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-diff --git a/Atom-Python/Test-Project/test-module.py b/Atom-Python/Test-Project/test-module.py deleted file mode 100644 index 2d944efaf..000000000 --- a/Atom-Python/Test-Project/test-module.py +++ /dev/null @@ -1,20 +0,0 @@ - -class Employee: - """A sample Employee class""" - - def __init__(self, first, last): - self.first = first - self.last = last - - print('Created Employee: {} - {}'.format(self.fullname, self.email)) - - @property - def email(self): - return '{}.{}@email.com'.format(self.first, self.last) - - @property - def fullname(self): - return '{} {}'.format(self.first, self.last) - - -emp_1 = Employee('John', 'Smith') diff --git a/Automation/rename.py b/Automation/rename.py deleted file mode 100644 index 00f106a8a..000000000 --- a/Automation/rename.py +++ /dev/null @@ -1,48 +0,0 @@ -import os - -os.chdir('/path/to/files/') - -# Am I in the correct directory? -# print(os.getcwd()) - -# print(dir(os)) - -# Print all the current file names -for f in os.listdir(): - # If .DS_Store file is created, ignore it - if f == '.DS_Store': - continue - - file_name, file_ext = os.path.splitext(f) - # print(file_name) - - # One way to do this - f_title, f_course, f_number = file_name.split('-') - - # print('{}-{}-{}{}'.format(f_number, f_course, f_title, file_ext)) - - # Need to remove whitespace - f_title = f_title.strip() - f_course = f_course.strip() - # f_number = f_number.strip() - - # Want to remove the number sign? - # f_number = f_number.strip()[1:] - - # One thing I noticed about this output is that if it was sorted by filename - # then the 1 and 10 would be next to each other. How do we fix this? One way we can fix this is to pad - # the numbers. So instead of 1, we'll make it 01. If we had hundreds of files then this would maybe need to be 001. - # We can do this in Python with zfill - f_number = f_number.strip()[1:].zfill(2) - - # print('{}-{}-{}{}'.format(f_number, f_course, f_title, file_ext)) - - # You have the power to reformat in any way you see fit - print('{}-{}{}'.format(f_number, f_title.strip(), file_ext.strip())) - - new_name = '{}-{}{}'.format(file_num, file_title, file_ext) - - os.rename(fn, new_name) - - -# print(len(os.listdir())) diff --git a/BeautifulSoup/scrape.py b/BeautifulSoup/scrape.py deleted file mode 100644 index 42a191f1c..000000000 --- a/BeautifulSoup/scrape.py +++ /dev/null @@ -1,37 +0,0 @@ -from bs4 import BeautifulSoup -import requests -import csv - -source = requests.get('http://coreyms.com').text - -soup = BeautifulSoup(source, 'lxml') - -csv_file = open('cms_scrape.csv', 'w') - -csv_writer = csv.writer(csv_file) -csv_writer.writerow(['headline', 'summary', 'video_link']) - -for article in soup.find_all('article'): - headline = article.h2.a.text - print(headline) - - summary = article.find('div', class_='entry-content').p.text - print(summary) - - try: - vid_src = article.find('iframe', class_='youtube-player')['src'] - - vid_id = vid_src.split('/')[4] - vid_id = vid_id.split('?')[0] - - yt_link = f'https://youtube.com/watch?v={vid_id}' - except Exception as e: - yt_link = None - - print(yt_link) - - print() - - csv_writer.writerow([headline, summary, yt_link]) - -csv_file.close() diff --git a/BeautifulSoup/simple.html b/BeautifulSoup/simple.html deleted file mode 100644 index d7ee20cba..000000000 --- a/BeautifulSoup/simple.html +++ /dev/null @@ -1,31 +0,0 @@ - - -
-This is a summary of article 1
-This is a summary of article 2
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username@email.com
-There are currently {len(names)} public contributors. Thank You!
' - -html_output += '\n\n", - " | Respondent | \n", - "MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
88873 | \n", - "88062 | \n", - "NaN | \n", - "No | \n", - "Never | \n", - "OSS is, on average, of LOWER quality than prop... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "
88874 | \n", - "88076 | \n", - "NaN | \n", - "No | \n", - "Never | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "
88875 | \n", - "88182 | \n", - "NaN | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed part-time | \n", - "Pakistan | \n", - "NaN | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taken an online course in programming or softw... | \n", - "10 to 19 employees | \n", - "Academic researcher | \n", - "1 | \n", - "Younger than 5 years | \n", - "Less than 1 year | \n", - "NaN | \n", - "NaN | \n", - "Very confident | \n", - "Not sure | \n", - "Yes | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;Java;JavaScript | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Google Cloud Platform | \n", - "NaN | \n", - "Other(s): | \n", - "NaN | \n", - "Other(s): | \n", - "NaN | \n", - "Android Studio | \n", - "Windows | \n", - "Development | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "Also Yes | \n", - "What? | \n", - "Neither | \n", - "Username | \n", - "NaN | \n", - "I have never visited Stack Overflow (before to... | \n", - "Get a sense of belonging to the developer comm... | \n", - "Less than once per week | \n", - "The other resource was slightly faster | \n", - "60+ minutes | \n", - "NaN | \n", - "NaN | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, and I don't know what those are | \n", - "Neutral | \n", - "Not applicable - I did not use Stack Overflow ... | \n", - "Courses on technologies you're interested in | \n", - "NaN | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "Yes | \n", - "Too short | \n", - "Neither easy nor difficult | \n", - "|
88876 | \n", - "88212 | \n", - "NaN | \n", - "No | \n", - "Less than once per year | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "Spain | \n", - "No | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taught yourself a new language, framework, or ... | \n", - "10 to 19 employees | \n", - "Designer;Developer, front-end;Developer, full-... | \n", - "18 | \n", - "7 | \n", - "15 | \n", - "NaN | \n", - "NaN | \n", - "Somewhat confident | \n", - "Yes | \n", - "I am already a manager | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;JavaScript;Python | \n", - "JavaScript | \n", - "MySQL;PostgreSQL | \n", - "PostgreSQL | \n", - "NaN | \n", - "Arduino | \n", - "Django;React.js | \n", - "Django;React.js | \n", - "NaN | \n", - "NaN | \n", - "Atom;Visual Studio Code | \n", - "MacOS | \n", - "I do not use containers | \n", - "Non-currency applications of blockchain | \n", - "Useful for immutable record keeping outside of... | \n", - "No | \n", - "SIGH | \n", - "No | \n", - "In real life (in person) | \n", - "Username | \n", - "2008 | \n", - "A few times per week | \n", - "Find answers to specific questions | \n", - "6-10 times per week | \n", - "Stack Overflow was slightly faster | \n", - "0-10 minutes | \n", - "Yes | \n", - "I have never participated in Q&A on Stack Over... | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, and I don't know what those are | \n", - "No, not at all | \n", - "NaN | \n", - "Tech articles written by other developers;Indu... | \n", - "40.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
88877 | \n", - "88282 | \n", - "NaN | \n", - "Yes | \n", - "Once a month or more often | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, but looking for work | \n", - "United States | \n", - "No | \n", - "Some college/university study without earning ... | \n", - "Computer science, computer engineering, or sof... | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "Developer, back-end;Developer, desktop or ente... | \n", - "38 | \n", - "10 | \n", - "38 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Bash/Shell/PowerShell;Go;HTML/CSS;JavaScript;W... | \n", - "Bash/Shell/PowerShell;C;Go;HTML/CSS;JavaScript... | \n", - "NaN | \n", - "NaN | \n", - "Linux | \n", - "Linux;Raspberry Pi | \n", - "React.js | \n", - "Vue.js | \n", - "Node.js | \n", - "Ansible | \n", - "Vim | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "An irresponsible use of resources | \n", - "No | \n", - "NaN | \n", - "Yes | \n", - "I don't use social media | \n", - "In real life (in person) | \n", - "Username | \n", - "I don't remember | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions | \n", - "1-2 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "I have never participated in Q&A on Stack Over... | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "No, not really | \n", - "Just as welcome now as I felt last year | \n", - "NaN | \n", - "NaN | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Too short | \n", - "Neither easy nor difficult | \n", - "
88878 | \n", - "88377 | \n", - "NaN | \n", - "Yes | \n", - "Less than once a month but more than once per ... | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, and not looking for work | \n", - "Canada | \n", - "No | \n", - "Primary/elementary school | \n", - "NaN | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;JavaScript;Other(s): | \n", - "C++;HTML/CSS;JavaScript;SQL;WebAssembly;Other(s): | \n", - "Firebase;SQLite | \n", - "Firebase;MySQL;SQLite | \n", - "Linux | \n", - "Google Cloud Platform;Linux | \n", - "jQuery | \n", - "jQuery;Vue.js | \n", - "Node.js | \n", - "React Native;Unity 3D;Unreal Engine | \n", - "Atom;Visual Studio;Visual Studio Code | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "Yes | \n", - "What? | \n", - "YouTube | \n", - "NaN | \n", - "Username | \n", - "I don't remember | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "I have never participated in Q&A on Stack Over... | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "No, not at all | \n", - "NaN | \n", - "Tech articles written by other developers;Tech... | \n", - "NaN | \n", - "Man | \n", - "No | \n", - "NaN | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
