SQLiteAndroidAndroidASP.NETNoneNoneNoneAndroid Studio;IntelliJLinux-basedNoneNoneNoneYesYesWhat?WhatsAppIn real life (in person)None2017Multiple times per dayFind answers to specific questionsMore than 10 times per weekStack Overflow was slightly faster11-30 minutesYesA few times per weekNo, I knew that Stack Overflow had a job board...No, and I don't know what those areNot sureA lot more welcome now than last yearNone21.0ManNoNoneNoneYesAppropriate in lengthNeither easy nor difficult
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" + ], + "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": [ + "
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MainBranchHobbyistOpenSourcerOpenSourceEmploymentCountryStudentEdLevelUndergradMajorEduOtherOrgSizeDevTypeYearsCodeAge1stCodeYearsCodeProCareerSatJobSatMgrIdiotMgrMoneyMgrWantJobSeekLastHireDateLastIntFizzBuzzJobFactorsResumeUpdateCurrencySymbolCurrencyDescCompTotalCompFreqConvertedCompWorkWeekHrsWorkPlanWorkChallengeWorkRemoteWorkLocImpSynCodeRevCodeRevHrsUnitTestsPurchaseHowPurchaseWhatLanguageWorkedWithLanguageDesireNextYearDatabaseWorkedWithDatabaseDesireNextYearPlatformWorkedWithPlatformDesireNextYearWebFrameWorkedWithWebFrameDesireNextYearMiscTechWorkedWithMiscTechDesireNextYearDevEnvironOpSysContainersBlockchainOrgBlockchainIsBetterLifeITpersonOffOnSocialMediaExtraversionScreenNameSOVisit1stSOVisitFreqSOVisitToSOFindAnswerSOTimeSavedSOHowMuchTimeSOAccountSOPartFreqSOJobsEntTeamsSOCommWelcomeChangeSONewContentAgeGenderTransSexualityEthnicityDependentsSurveyLengthSurveyEase
Respondent
8I code primarily as a hobbyYesLess than once per yearOSS is, on average, of HIGHER quality than pro...Not employed, but looking for workIndiaNoneBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taught yourself a new language, framework, or ...NoneDeveloper, back-end;Engineer, site reliability816NoneNoneNoneNoneNoneNoneNoneNoneNoneNoneNoneNoneNoneNoneNaNNoneNaNNaNNoneNoneNoneNoneNoneNoneNaNNoneNoneNoneBash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...AWS;Docker;Heroku;Linux;MacOS;SlackAndroid;Arduino;AWS;Docker;Google Cloud Platfo...Express;Flask;React.js;SpringDjango;Express;Flask;React.js;Vue.jsHadoop;Node.js;PandasAnsible;Apache Spark;Chef;Hadoop;Node.js;Panda...Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...Linux-basedDevelopment;Testing;Production;Outside of work...NoneUseful across many domains and could change ma...YesSIGHYesYouTubeIn real life (in person)Handle2012A few times per weekFind answers to specific questions;Learn how t...Less than once per weekStack Overflow was slightly faster11-30 minutesYesLess than once per month or monthlyYesNo, and I don't know what those areYes, definitelyA lot more welcome now than last yearTech articles written by other developers;Indu...24.0ManNoStraight / HeterosexualNoneNoneAppropriate in lengthNeither easy nor difficult
10I am a developer by professionYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed full-timeIndiaNoMaster’s degree (MA, MS, M.Eng., MBA, etc.)NoneNone10,000 or more employeesData or business analyst;Data scientist or mac...122010Slightly dissatisfiedSlightly dissatisfiedSomewhat confidentYesYesI’m not actively looking, but I am open to new...3-4 years agoNoneNoLanguages, frameworks, and other technologies ...NoneINRIndian rupee950000.0Yearly13293.070.0There's no schedule or spec; I work on what se...NoneA few days each monthHomeFar above averageYes, because I see value in code review4.0Yes, it's part of our processNoneNoneC#;Go;JavaScript;Python;R;SQLC#;Go;JavaScript;Kotlin;Python;R;SQLElasticsearch;MongoDB;Microsoft SQL Server;MyS...Elasticsearch;MongoDB;Microsoft SQL ServerLinux;WindowsAndroid;Linux;Raspberry Pi;WindowsAngular/Angular.js;ASP.NET;Django;Express;Flas...Angular/Angular.js;ASP.NET;Django;Express;Flas....NET;Node.js;Pandas;Torch/PyTorch.NET;Node.js;TensorFlow;Torch/PyTorchAndroid Studio;Eclipse;IPython / Jupyter;Notep...WindowsNoneNot at allUseful for immutable record keeping outside of...NoYesYesYouTubeNeitherScreen NameNoneMultiple times per dayFind answers to specific questions;Get a sense...3-5 times per weekThey were about the sameNoneYesA few times per month or weeklyYesNo, and I don't know what those areYes, somewhatSomewhat less welcome now than last yearTech articles written by other developers;Tech...NaNNoneNoneNoneNoneYesToo longDifficult