88879 | \n", - "88601 | \n", - "NaN | \n", - "No | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "
88880 | \n", - "88802 | \n", - "NaN | \n", - "No | \n", - "Never | \n", - "NaN | \n", - "Employed full-time | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "
88881 | \n", - "88816 | \n", - "NaN | \n", - "No | \n", - "Never | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Independent contractor, freelancer, or self-em... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "
88882 | \n", - "88863 | \n", - "NaN | \n", - "Yes | \n", - "Less than once per year | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Not employed, and not looking for work | \n", - "Spain | \n", - "Yes, full-time | \n", - "Professional degree (JD, MD, etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "NaN | \n", - "8 | \n", - "11 | \n", - "3 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Bash/Shell/PowerShell;HTML/CSS;Java;JavaScript... | \n", - "C;C++;C#;HTML/CSS;Java;Objective-C;SQL;Swift | \n", - "DynamoDB;MariaDB;Microsoft SQL Server;MySQL | \n", - "MariaDB;MySQL;Oracle;SQLite | \n", - "iOS;Linux;MacOS;WordPress | \n", - "Android;AWS;Google Cloud Platform;IBM Cloud or... | \n", - "Django;jQuery;React.js | \n", - "Django | \n", - "Unity 3D;Unreal Engine | \n", - "NaN | \n", - "Android Studio;Atom;Eclipse;NetBeans;Notepad++... | \n", - "Linux-based | \n", - "Production | \n", - "NaN | \n", - "Useful for decentralized currency (i.e., Bitcoin) | \n", - "Yes | \n", - "Also Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "NaN | \n", - "2012 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "6-10 times per week | \n", - "Stack Overflow was much faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, somewhat | \n", - "Somewhat less welcome now than last year | \n", - "Tech articles written by other developers;Indu... | \n", - "18.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "Hispanic or Latino/Latina;White or of European... | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
\n", - " | Column | \n", - "QuestionText | \n", - "
---|---|---|
0 | \n", - "Respondent | \n", - "Randomized respondent ID number (not in order ... | \n", - "
1 | \n", - "MainBranch | \n", - "Which of the following options best describes ... | \n", - "
2 | \n", - "Hobbyist | \n", - "Do you code as a hobby? | \n", - "
3 | \n", - "OpenSourcer | \n", - "How often do you contribute to open source? | \n", - "
4 | \n", - "OpenSource | \n", - "How do you feel about the quality of open sour... | \n", - "
5 | \n", - "Employment | \n", - "Which of the following best describes your cur... | \n", - "
6 | \n", - "Country | \n", - "In which country do you currently reside? | \n", - "
7 | \n", - "Student | \n", - "Are you currently enrolled in a formal, degree... | \n", - "
8 | \n", - "EdLevel | \n", - "Which of the following best describes the high... | \n", - "
9 | \n", - "UndergradMajor | \n", - "What was your main or most important field of ... | \n", - "
10 | \n", - "EduOther | \n", - "Which of the following types of non-degree edu... | \n", - "
11 | \n", - "OrgSize | \n", - "Approximately how many people are employed by ... | \n", - "
12 | \n", - "DevType | \n", - "Which of the following describe you? Please se... | \n", - "
13 | \n", - "YearsCode | \n", - "Including any education, how many years have y... | \n", - "
14 | \n", - "Age1stCode | \n", - "At what age did you write your first line of c... | \n", - "
15 | \n", - "YearsCodePro | \n", - "How many years have you coded professionally (... | \n", - "
16 | \n", - "CareerSat | \n", - "Overall, how satisfied are you with your caree... | \n", - "
17 | \n", - "JobSat | \n", - "How satisfied are you with your current job? (... | \n", - "
18 | \n", - "MgrIdiot | \n", - "How confident are you that your manager knows ... | \n", - "
19 | \n", - "MgrMoney | \n", - "Do you believe that you need to be a manager t... | \n", - "
20 | \n", - "MgrWant | \n", - "Do you want to become a manager yourself in th... | \n", - "
21 | \n", - "JobSeek | \n", - "Which of the following best describes your cur... | \n", - "
22 | \n", - "LastHireDate | \n", - "When was the last time that you took a job wit... | \n", - "
23 | \n", - "LastInt | \n", - "In your most recent successful job interview (... | \n", - "
24 | \n", - "FizzBuzz | \n", - "Have you ever been asked to solve FizzBuzz in ... | \n", - "
25 | \n", - "JobFactors | \n", - "Imagine that you are deciding between two job ... | \n", - "
26 | \n", - "ResumeUpdate | \n", - "Think back to the last time you updated your r... | \n", - "
27 | \n", - "CurrencySymbol | \n", - "Which currency do you use day-to-day? If your ... | \n", - "
28 | \n", - "CurrencyDesc | \n", - "Which currency do you use day-to-day? If your ... | \n", - "
29 | \n", - "CompTotal | \n", - "What is your current total compensation (salar... | \n", - "
30 | \n", - "CompFreq | \n", - "Is that compensation weekly, monthly, or yearly? | \n", - "
31 | \n", - "ConvertedComp | \n", - "Salary converted to annual USD salaries using ... | \n", - "
32 | \n", - "WorkWeekHrs | \n", - "On average, how many hours per week do you work? | \n", - "
33 | \n", - "WorkPlan | \n", - "How structured or planned is your work? | \n", - "
34 | \n", - "WorkChallenge | \n", - "Of these options, what are your greatest chall... | \n", - "
35 | \n", - "WorkRemote | \n", - "How often do you work remotely? | \n", - "
36 | \n", - "WorkLoc | \n", - "Where would you prefer to work? | \n", - "
37 | \n", - "ImpSyn | \n", - "For the specific work you do, and the years of... | \n", - "
38 | \n", - "CodeRev | \n", - "Do you review code as part of your work? | \n", - "
39 | \n", - "CodeRevHrs | \n", - "On average, how many hours per week do you spe... | \n", - "
40 | \n", - "UnitTests | \n", - "Does your company regularly employ unit tests ... | \n", - "
41 | \n", - "PurchaseHow | \n", - "How does your company make decisions about pur... | \n", - "
42 | \n", - "PurchaseWhat | \n", - "What level of influence do you, personally, ha... | \n", - "
43 | \n", - "LanguageWorkedWith | \n", - "Which of the following programming, scripting,... | \n", - "
44 | \n", - "LanguageDesireNextYear | \n", - "Which of the following programming, scripting,... | \n", - "
45 | \n", - "DatabaseWorkedWith | \n", - "Which of the following database environments h... | \n", - "
46 | \n", - "DatabaseDesireNextYear | \n", - "Which of the following database environments h... | \n", - "
47 | \n", - "PlatformWorkedWith | \n", - "Which of the following platforms have you done... | \n", - "
48 | \n", - "PlatformDesireNextYear | \n", - "Which of the following platforms have you done... | \n", - "
49 | \n", - "WebFrameWorkedWith | \n", - "Which of the following web frameworks have you... | \n", - "
50 | \n", - "WebFrameDesireNextYear | \n", - "Which of the following web frameworks have you... | \n", - "
51 | \n", - "MiscTechWorkedWith | \n", - "Which of the following other frameworks, libra... | \n", - "
52 | \n", - "MiscTechDesireNextYear | \n", - "Which of the following other frameworks, libra... | \n", - "
53 | \n", - "DevEnviron | \n", - "Which development environment(s) do you use re... | \n", - "
54 | \n", - "OpSys | \n", - "What is the primary operating system in which ... | \n", - "
55 | \n", - "Containers | \n", - "How do you use containers (Docker, Open Contai... | \n", - "
56 | \n", - "BlockchainOrg | \n", - "How is your organization thinking about or imp... | \n", - "
57 | \n", - "BlockchainIs | \n", - "Blockchain / cryptocurrency technology is prim... | \n", - "
58 | \n", - "BetterLife | \n", - "Do you think people born today will have a bet... | \n", - "
59 | \n", - "ITperson | \n", - "Are you the \"IT support person\" for your family? | \n", - "
60 | \n", - "OffOn | \n", - "Have you tried turning it off and on again? | \n", - "
61 | \n", - "SocialMedia | \n", - "What social media site do you use the most? | \n", - "
62 | \n", - "Extraversion | \n", - "Do you prefer online chat or IRL conversations? | \n", - "
63 | \n", - "ScreenName | \n", - "What do you call it? | \n", - "
64 | \n", - "SOVisit1st | \n", - "To the best of your memory, when did you first... | \n", - "
65 | \n", - "SOVisitFreq | \n", - "How frequently would you say you visit Stack O... | \n", - "
66 | \n", - "SOVisitTo | \n", - "I visit Stack Overflow to... (check all that a... | \n", - "
67 | \n", - "SOFindAnswer | \n", - "On average, how many times a week do you find ... | \n", - "
68 | \n", - "SOTimeSaved | \n", - "Think back to the last time you solved a codin... | \n", - "
69 | \n", - "SOHowMuchTime | \n", - "About how much time did you save? If you're no... | \n", - "
70 | \n", - "SOAccount | \n", - "Do you have a Stack Overflow account? | \n", - "
71 | \n", - "SOPartFreq | \n", - "How frequently would you say you participate i... | \n", - "
72 | \n", - "SOJobs | \n", - "Have you ever used or visited Stack Overflow J... | \n", - "
73 | \n", - "EntTeams | \n", - "Have you ever used Stack Overflow for Enterpri... | \n", - "
74 | \n", - "SOComm | \n", - "Do you consider yourself a member of the Stack... | \n", - "
75 | \n", - "WelcomeChange | \n", - "Compared to last year, how welcome do you feel... | \n", - "
76 | \n", - "SONewContent | \n", - "Would you like to see any of the following on ... | \n", - "
77 | \n", - "Age | \n", - "What is your age (in years)? If you prefer not... | \n", - "
78 | \n", - "Gender | \n", - "Which of the following do you currently identi... | \n", - "
79 | \n", - "Trans | \n", - "Do you identify as transgender? | \n", - "
80 | \n", - "Sexuality | \n", - "Which of the following do you currently identi... | \n", - "
81 | \n", - "Ethnicity | \n", - "Which of the following do you identify as? Ple... | \n", - "
82 | \n", - "Dependents | \n", - "Do you have any dependents (e.g., children, el... | \n", - "
83 | \n", - "SurveyLength | \n", - "How do you feel about the length of the survey... | \n", - "
84 | \n", - "SurveyEase | \n", - "How easy or difficult was this survey to compl... | \n", - "
\n", - " | Respondent | \n", - "MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", - "1 | \n", - "I am a student who is learning to code | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, and not looking for work | \n", - "United Kingdom | \n", - "No | \n", - "Primary/elementary school | \n", - "NaN | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "NaN | \n", - "4 | \n", - "10 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;Java;JavaScript;Python | \n", - "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", - "SQLite | \n", - "MySQL | \n", - "MacOS;Windows | \n", - "Android;Arduino;Windows | \n", - "Django;Flask | \n", - "Flask;jQuery | \n", - "Node.js | \n", - "Node.js | \n", - "IntelliJ;Notepad++;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Fortunately, someone else has that title | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "No | \n", - "NaN | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, and I don't know what those are | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "14.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
1 | \n", - "2 | \n", - "I am a student who is learning to code | \n", - "No | \n", - "Less than once per year | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, but looking for work | \n", - "Bosnia and Herzegovina | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "Developer, desktop or enterprise applications;... | \n", - "NaN | \n", - "17 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am actively looking for a job | \n", - "I've never had a job | \n", - "NaN | \n", - "NaN | \n", - "Financial performance or funding status of the... | \n", - "Something else changed (education, award, medi... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "C++;HTML/CSS;Python | \n", - "C++;HTML/CSS;JavaScript;SQL | \n", - "NaN | \n", - "MySQL | \n", - "Windows | \n", - "Windows | \n", - "Django | \n", - "Django | \n", - "NaN | \n", - "NaN | \n", - "Atom;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "19.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
2 | \n", - "3 | \n", - "I am not primarily a developer, but I write co... | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "Thailand | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Web development or web design | \n", - "Taught yourself a new language, framework, or ... | \n", - "100 to 499 employees | \n", - "Designer;Developer, back-end;Developer, front-... | \n", - "3 | \n", - "22 | \n", - "1 | \n", - "Slightly satisfied | \n", - "Slightly satisfied | \n", - "Not at all confident | \n", - "Not sure | \n", - "Not sure | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Interview with people in peer roles | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "THB | \n", - "Thai baht | \n", - "23000.0 | \n", - "Monthly | \n", - "8820.0 | \n", - "40.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "Distracting work environment;Inadequate access... | \n", - "Less than once per month / Never | \n", - "Home | \n", - "Average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Not sure | \n", - "I have little or no influence | \n", - "HTML/CSS | \n", - "Elixir;HTML/CSS | \n", - "PostgreSQL | \n", - "PostgreSQL | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Other(s): | \n", - "NaN | \n", - "NaN | \n", - "Vim;Visual Studio Code | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2011 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "6-10 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "28.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "Yes | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
3 | \n", - "4 | \n", - "I am a developer by profession | \n", - "No | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "United States | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "100 to 499 employees | \n", - "Developer, full-stack | \n", - "3 | \n", - "16 | \n", - "Less than 1 year | \n", - "Very satisfied | \n", - "Slightly satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "USD | \n", - "United States dollar | \n", - "61000.0 | \n", - "Yearly | \n", - "61000.0 | \n", - "80.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "Less than once per month / Never | \n", - "Home | \n", - "A little below average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Developers typically have the most influence o... | \n", - "I have little or no influence | \n", - "C;C++;C#;Python;SQL | \n", - "C;C#;JavaScript;SQL | \n", - "MySQL;SQLite | \n", - "MySQL;SQLite | \n", - "Linux;Windows | \n", - "Linux;Windows | \n", - "NaN | \n", - "NaN | \n", - ".NET | \n", - ".NET | \n", - "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", - "Windows | \n", - "I do not use containers | \n", - "Not at all | \n", - "Useful for decentralized currency (i.e., Bitcoin) | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2014 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Pass the ti... | \n", - "1-2 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "No, not really | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "22.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
4 | \n", - "5 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "Ukraine | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "10,000 or more employees | \n", - "Academic researcher;Developer, desktop or ente... | \n", - "16 | \n", - "14 | \n", - "9 | \n", - "Very dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "No | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write any code;Write code by hand (e.g., on a ... | \n", - "No | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "I was preparing for a job search | \n", - "UAH | \n", - "Ukrainian hryvnia | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "55.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Being tasked with non-development work;Inadequ... | \n", - "A few days each month | \n", - "Office | \n", - "A little above average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's part of our process | \n", - "Not sure | \n", - "I have little or no influence | \n", - "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", - "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", - "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", - "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", - "Android;Linux;MacOS;Slack;Windows | \n", - "Android;Docker;Kubernetes;Linux;Slack | \n", - "Django;Express;Flask;jQuery;React.js;Spring | \n", - "Flask;jQuery;React.js;Spring | \n", - "Cordova;Node.js | \n", - "Apache Spark;Hadoop;Node.js;React Native | \n", - "IntelliJ;Notepad++;Vim | \n", - "Linux-based | \n", - "Outside of work, for personal projects | \n", - "Not at all | \n", - "NaN | \n", - "Yes | \n", - "Also Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "I don't remember | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was much faster | \n", - "NaN | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "30.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent;Multiracial | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
\n", - " | Column | \n", - "QuestionText | \n", - "
---|---|---|
0 | \n", - "Respondent | \n", - "Randomized respondent ID number (not in order ... | \n", - "
1 | \n", - "MainBranch | \n", - "Which of the following options best describes ... | \n", - "
2 | \n", - "Hobbyist | \n", - "Do you code as a hobby? | \n", - "
3 | \n", - "OpenSourcer | \n", - "How often do you contribute to open source? | \n", - "
4 | \n", - "OpenSource | \n", - "How do you feel about the quality of open sour... | \n", - "
5 | \n", - "Employment | \n", - "Which of the following best describes your cur... | \n", - "
6 | \n", - "Country | \n", - "In which country do you currently reside? | \n", - "
7 | \n", - "Student | \n", - "Are you currently enrolled in a formal, degree... | \n", - "
8 | \n", - "EdLevel | \n", - "Which of the following best describes the high... | \n", - "
9 | \n", - "UndergradMajor | \n", - "What was your main or most important field of ... | \n", - "
10 | \n", - "EduOther | \n", - "Which of the following types of non-degree edu... | \n", - "
11 | \n", - "OrgSize | \n", - "Approximately how many people are employed by ... | \n", - "
12 | \n", - "DevType | \n", - "Which of the following describe you? Please se... | \n", - "
13 | \n", - "YearsCode | \n", - "Including any education, how many years have y... | \n", - "
14 | \n", - "Age1stCode | \n", - "At what age did you write your first line of c... | \n", - "