15I am a student who is learning to codeYesNeverOSS is, on average, of HIGHER quality than pro...Not employed, but looking for workIndiaYes, full-timeSecondary school (e.g. American high school, G...NoneTaken an online course in programming or softw...NoneStudent313NoneNoneNoneNoneNoneNoneI’m not actively looking, but I am open to new...I've never had a jobNoneNoneIndustry that I'd be working in;Languages, fra...Something else changed (education, award, medi...NoneNoneNaNNoneNaNNaNNoneNoneNoneNoneNoneNoneNaNNoneNoneNoneAssembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...MariaDB;MySQL;Oracle;SQLiteMariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...Linux;WindowsAndroid;Google Cloud Platform;iOS;Linux;MacOS;...NoneAngular/Angular.js;ASP.NET;Django;Drupal;jQuer...None.NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...Atom;NetBeans;Notepad++;Sublime Text;VimLinux-basedDevelopmentNoneNoneYesYesWhat?YouTubeIn real life (in person)None2018Daily or almost dailyFind answers to specific questions;Learn how t...More than 10 times per weekThey were about the sameNoneYesLess than once per month or monthlyYesNo, I've heard of them, but I am not part of a...Yes, somewhatJust as welcome now as I felt last yearTech articles written by other developers;Indu...20.0ManNoNoneNoneYesToo longNeither easy nor difficult
50I am a developer by professionYesOnce a month or more oftenOSS is, on average, of LOWER quality than prop...Employed full-timeIndiaNoBachelor’s degree (BA, BS, B.Eng., etc.)Another engineering discipline (ex. civil, ele...Received on-the-job training in software devel...10,000 or more employeesDeveloper, back-end;DevOps specialist7152Slightly satisfiedVery satisfiedVery confidentNot sureYesI’m not actively looking, but I am open to new...1-2 years agoWrite code by hand (e.g., on a whiteboard);Int...NoSpecific department or team I'd be working on;...I was preparing for a job searchINRIndian rupee400000.0Yearly5597.07.0There is a schedule and/or spec (made by me or...Meetings;Time spent commutingLess than once per month / NeverOther place, such as a coworking space or cafeAverageNoNaNYes, it's not part of our process but the deve...The CTO, CIO, or other management purchase new...I have little or no influenceBash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...HTML/CSS;JavaScript;PythonElasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...Firebase;PostgreSQL;Redis;Other(s):Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...Django;Express;Flask;jQueryExpress;Flask;jQuery;React.js;Vue.jsNode.jsNode.jsNotepad++;Visual Studio CodeMacOSTestingNot at allUseful for immutable record keeping outside of...YesAlso YesWhat?YouTubeIn real life (in person)Username2012Daily or almost dailyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was slightly faster11-30 minutesYesLess than once per month or monthlyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areYes, definitelyJust as welcome now as I felt last yearTech articles written by other developers;Tech...23.0ManNoNoneSouth AsianNoToo longEasy
65I am a developer by professionYesNeverNoneEmployed full-timeIndiaNoBachelor’s degree (BA, BS, B.Eng., etc.)Information systems, information technology, o...None20 to 99 employeesDeveloper, front-end;Developer, mobile2172Very satisfiedVery satisfiedVery confidentNoNot sureI’m not actively looking, but I am open to new...Less than a year agoWrite any code;Solve a brain-teaser style puzz...NoLanguages, frameworks, and other technologies ...My job status changed (promotion, new job, etc.)INRIndian rupeeNaNMonthlyNaN48.0There's no schedule or spec; I work on what se...NoneAbout half the timeOfficeAverageYes, because I see value in code reviewNaNYes, it's not part of our process but the deve...Not sureNoneAssembly;C;C++;C#;HTML/CSS;JavaKotlinFirebase;MySQL;Oracle;SQLiteFirebase;SQLiteAndroidAndroidASP.NETNoneNoneNoneAndroid Studio;IntelliJLinux-basedNoneNoneNoneYesYesWhat?WhatsAppIn real life (in person)None2017Multiple times per dayFind answers to specific questionsMore than 10 times per weekStack Overflow was slightly faster11-30 minutesYesA few times per weekNo, I knew that Stack Overflow had a job board...No, and I don't know what those areNot sureA lot more welcome now than last yearNone21.0ManNoNoneNoneYesAppropriate in lengthNeither easy nor difficult