15 | \n", - "YearsCodePro | \n", - "How many years have you coded professionally (... | \n", - "
16 | \n", - "CareerSat | \n", - "Overall, how satisfied are you with your caree... | \n", - "
17 | \n", - "JobSat | \n", - "How satisfied are you with your current job? (... | \n", - "
18 | \n", - "MgrIdiot | \n", - "How confident are you that your manager knows ... | \n", - "
19 | \n", - "MgrMoney | \n", - "Do you believe that you need to be a manager t... | \n", - "
20 | \n", - "MgrWant | \n", - "Do you want to become a manager yourself in th... | \n", - "
21 | \n", - "JobSeek | \n", - "Which of the following best describes your cur... | \n", - "
22 | \n", - "LastHireDate | \n", - "When was the last time that you took a job wit... | \n", - "
23 | \n", - "LastInt | \n", - "In your most recent successful job interview (... | \n", - "
24 | \n", - "FizzBuzz | \n", - "Have you ever been asked to solve FizzBuzz in ... | \n", - "
25 | \n", - "JobFactors | \n", - "Imagine that you are deciding between two job ... | \n", - "
26 | \n", - "ResumeUpdate | \n", - "Think back to the last time you updated your r... | \n", - "
27 | \n", - "CurrencySymbol | \n", - "Which currency do you use day-to-day? If your ... | \n", - "
28 | \n", - "CurrencyDesc | \n", - "Which currency do you use day-to-day? If your ... | \n", - "
29 | \n", - "CompTotal | \n", - "What is your current total compensation (salar... | \n", - "
30 | \n", - "CompFreq | \n", - "Is that compensation weekly, monthly, or yearly? | \n", - "
31 | \n", - "ConvertedComp | \n", - "Salary converted to annual USD salaries using ... | \n", - "
32 | \n", - "WorkWeekHrs | \n", - "On average, how many hours per week do you work? | \n", - "
33 | \n", - "WorkPlan | \n", - "How structured or planned is your work? | \n", - "
34 | \n", - "WorkChallenge | \n", - "Of these options, what are your greatest chall... | \n", - "
35 | \n", - "WorkRemote | \n", - "How often do you work remotely? | \n", - "
36 | \n", - "WorkLoc | \n", - "Where would you prefer to work? | \n", - "
37 | \n", - "ImpSyn | \n", - "For the specific work you do, and the years of... | \n", - "
38 | \n", - "CodeRev | \n", - "Do you review code as part of your work? | \n", - "
39 | \n", - "CodeRevHrs | \n", - "On average, how many hours per week do you spe... | \n", - "
40 | \n", - "UnitTests | \n", - "Does your company regularly employ unit tests ... | \n", - "
41 | \n", - "PurchaseHow | \n", - "How does your company make decisions about pur... | \n", - "
42 | \n", - "PurchaseWhat | \n", - "What level of influence do you, personally, ha... | \n", - "
43 | \n", - "LanguageWorkedWith | \n", - "Which of the following programming, scripting,... | \n", - "
44 | \n", - "LanguageDesireNextYear | \n", - "Which of the following programming, scripting,... | \n", - "
45 | \n", - "DatabaseWorkedWith | \n", - "Which of the following database environments h... | \n", - "
46 | \n", - "DatabaseDesireNextYear | \n", - "Which of the following database environments h... | \n", - "
47 | \n", - "PlatformWorkedWith | \n", - "Which of the following platforms have you done... | \n", - "
48 | \n", - "PlatformDesireNextYear | \n", - "Which of the following platforms have you done... | \n", - "
49 | \n", - "WebFrameWorkedWith | \n", - "Which of the following web frameworks have you... | \n", - "
50 | \n", - "WebFrameDesireNextYear | \n", - "Which of the following web frameworks have you... | \n", - "
51 | \n", - "MiscTechWorkedWith | \n", - "Which of the following other frameworks, libra... | \n", - "
52 | \n", - "MiscTechDesireNextYear | \n", - "Which of the following other frameworks, libra... | \n", - "
53 | \n", - "DevEnviron | \n", - "Which development environment(s) do you use re... | \n", - "
54 | \n", - "OpSys | \n", - "What is the primary operating system in which ... | \n", - "
55 | \n", - "Containers | \n", - "How do you use containers (Docker, Open Contai... | \n", - "
56 | \n", - "BlockchainOrg | \n", - "How is your organization thinking about or imp... | \n", - "
57 | \n", - "BlockchainIs | \n", - "Blockchain / cryptocurrency technology is prim... | \n", - "
58 | \n", - "BetterLife | \n", - "Do you think people born today will have a bet... | \n", - "
59 | \n", - "ITperson | \n", - "Are you the \"IT support person\" for your family? | \n", - "
60 | \n", - "OffOn | \n", - "Have you tried turning it off and on again? | \n", - "
61 | \n", - "SocialMedia | \n", - "What social media site do you use the most? | \n", - "
62 | \n", - "Extraversion | \n", - "Do you prefer online chat or IRL conversations? | \n", - "
63 | \n", - "ScreenName | \n", - "What do you call it? | \n", - "
64 | \n", - "SOVisit1st | \n", - "To the best of your memory, when did you first... | \n", - "
65 | \n", - "SOVisitFreq | \n", - "How frequently would you say you visit Stack O... | \n", - "
66 | \n", - "SOVisitTo | \n", - "I visit Stack Overflow to... (check all that a... | \n", - "
67 | \n", - "SOFindAnswer | \n", - "On average, how many times a week do you find ... | \n", - "
68 | \n", - "SOTimeSaved | \n", - "Think back to the last time you solved a codin... | \n", - "
69 | \n", - "SOHowMuchTime | \n", - "About how much time did you save? If you're no... | \n", - "
70 | \n", - "SOAccount | \n", - "Do you have a Stack Overflow account? | \n", - "
71 | \n", - "SOPartFreq | \n", - "How frequently would you say you participate i... | \n", - "
72 | \n", - "SOJobs | \n", - "Have you ever used or visited Stack Overflow J... | \n", - "
73 | \n", - "EntTeams | \n", - "Have you ever used Stack Overflow for Enterpri... | \n", - "
74 | \n", - "SOComm | \n", - "Do you consider yourself a member of the Stack... | \n", - "
75 | \n", - "WelcomeChange | \n", - "Compared to last year, how welcome do you feel... | \n", - "
76 | \n", - "SONewContent | \n", - "Would you like to see any of the following on ... | \n", - "
77 | \n", - "Age | \n", - "What is your age (in years)? If you prefer not... | \n", - "
78 | \n", - "Gender | \n", - "Which of the following do you currently identi... | \n", - "
79 | \n", - "Trans | \n", - "Do you identify as transgender? | \n", - "
80 | \n", - "Sexuality | \n", - "Which of the following do you currently identi... | \n", - "
81 | \n", - "Ethnicity | \n", - "Which of the following do you identify as? Ple... | \n", - "
82 | \n", - "Dependents | \n", - "Do you have any dependents (e.g., children, el... | \n", - "
83 | \n", - "SurveyLength | \n", - "How do you feel about the length of the survey... | \n", - "
84 | \n", - "SurveyEase | \n", - "How easy or difficult was this survey to compl... | \n", - "
\n", - " | Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "
---|---|---|---|---|
0 | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, and not looking for work | \n", - "
1 | \n", - "No | \n", - "Less than once per year | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, but looking for work | \n", - "
2 | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "
\n", - " | last | \n", - "|
---|---|---|
0 | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "
1 | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
2 | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "
\n", - " | last | \n", - "|
---|---|---|
0 | \n", - "CoreyMSchafer@gmail.com | \n", - "Schafer | \n", - "
1 | \n", - "JaneDoe@email.com | \n", - "Doe | \n", - "
\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
1 | \n", - "I am a student who is learning to code | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, and not looking for work | \n", - "United Kingdom | \n", - "No | \n", - "Primary/elementary school | \n", - "NaN | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "NaN | \n", - "4 | \n", - "10 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;Java;JavaScript;Python | \n", - "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", - "SQLite | \n", - "MySQL | \n", - "MacOS;Windows | \n", - "Android;Arduino;Windows | \n", - "Django;Flask | \n", - "Flask;jQuery | \n", - "Node.js | \n", - "Node.js | \n", - "IntelliJ;Notepad++;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Fortunately, someone else has that title | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "No | \n", - "NaN | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, and I don't know what those are | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "14.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
2 | \n", - "I am a student who is learning to code | \n", - "No | \n", - "Less than once per year | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, but looking for work | \n", - "Bosnia and Herzegovina | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "Developer, desktop or enterprise applications;... | \n", - "NaN | \n", - "17 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am actively looking for a job | \n", - "I've never had a job | \n", - "NaN | \n", - "NaN | \n", - "Financial performance or funding status of the... | \n", - "Something else changed (education, award, medi... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "C++;HTML/CSS;Python | \n", - "C++;HTML/CSS;JavaScript;SQL | \n", - "NaN | \n", - "MySQL | \n", - "Windows | \n", - "Windows | \n", - "Django | \n", - "Django | \n", - "NaN | \n", - "NaN | \n", - "Atom;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "19.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
3 | \n", - "I am not primarily a developer, but I write co... | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "Thailand | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Web development or web design | \n", - "Taught yourself a new language, framework, or ... | \n", - "100 to 499 employees | \n", - "Designer;Developer, back-end;Developer, front-... | \n", - "3 | \n", - "22 | \n", - "1 | \n", - "Slightly satisfied | \n", - "Slightly satisfied | \n", - "Not at all confident | \n", - "Not sure | \n", - "Not sure | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Interview with people in peer roles | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "THB | \n", - "Thai baht | \n", - "23000.0 | \n", - "Monthly | \n", - "8820.0 | \n", - "40.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "Distracting work environment;Inadequate access... | \n", - "Less than once per month / Never | \n", - "Home | \n", - "Average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Not sure | \n", - "I have little or no influence | \n", - "HTML/CSS | \n", - "Elixir;HTML/CSS | \n", - "PostgreSQL | \n", - "PostgreSQL | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Other(s): | \n", - "NaN | \n", - "NaN | \n", - "Vim;Visual Studio Code | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2011 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "6-10 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "28.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "Yes | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
4 | \n", - "I am a developer by profession | \n", - "No | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "United States | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "100 to 499 employees | \n", - "Developer, full-stack | \n", - "3 | \n", - "16 | \n", - "Less than 1 year | \n", - "Very satisfied | \n", - "Slightly satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "USD | \n", - "United States dollar | \n", - "61000.0 | \n", - "Yearly | \n", - "61000.0 | \n", - "80.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "Less than once per month / Never | \n", - "Home | \n", - "A little below average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Developers typically have the most influence o... | \n", - "I have little or no influence | \n", - "C;C++;C#;Python;SQL | \n", - "C;C#;JavaScript;SQL | \n", - "MySQL;SQLite | \n", - "MySQL;SQLite | \n", - "Linux;Windows | \n", - "Linux;Windows | \n", - "NaN | \n", - "NaN | \n", - ".NET | \n", - ".NET | \n", - "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", - "Windows | \n", - "I do not use containers | \n", - "Not at all | \n", - "Useful for decentralized currency (i.e., Bitcoin) | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2014 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Pass the ti... | \n", - "1-2 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "No, not really | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "22.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
5 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "Ukraine | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "10,000 or more employees | \n", - "Academic researcher;Developer, desktop or ente... | \n", - "16 | \n", - "14 | \n", - "9 | \n", - "Very dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "No | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write any code;Write code by hand (e.g., on a ... | \n", - "No | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "I was preparing for a job search | \n", - "UAH | \n", - "Ukrainian hryvnia | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "55.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Being tasked with non-development work;Inadequ... | \n", - "A few days each month | \n", - "Office | \n", - "A little above average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's part of our process | \n", - "Not sure | \n", - "I have little or no influence | \n", - "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", - "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", - "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", - "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", - "Android;Linux;MacOS;Slack;Windows | \n", - "Android;Docker;Kubernetes;Linux;Slack | \n", - "Django;Express;Flask;jQuery;React.js;Spring | \n", - "Flask;jQuery;React.js;Spring | \n", - "Cordova;Node.js | \n", - "Apache Spark;Hadoop;Node.js;React Native | \n", - "IntelliJ;Notepad++;Vim | \n", - "Linux-based | \n", - "Outside of work, for personal projects | \n", - "Not at all | \n", - "NaN | \n", - "Yes | \n", - "Also Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "I don't remember | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was much faster | \n", - "NaN | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "30.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent;Multiracial | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
\n", - " | QuestionText | \n", - "
---|---|
Column | \n", - "\n", - " |
Respondent | \n", - "Randomized respondent ID number (not in order ... | \n", - "
MainBranch | \n", - "Which of the following options best describes ... | \n", - "
Hobbyist | \n", - "Do you code as a hobby? | \n", - "
OpenSourcer | \n", - "How often do you contribute to open source? | \n", - "
OpenSource | \n", - "How do you feel about the quality of open sour... | \n", - "
Employment | \n", - "Which of the following best describes your cur... | \n", - "
Country | \n", - "In which country do you currently reside? | \n", - "
Student | \n", - "Are you currently enrolled in a formal, degree... | \n", - "
EdLevel | \n", - "Which of the following best describes the high... | \n", - "
UndergradMajor | \n", - "What was your main or most important field of ... | \n", - "
EduOther | \n", - "Which of the following types of non-degree edu... | \n", - "
OrgSize | \n", - "Approximately how many people are employed by ... | \n", - "
DevType | \n", - "Which of the following describe you? Please se... | \n", - "
YearsCode | \n", - "Including any education, how many years have y... | \n", - "
Age1stCode | \n", - "At what age did you write your first line of c... | \n", - "
YearsCodePro | \n", - "How many years have you coded professionally (... | \n", - "
CareerSat | \n", - "Overall, how satisfied are you with your caree... | \n", - "
JobSat | \n", - "How satisfied are you with your current job? (... | \n", - "
MgrIdiot | \n", - "How confident are you that your manager knows ... | \n", - "
MgrMoney | \n", - "Do you believe that you need to be a manager t... | \n", - "
MgrWant | \n", - "Do you want to become a manager yourself in th... | \n", - "
JobSeek | \n", - "Which of the following best describes your cur... | \n", - "
LastHireDate | \n", - "When was the last time that you took a job wit... | \n", - "
LastInt | \n", - "In your most recent successful job interview (... | \n", - "
FizzBuzz | \n", - "Have you ever been asked to solve FizzBuzz in ... | \n", - "
JobFactors | \n", - "Imagine that you are deciding between two job ... | \n", - "
ResumeUpdate | \n", - "Think back to the last time you updated your r... | \n", - "
CurrencySymbol | \n", - "Which currency do you use day-to-day? If your ... | \n", - "
CurrencyDesc | \n", - "Which currency do you use day-to-day? If your ... | \n", - "
CompTotal | \n", - "What is your current total compensation (salar... | \n", - "
CompFreq | \n", - "Is that compensation weekly, monthly, or yearly? | \n", - "
ConvertedComp | \n", - "Salary converted to annual USD salaries using ... | \n", - "
WorkWeekHrs | \n", - "On average, how many hours per week do you work? | \n", - "
WorkPlan | \n", - "How structured or planned is your work? | \n", - "
WorkChallenge | \n", - "Of these options, what are your greatest chall... | \n", - "
WorkRemote | \n", - "How often do you work remotely? | \n", - "
WorkLoc | \n", - "Where would you prefer to work? | \n", - "
ImpSyn | \n", - "For the specific work you do, and the years of... | \n", - "
CodeRev | \n", - "Do you review code as part of your work? | \n", - "
CodeRevHrs | \n", - "On average, how many hours per week do you spe... | \n", - "
UnitTests | \n", - "Does your company regularly employ unit tests ... | \n", - "
PurchaseHow | \n", - "How does your company make decisions about pur... | \n", - "
PurchaseWhat | \n", - "What level of influence do you, personally, ha... | \n", - "
LanguageWorkedWith | \n", - "Which of the following programming, scripting,... | \n", - "
LanguageDesireNextYear | \n", - "Which of the following programming, scripting,... | \n", - "
DatabaseWorkedWith | \n", - "Which of the following database environments h... | \n", - "
DatabaseDesireNextYear | \n", - "Which of the following database environments h... | \n", - "
PlatformWorkedWith | \n", - "Which of the following platforms have you done... | \n", - "
PlatformDesireNextYear | \n", - "Which of the following platforms have you done... | \n", - "
WebFrameWorkedWith | \n", - "Which of the following web frameworks have you... | \n", - "
WebFrameDesireNextYear | \n", - "Which of the following web frameworks have you... | \n", - "
MiscTechWorkedWith | \n", - "Which of the following other frameworks, libra... | \n", - "
MiscTechDesireNextYear | \n", - "Which of the following other frameworks, libra... | \n", - "
DevEnviron | \n", - "Which development environment(s) do you use re... | \n", - "