\n", + "
" + ], + "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": [ + "
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MainBranchHobbyistOpenSourcerOpenSourceEmploymentCountryStudentEdLevelUndergradMajorEduOtherOrgSizeDevTypeYearsCodeAge1stCodeYearsCodeProCareerSatJobSatMgrIdiotMgrMoneyMgrWantJobSeekLastHireDateLastIntFizzBuzzJobFactorsResumeUpdateCurrencySymbolCurrencyDescCompTotalCompFreqConvertedCompWorkWeekHrsWorkPlanWorkChallengeWorkRemoteWorkLocImpSynCodeRevCodeRevHrsUnitTestsPurchaseHowPurchaseWhatLanguageWorkedWithLanguageDesireNextYearDatabaseWorkedWithDatabaseDesireNextYearPlatformWorkedWithPlatformDesireNextYearWebFrameWorkedWithWebFrameDesireNextYearMiscTechWorkedWithMiscTechDesireNextYearDevEnvironOpSysContainersBlockchainOrgBlockchainIsBetterLifeITpersonOffOnSocialMediaExtraversionScreenNameSOVisit1stSOVisitFreqSOVisitToSOFindAnswerSOTimeSavedSOHowMuchTimeSOAccountSOPartFreqSOJobsEntTeamsSOCommWelcomeChangeSONewContentAgeGenderTransSexualityEthnicityDependentsSurveyLengthSurveyEase
Respondent
8I code primarily as a hobbyYesLess than once per yearOSS is, on average, of HIGHER quality than pro...Not employed, but looking for workIndiaNoneBachelor’s degree (BA, BS, B.Eng., etc.)Computer science, computer engineering, or sof...Taught yourself a new language, framework, or ...NoneDeveloper, back-end;Engineer, site reliability816NoneNoneNoneNoneNoneNoneNoneNoneNoneNoneNoneNoneNoneNoneNaNNoneNaNNaNNoneNoneNoneNoneNoneNoneNaNNoneNoneNoneBash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P...Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R...Cassandra;DynamoDB;Elasticsearch;Firebase;Mong...AWS;Docker;Heroku;Linux;MacOS;SlackAndroid;Arduino;AWS;Docker;Google Cloud Platfo...Express;Flask;React.js;SpringDjango;Express;Flask;React.js;Vue.jsHadoop;Node.js;PandasAnsible;Apache Spark;Chef;Hadoop;Node.js;Panda...Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual...Linux-basedDevelopment;Testing;Production;Outside of work...NoneUseful across many domains and could change ma...YesSIGHYesYouTubeIn real life (in person)Handle2012A few times per weekFind answers to specific questions;Learn how t...Less than once per weekStack Overflow was slightly faster11-30 minutesYesLess than once per month or monthlyYesNo, and I don't know what those areYes, definitelyA lot more welcome now than last yearTech articles written by other developers;Indu...24.0ManNoStraight / HeterosexualNoneNoneAppropriate in lengthNeither easy nor difficult
10I am a developer by professionYesOnce a month or more oftenOSS is, on average, of HIGHER quality than pro...Employed full-timeIndiaNoMaster’s degree (MA, MS, M.Eng., MBA, etc.)NoneNone10,000 or more employeesData or business analyst;Data scientist or mac...122010Slightly dissatisfiedSlightly dissatisfiedSomewhat confidentYesYesI’m not actively looking, but I am open to new...3-4 years agoNoneNoLanguages, frameworks, and other technologies ...NoneINRIndian rupee950000.0Yearly13293.070.0There's no schedule or spec; I work on what se...NoneA few days each monthHomeFar above averageYes, because I see value in code review4.0Yes, it's part of our processNoneNoneC#;Go;JavaScript;Python;R;SQLC#;Go;JavaScript;Kotlin;Python;R;SQLElasticsearch;MongoDB;Microsoft SQL Server;MyS...Elasticsearch;MongoDB;Microsoft SQL ServerLinux;WindowsAndroid;Linux;Raspberry Pi;WindowsAngular/Angular.js;ASP.NET;Django;Express;Flas...Angular/Angular.js;ASP.NET;Django;Express;Flas....NET;Node.js;Pandas;Torch/PyTorch.NET;Node.js;TensorFlow;Torch/PyTorchAndroid Studio;Eclipse;IPython / Jupyter;Notep...WindowsNoneNot at allUseful for immutable record keeping outside of...NoYesYesYouTubeNeitherScreen NameNoneMultiple times per dayFind answers to specific questions;Get a sense...3-5 times per weekThey were about the sameNoneYesA few times per month or weeklyYesNo, and I don't know what those areYes, somewhatSomewhat less welcome now than last yearTech articles written by other developers;Tech...NaNNoneNoneNoneNoneYesToo longDifficult
15I am a student who is learning to codeYesNeverOSS is, on average, of HIGHER quality than pro...Not employed, but looking for workIndiaYes, full-timeSecondary school (e.g. American high school, G...NoneTaken an online course in programming or softw...NoneStudent313NoneNoneNoneNoneNoneNoneI’m not actively looking, but I am open to new...I've never had a jobNoneNoneIndustry that I'd be working in;Languages, fra...Something else changed (education, award, medi...NoneNoneNaNNoneNaNNaNNoneNoneNoneNoneNoneNoneNaNNoneNoneNoneAssembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;...Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM...MariaDB;MySQL;Oracle;SQLiteMariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora...Linux;WindowsAndroid;Google Cloud Platform;iOS;Linux;MacOS;...NoneAngular/Angular.js;ASP.NET;Django;Drupal;jQuer...None.NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr...Atom;NetBeans;Notepad++;Sublime Text;VimLinux-basedDevelopmentNoneNoneYesYesWhat?YouTubeIn real life (in person)None2018Daily or almost dailyFind answers to specific questions;Learn how t...More than 10 times per weekThey were about the sameNoneYesLess than once per month or monthlyYesNo, I've heard of them, but I am not part of a...Yes, somewhatJust as welcome now as I felt last yearTech articles written by other developers;Indu...20.0ManNoNoneNoneYesToo longNeither easy nor difficult
50I am a developer by professionYesOnce a month or more oftenOSS is, on average, of LOWER quality than prop...Employed full-timeIndiaNoBachelor’s degree (BA, BS, B.Eng., etc.)Another engineering discipline (ex. civil, ele...Received on-the-job training in software devel...10,000 or more employeesDeveloper, back-end;DevOps specialist7152Slightly satisfiedVery satisfiedVery confidentNot sureYesI’m not actively looking, but I am open to new...1-2 years agoWrite code by hand (e.g., on a whiteboard);Int...NoSpecific department or team I'd be working on;...I was preparing for a job searchINRIndian rupee400000.0Yearly5597.07.0There is a schedule and/or spec (made by me or...Meetings;Time spent commutingLess than once per month / NeverOther place, such as a coworking space or cafeAverageNoNaNYes, it's not part of our process but the deve...The CTO, CIO, or other management purchase new...I have little or no influenceBash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java...HTML/CSS;JavaScript;PythonElasticsearch;Firebase;MariaDB;MongoDB;MySQL;O...Firebase;PostgreSQL;Redis;Other(s):Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo...AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP...Django;Express;Flask;jQueryExpress;Flask;jQuery;React.js;Vue.jsNode.jsNode.jsNotepad++;Visual Studio CodeMacOSTestingNot at allUseful for immutable record keeping outside of...YesAlso YesWhat?YouTubeIn real life (in person)Username2012Daily or almost dailyFind answers to specific questions;Learn how t...3-5 times per weekStack Overflow was slightly faster11-30 minutesYesLess than once per month or monthlyNo, I knew that Stack Overflow had a job board...No, and I don't know what those areYes, definitelyJust as welcome now as I felt last yearTech articles written by other developers;Tech...23.0ManNoNoneSouth AsianNoToo longEasy
65I am a developer by professionYesNeverNoneEmployed full-timeIndiaNoBachelor’s degree (BA, BS, B.Eng., etc.)Information systems, information technology, o...None20 to 99 employeesDeveloper, front-end;Developer, mobile2172Very satisfiedVery satisfiedVery confidentNoNot sureI’m not actively looking, but I am open to new...Less than a year agoWrite any code;Solve a brain-teaser style puzz...NoLanguages, frameworks, and other technologies ...My job status changed (promotion, new job, etc.)INRIndian rupeeNaNMonthlyNaN48.0There's no schedule or spec; I work on what se...NoneAbout half the timeOfficeAverageYes, because I see value in code reviewNaNYes, it's not part of our process but the deve...Not sureNoneAssembly;C;C++;C#;HTML/CSS;JavaKotlinFirebase;MySQL;Oracle;SQLiteFirebase;SQLiteAndroidAndroidASP.NETNoneNoneNoneAndroid Studio;IntelliJLinux-basedNoneNoneNoneYesYesWhat?WhatsAppIn real life (in person)None2017Multiple times per dayFind answers to specific questionsMore than 10 times per weekStack Overflow was slightly faster11-30 minutesYesA few times per weekNo, I knew that Stack Overflow had a job board...No, and I don't know what those areNot sureA lot more welcome now than last yearNone21.0ManNoNoneNoneYesAppropriate in lengthNeither easy nor difficult