OpSys | \n", - "What is the primary operating system in which ... | \n", - "
Containers | \n", - "How do you use containers (Docker, Open Contai... | \n", - "
BlockchainOrg | \n", - "How is your organization thinking about or imp... | \n", - "
BlockchainIs | \n", - "Blockchain / cryptocurrency technology is prim... | \n", - "
BetterLife | \n", - "Do you think people born today will have a bet... | \n", - "
ITperson | \n", - "Are you the \"IT support person\" for your family? | \n", - "
OffOn | \n", - "Have you tried turning it off and on again? | \n", - "
SocialMedia | \n", - "What social media site do you use the most? | \n", - "
Extraversion | \n", - "Do you prefer online chat or IRL conversations? | \n", - "
ScreenName | \n", - "What do you call it? | \n", - "
SOVisit1st | \n", - "To the best of your memory, when did you first... | \n", - "
SOVisitFreq | \n", - "How frequently would you say you visit Stack O... | \n", - "
SOVisitTo | \n", - "I visit Stack Overflow to... (check all that a... | \n", - "
SOFindAnswer | \n", - "On average, how many times a week do you find ... | \n", - "
SOTimeSaved | \n", - "Think back to the last time you solved a codin... | \n", - "
SOHowMuchTime | \n", - "About how much time did you save? If you're no... | \n", - "
SOAccount | \n", - "Do you have a Stack Overflow account? | \n", - "
SOPartFreq | \n", - "How frequently would you say you participate i... | \n", - "
SOJobs | \n", - "Have you ever used or visited Stack Overflow J... | \n", - "
EntTeams | \n", - "Have you ever used Stack Overflow for Enterpri... | \n", - "
SOComm | \n", - "Do you consider yourself a member of the Stack... | \n", - "
WelcomeChange | \n", - "Compared to last year, how welcome do you feel... | \n", - "
SONewContent | \n", - "Would you like to see any of the following on ... | \n", - "
Age | \n", - "What is your age (in years)? If you prefer not... | \n", - "
Gender | \n", - "Which of the following do you currently identi... | \n", - "
Trans | \n", - "Do you identify as transgender? | \n", - "
Sexuality | \n", - "Which of the following do you currently identi... | \n", - "
Ethnicity | \n", - "Which of the following do you identify as? Ple... | \n", - "
Dependents | \n", - "Do you have any dependents (e.g., children, el... | \n", - "
SurveyLength | \n", - "How do you feel about the length of the survey... | \n", - "
SurveyEase | \n", - "How easy or difficult was this survey to compl... | \n", - "
\n", - " | QuestionText | \n", - "
---|---|
Column | \n", - "\n", - " |
Age | \n", - "What is your age (in years)? If you prefer not... | \n", - "
Age1stCode | \n", - "At what age did you write your first line of c... | \n", - "
BetterLife | \n", - "Do you think people born today will have a bet... | \n", - "
BlockchainIs | \n", - "Blockchain / cryptocurrency technology is prim... | \n", - "
BlockchainOrg | \n", - "How is your organization thinking about or imp... | \n", - "
CareerSat | \n", - "Overall, how satisfied are you with your caree... | \n", - "
CodeRev | \n", - "Do you review code as part of your work? | \n", - "
CodeRevHrs | \n", - "On average, how many hours per week do you spe... | \n", - "
CompFreq | \n", - "Is that compensation weekly, monthly, or yearly? | \n", - "
CompTotal | \n", - "What is your current total compensation (salar... | \n", - "
Containers | \n", - "How do you use containers (Docker, Open Contai... | \n", - "
ConvertedComp | \n", - "Salary converted to annual USD salaries using ... | \n", - "
Country | \n", - "In which country do you currently reside? | \n", - "
CurrencyDesc | \n", - "Which currency do you use day-to-day? If your ... | \n", - "
CurrencySymbol | \n", - "Which currency do you use day-to-day? If your ... | \n", - "
DatabaseDesireNextYear | \n", - "Which of the following database environments h... | \n", - "
DatabaseWorkedWith | \n", - "Which of the following database environments h... | \n", - "
Dependents | \n", - "Do you have any dependents (e.g., children, el... | \n", - "
DevEnviron | \n", - "Which development environment(s) do you use re... | \n", - "
DevType | \n", - "Which of the following describe you? Please se... | \n", - "
EdLevel | \n", - "Which of the following best describes the high... | \n", - "
EduOther | \n", - "Which of the following types of non-degree edu... | \n", - "
Employment | \n", - "Which of the following best describes your cur... | \n", - "
EntTeams | \n", - "Have you ever used Stack Overflow for Enterpri... | \n", - "
Ethnicity | \n", - "Which of the following do you identify as? Ple... | \n", - "
Extraversion | \n", - "Do you prefer online chat or IRL conversations? | \n", - "
FizzBuzz | \n", - "Have you ever been asked to solve FizzBuzz in ... | \n", - "
Gender | \n", - "Which of the following do you currently identi... | \n", - "
Hobbyist | \n", - "Do you code as a hobby? | \n", - "
ITperson | \n", - "Are you the \"IT support person\" for your family? | \n", - "
ImpSyn | \n", - "For the specific work you do, and the years of... | \n", - "
JobFactors | \n", - "Imagine that you are deciding between two job ... | \n", - "
JobSat | \n", - "How satisfied are you with your current job? (... | \n", - "
JobSeek | \n", - "Which of the following best describes your cur... | \n", - "
LanguageDesireNextYear | \n", - "Which of the following programming, scripting,... | \n", - "
LanguageWorkedWith | \n", - "Which of the following programming, scripting,... | \n", - "
LastHireDate | \n", - "When was the last time that you took a job wit... | \n", - "
LastInt | \n", - "In your most recent successful job interview (... | \n", - "
MainBranch | \n", - "Which of the following options best describes ... | \n", - "
MgrIdiot | \n", - "How confident are you that your manager knows ... | \n", - "
MgrMoney | \n", - "Do you believe that you need to be a manager t... | \n", - "
MgrWant | \n", - "Do you want to become a manager yourself in th... | \n", - "
MiscTechDesireNextYear | \n", - "Which of the following other frameworks, libra... | \n", - "
MiscTechWorkedWith | \n", - "Which of the following other frameworks, libra... | \n", - "
OffOn | \n", - "Have you tried turning it off and on again? | \n", - "
OpSys | \n", - "What is the primary operating system in which ... | \n", - "
OpenSource | \n", - "How do you feel about the quality of open sour... | \n", - "
OpenSourcer | \n", - "How often do you contribute to open source? | \n", - "
OrgSize | \n", - "Approximately how many people are employed by ... | \n", - "
PlatformDesireNextYear | \n", - "Which of the following platforms have you done... | \n", - "
PlatformWorkedWith | \n", - "Which of the following platforms have you done... | \n", - "
PurchaseHow | \n", - "How does your company make decisions about pur... | \n", - "
PurchaseWhat | \n", - "What level of influence do you, personally, ha... | \n", - "
Respondent | \n", - "Randomized respondent ID number (not in order ... | \n", - "
ResumeUpdate | \n", - "Think back to the last time you updated your r... | \n", - "
SOAccount | \n", - "Do you have a Stack Overflow account? | \n", - "
SOComm | \n", - "Do you consider yourself a member of the Stack... | \n", - "
SOFindAnswer | \n", - "On average, how many times a week do you find ... | \n", - "
SOHowMuchTime | \n", - "About how much time did you save? If you're no... | \n", - "
SOJobs | \n", - "Have you ever used or visited Stack Overflow J... | \n", - "
SONewContent | \n", - "Would you like to see any of the following on ... | \n", - "
SOPartFreq | \n", - "How frequently would you say you participate i... | \n", - "
SOTimeSaved | \n", - "Think back to the last time you solved a codin... | \n", - "
SOVisit1st | \n", - "To the best of your memory, when did you first... | \n", - "
SOVisitFreq | \n", - "How frequently would you say you visit Stack O... | \n", - "
SOVisitTo | \n", - "I visit Stack Overflow to... (check all that a... | \n", - "
ScreenName | \n", - "What do you call it? | \n", - "
Sexuality | \n", - "Which of the following do you currently identi... | \n", - "
SocialMedia | \n", - "What social media site do you use the most? | \n", - "
Student | \n", - "Are you currently enrolled in a formal, degree... | \n", - "
SurveyEase | \n", - "How easy or difficult was this survey to compl... | \n", - "
SurveyLength | \n", - "How do you feel about the length of the survey... | \n", - "
Trans | \n", - "Do you identify as transgender? | \n", - "
UndergradMajor | \n", - "What was your main or most important field of ... | \n", - "
UnitTests | \n", - "Does your company regularly employ unit tests ... | \n", - "
WebFrameDesireNextYear | \n", - "Which of the following web frameworks have you... | \n", - "
WebFrameWorkedWith | \n", - "Which of the following web frameworks have you... | \n", - "
WelcomeChange | \n", - "Compared to last year, how welcome do you feel... | \n", - "
WorkChallenge | \n", - "Of these options, what are your greatest chall... | \n", - "
WorkLoc | \n", - "Where would you prefer to work? | \n", - "
WorkPlan | \n", - "How structured or planned is your work? | \n", - "
WorkRemote | \n", - "How often do you work remotely? | \n", - "
WorkWeekHrs | \n", - "On average, how many hours per week do you work? | \n", - "
YearsCode | \n", - "Including any education, how many years have y... | \n", - "
YearsCodePro | \n", - "How many years have you coded professionally (... | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "
\n", - " | first | \n", - "last | \n", - "
---|---|---|
\n", - " | \n", - " | |
CoreyMSchafer@gmail.com | \n", - "Corey | \n", - "Schafer | \n", - "
JaneDoe@email.com | \n", - "Jane | \n", - "Doe | \n", - "
JohnDoe@email.com | \n", - "John | \n", - "Doe | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "CoreyMSchafer@gmail.com | \n", - "Corey | \n", - "Schafer | \n", - "
1 | \n", - "JaneDoe@email.com | \n", - "Jane | \n", - "Doe | \n", - "
2 | \n", - "JohnDoe@email.com | \n", - "John | \n", - "Doe | \n", - "
\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
1 | \n", - "I am a student who is learning to code | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, and not looking for work | \n", - "United Kingdom | \n", - "No | \n", - "Primary/elementary school | \n", - "NaN | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "NaN | \n", - "4 | \n", - "10 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;Java;JavaScript;Python | \n", - "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", - "SQLite | \n", - "MySQL | \n", - "MacOS;Windows | \n", - "Android;Arduino;Windows | \n", - "Django;Flask | \n", - "Flask;jQuery | \n", - "Node.js | \n", - "Node.js | \n", - "IntelliJ;Notepad++;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Fortunately, someone else has that title | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "No | \n", - "NaN | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, and I don't know what those are | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "14.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
2 | \n", - "I am a student who is learning to code | \n", - "No | \n", - "Less than once per year | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, but looking for work | \n", - "Bosnia and Herzegovina | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "Developer, desktop or enterprise applications;... | \n", - "NaN | \n", - "17 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am actively looking for a job | \n", - "I've never had a job | \n", - "NaN | \n", - "NaN | \n", - "Financial performance or funding status of the... | \n", - "Something else changed (education, award, medi... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "C++;HTML/CSS;Python | \n", - "C++;HTML/CSS;JavaScript;SQL | \n", - "NaN | \n", - "MySQL | \n", - "Windows | \n", - "Windows | \n", - "Django | \n", - "Django | \n", - "NaN | \n", - "NaN | \n", - "Atom;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "19.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
3 | \n", - "I am not primarily a developer, but I write co... | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "Thailand | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Web development or web design | \n", - "Taught yourself a new language, framework, or ... | \n", - "100 to 499 employees | \n", - "Designer;Developer, back-end;Developer, front-... | \n", - "3 | \n", - "22 | \n", - "1 | \n", - "Slightly satisfied | \n", - "Slightly satisfied | \n", - "Not at all confident | \n", - "Not sure | \n", - "Not sure | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Interview with people in peer roles | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "THB | \n", - "Thai baht | \n", - "23000.0 | \n", - "Monthly | \n", - "8820.0 | \n", - "40.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "Distracting work environment;Inadequate access... | \n", - "Less than once per month / Never | \n", - "Home | \n", - "Average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Not sure | \n", - "I have little or no influence | \n", - "HTML/CSS | \n", - "Elixir;HTML/CSS | \n", - "PostgreSQL | \n", - "PostgreSQL | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Other(s): | \n", - "NaN | \n", - "NaN | \n", - "Vim;Visual Studio Code | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2011 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "6-10 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "28.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "Yes | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
4 | \n", - "I am a developer by profession | \n", - "No | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "United States | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "100 to 499 employees | \n", - "Developer, full-stack | \n", - "3 | \n", - "16 | \n", - "Less than 1 year | \n", - "Very satisfied | \n", - "Slightly satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "USD | \n", - "United States dollar | \n", - "61000.0 | \n", - "Yearly | \n", - "61000.0 | \n", - "80.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "Less than once per month / Never | \n", - "Home | \n", - "A little below average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Developers typically have the most influence o... | \n", - "I have little or no influence | \n", - "C;C++;C#;Python;SQL | \n", - "C;C#;JavaScript;SQL | \n", - "MySQL;SQLite | \n", - "MySQL;SQLite | \n", - "Linux;Windows | \n", - "Linux;Windows | \n", - "NaN | \n", - "NaN | \n", - ".NET | \n", - ".NET | \n", - "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", - "Windows | \n", - "I do not use containers | \n", - "Not at all | \n", - "Useful for decentralized currency (i.e., Bitcoin) | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2014 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Pass the ti... | \n", - "1-2 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "No, not really | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "22.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
5 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "Ukraine | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "10,000 or more employees | \n", - "Academic researcher;Developer, desktop or ente... | \n", - "16 | \n", - "14 | \n", - "9 | \n", - "Very dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "No | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write any code;Write code by hand (e.g., on a ... | \n", - "No | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "I was preparing for a job search | \n", - "UAH | \n", - "Ukrainian hryvnia | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "55.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Being tasked with non-development work;Inadequ... | \n", - "A few days each month | \n", - "Office | \n", - "A little above average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's part of our process | \n", - "Not sure | \n", - "I have little or no influence | \n", - "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", - "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", - "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", - "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", - "Android;Linux;MacOS;Slack;Windows | \n", - "Android;Docker;Kubernetes;Linux;Slack | \n", - "Django;Express;Flask;jQuery;React.js;Spring | \n", - "Flask;jQuery;React.js;Spring | \n", - "Cordova;Node.js | \n", - "Apache Spark;Hadoop;Node.js;React Native | \n", - "IntelliJ;Notepad++;Vim | \n", - "Linux-based | \n", - "Outside of work, for personal projects | \n", - "Not at all | \n", - "NaN | \n", - "Yes | \n", - "Also Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "I don't remember | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was much faster | \n", - "NaN | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "30.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent;Multiracial | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
1 | \n", - "I am a student who is learning to code | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, and not looking for work | \n", - "United Kingdom | \n", - "No | \n", - "Primary/elementary school | \n", - "NaN | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "NaN | \n", - "4 | \n", - "10 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;Java;JavaScript;Python | \n", - "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", - "SQLite | \n", - "MySQL | \n", - "MacOS;Windows | \n", - "Android;Arduino;Windows | \n", - "Django;Flask | \n", - "Flask;jQuery | \n", - "Node.js | \n", - "Node.js | \n", - "IntelliJ;Notepad++;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Fortunately, someone else has that title | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "No | \n", - "NaN | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, and I don't know what those are | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "14.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
2 | \n", - "I am a student who is learning to code | \n", - "No | \n", - "Less than once per year | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, but looking for work | \n", - "Bosnia and Herzegovina | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "Developer, desktop or enterprise applications;... | \n", - "NaN | \n", - "17 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am actively looking for a job | \n", - "I've never had a job | \n", - "NaN | \n", - "NaN | \n", - "Financial performance or funding status of the... | \n", - "Something else changed (education, award, medi... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "C++;HTML/CSS;Python | \n", - "C++;HTML/CSS;JavaScript;SQL | \n", - "NaN | \n", - "MySQL | \n", - "Windows | \n", - "Windows | \n", - "Django | \n", - "Django | \n", - "NaN | \n", - "NaN | \n", - "Atom;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "19.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