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" + ], + "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": [ + "
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".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/StackOverflow-2019/sof-demo.py b/Python/StackOverflow-2019/sof-demo.py new file mode 100644 index 000000000..297640fa2 --- /dev/null +++ b/Python/StackOverflow-2019/sof-demo.py @@ -0,0 +1,30 @@ +import csv +from collections import defaultdict, Counter + +with open('data/survey_results_public.csv') as f: + csv_reader = csv.DictReader(f) + + dev_type_info = {} + + for line in csv_reader: + dev_types = line['DevType'].split(';') + + for dev_type in dev_types: + dev_type_info.setdefault(dev_type, { + 'total': 0, + 'language_counter': Counter() + }) + + languages = line['LanguageWorkedWith'].split(';') + dev_type_info[dev_type]['language_counter'].update(languages) + dev_type_info[dev_type]['total'] += 1 + + +for dev_type, info in dev_type_info.items(): + print(dev_type) + + for language, value in info['language_counter'].most_common(5): + language_pct = (value / info['total']) * 100 + language_pct = round(language_pct, 2) + + print(f'\t{language}: {language_pct}%') diff --git a/Python/Threading/download-images.py b/Python/Threading/download-images.py new file mode 100644 index 000000000..506acaef1 --- /dev/null +++ b/Python/Threading/download-images.py @@ -0,0 +1,41 @@ +import requests +import time +import concurrent.futures + +img_urls = [ + 'https://images.unsplash.com/photo-1516117172878-fd2c41f4a759', + 'https://images.unsplash.com/photo-1532009324734-20a7a5813719', + 'https://images.unsplash.com/photo-1524429656589-6633a470097c', + 'https://images.unsplash.com/photo-1530224264768-7ff8c1789d79', + 'https://images.unsplash.com/photo-1564135624576-c5c88640f235', + 'https://images.unsplash.com/photo-1541698444083-023c97d3f4b6', + 'https://images.unsplash.com/photo-1522364723953-452d3431c267', + 'https://images.unsplash.com/photo-1513938709626-033611b8cc03', + 'https://images.unsplash.com/photo-1507143550189-fed454f93097', + 'https://images.unsplash.com/photo-1493976040374-85c8e12f0c0e', + 'https://images.unsplash.com/photo-1504198453319-5ce911bafcde', + 'https://images.unsplash.com/photo-1530122037265-a5f1f91d3b99', + 'https://images.unsplash.com/photo-1516972810927-80185027ca84', + 'https://images.unsplash.com/photo-1550439062-609e1531270e', + 'https://images.unsplash.com/photo-1549692520-acc6669e2f0c' +] + +t1 = time.perf_counter() + + +def download_image(img_url): + img_bytes = requests.get(img_url).content + img_name = img_url.split('/')[3] + img_name = f'{img_name}.jpg' + with open(img_name, 'wb') as img_file: + img_file.write(img_bytes) + print(f'{img_name} was downloaded...') + + +with concurrent.futures.ThreadPoolExecutor() as executor: + executor.map(download_image, img_urls) + + +t2 = time.perf_counter() + +print(f'Finished in {t2-t1} seconds') diff --git a/Python/Threading/photo-1493976040374-85c8e12f0c0e.jpg b/Python/Threading/photo-1493976040374-85c8e12f0c0e.jpg new file mode 100644 index 000000000..8178051cc Binary files /dev/null and b/Python/Threading/photo-1493976040374-85c8e12f0c0e.jpg differ diff --git a/Python/Threading/photo-1504198453319-5ce911bafcde.jpg b/Python/Threading/photo-1504198453319-5ce911bafcde.jpg new file mode 100644 index 000000000..bbcabc41b Binary files /dev/null and b/Python/Threading/photo-1504198453319-5ce911bafcde.jpg differ diff --git a/Python/Threading/photo-1507143550189-fed454f93097.jpg b/Python/Threading/photo-1507143550189-fed454f93097.jpg new file mode 100644 index 000000000..ab98e05bb Binary files /dev/null and b/Python/Threading/photo-1507143550189-fed454f93097.jpg differ diff --git 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