4 | \n", - "I am a developer by profession | \n", - "No | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "United States | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "100 to 499 employees | \n", - "Developer, full-stack | \n", - "3 | \n", - "16 | \n", - "Less than 1 year | \n", - "Very satisfied | \n", - "Slightly satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "USD | \n", - "United States dollar | \n", - "61000.0 | \n", - "Yearly | \n", - "61000.0 | \n", - "80.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "Less than once per month / Never | \n", - "Home | \n", - "A little below average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Developers typically have the most influence o... | \n", - "I have little or no influence | \n", - "C;C++;C#;Python;SQL | \n", - "C;C#;JavaScript;SQL | \n", - "MySQL;SQLite | \n", - "MySQL;SQLite | \n", - "Linux;Windows | \n", - "Linux;Windows | \n", - "NaN | \n", - "NaN | \n", - ".NET | \n", - ".NET | \n", - "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", - "Windows | \n", - "I do not use containers | \n", - "Not at all | \n", - "Useful for decentralized currency (i.e., Bitcoin) | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2014 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Pass the ti... | \n", - "1-2 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "No, not really | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "22.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
5 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "Ukraine | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "10,000 or more employees | \n", - "Academic researcher;Developer, desktop or ente... | \n", - "16 | \n", - "14 | \n", - "9 | \n", - "Very dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "No | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write any code;Write code by hand (e.g., on a ... | \n", - "No | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "I was preparing for a job search | \n", - "UAH | \n", - "Ukrainian hryvnia | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "55.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Being tasked with non-development work;Inadequ... | \n", - "A few days each month | \n", - "Office | \n", - "A little above average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's part of our process | \n", - "Not sure | \n", - "I have little or no influence | \n", - "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", - "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", - "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", - "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", - "Android;Linux;MacOS;Slack;Windows | \n", - "Android;Docker;Kubernetes;Linux;Slack | \n", - "Django;Express;Flask;jQuery;React.js;Spring | \n", - "Flask;jQuery;React.js;Spring | \n", - "Cordova;Node.js | \n", - "Apache Spark;Hadoop;Node.js;React Native | \n", - "IntelliJ;Notepad++;Vim | \n", - "Linux-based | \n", - "Outside of work, for personal projects | \n", - "Not at all | \n", - "NaN | \n", - "Yes | \n", - "Also Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "I don't remember | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was much faster | \n", - "NaN | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "30.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent;Multiracial | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
8 | \n", - "I code primarily as a hobby | \n", - "Yes | \n", - "Less than once per year | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Not employed, but looking for work | \n", - "India | \n", - "NaN | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "Developer, back-end;Engineer, site reliability | \n", - "8 | \n", - "16 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", - "Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P... | \n", - "Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R... | \n", - "Cassandra;DynamoDB;Elasticsearch;Firebase;Mong... | \n", - "AWS;Docker;Heroku;Linux;MacOS;Slack | \n", - "Android;Arduino;AWS;Docker;Google Cloud Platfo... | \n", - "Express;Flask;React.js;Spring | \n", - "Django;Express;Flask;React.js;Vue.js | \n", - "Hadoop;Node.js;Pandas | \n", - "Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda... | \n", - "Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual... | \n", - "Linux-based | \n", - "Development;Testing;Production;Outside of work... | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "YouTube | \n", - "In real life (in person) | \n", - "Handle | \n", - "2012 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "Less than once per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "Yes, definitely | \n", - "A lot more welcome now than last year | \n", - "Tech articles written by other developers;Indu... | \n", - "24.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "NaN | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "
... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
84539 | \n", - "NaN | \n", - "Yes | \n", - "Less than once a month but more than once per ... | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "United Kingdom | \n", - "Yes, full-time | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "1,000 to 4,999 employees | \n", - "Academic researcher;Data scientist or machine ... | \n", - "8 | \n", - "16 | \n", - "6 | \n", - "NaN | \n", - "NaN | \n", - "Somewhat confident | \n", - "No | \n", - "Not sure | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", - "Bash/Shell/PowerShell;Go;HTML/CSS;JavaScript;P... | \n", - "PostgreSQL | \n", - "NaN | \n", - "Android;Arduino;Linux;Raspberry Pi | \n", - "Android;Arduino;Linux | \n", - "Express;Vue.js | \n", - "Express;Vue.js | \n", - "Node.js;TensorFlow | \n", - "Node.js;TensorFlow | \n", - "Android Studio;Atom;Eclipse;Vim | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "NaN | \n", - "Online | \n", - "Username | \n", - "2011 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "1-2 times per week | \n", - "Stack Overflow was slightly faster | \n", - "0-10 minutes | \n", - "Yes | \n", - "I have never participated in Q&A on Stack Over... | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Courses on technologies you're interested in | \n", - "23.0 | \n", - "Woman | \n", - "Yes | \n", - "Bisexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
85738 | \n", - "NaN | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, and not looking for work | \n", - "Brazil | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "NaN | \n", - "10 | \n", - "5 | \n", - "3 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Bash/Shell/PowerShell;C++;Python;Ruby;Other(s): | \n", - "Assembly;Bash/Shell/PowerShell;C++;Other(s): | \n", - "NaN | \n", - "NaN | \n", - "Linux | \n", - "Linux | \n", - "NaN | \n", - "NaN | \n", - "TensorFlow;Torch/PyTorch | \n", - "NaN | \n", - "Vim | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "No | \n", - "SIGH | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2014 | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Industry news about technologies you're intere... | \n", - "15.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "Hispanic or Latino/Latina;White or of European... | \n", - "No | \n", - "Too short | \n", - "Easy | \n", - "|
86566 | \n", - "NaN | \n", - "Yes | \n", - "Less than once a month but more than once per ... | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Retired | \n", - "Switzerland | \n", - "No | \n", - "Some college/university study without earning ... | \n", - "A humanities discipline (ex. literature, histo... | \n", - "Taken a part-time in-person course in programm... | \n", - "NaN | \n", - "NaN | \n", - "More than 50 years | \n", - "17 | \n", - "22 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Bash/Shell/PowerShell;HTML/CSS;Python;Other(s): | \n", - "Bash/Shell/PowerShell;HTML/CSS;JavaScript;Pyth... | \n", - "NaN | \n", - "NaN | \n", - "Linux;Windows | \n", - "Linux;Windows | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Emacs | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful for immutable record keeping outside of... | \n", - "No | \n", - "SIGH | \n", - "Yes | \n", - "YouTube | \n", - "In real life (in person) | \n", - "Handle | \n", - "2017 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions;Contribute ... | \n", - "Less than once per week | \n", - "Stack Overflow was much faster | \n", - "60+ minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, and I don't know what those are | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Cour... | \n", - "74.0 | \n", - "Man | \n", - "No | \n", - "NaN | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
87739 | \n", - "NaN | \n", - "Yes | \n", - "Less than once per year | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed part-time | \n", - "Czech Republic | \n", - "Yes, full-time | \n", - "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taught yourself a new language, framework, or ... | \n", - "500 to 999 employees | \n", - "Academic researcher;Designer;Developer, game o... | \n", - "9 | \n", - "16 | \n", - "3 | \n", - "NaN | \n", - "NaN | \n", - "Somewhat confident | \n", - "No | \n", - "Not sure | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "C;C++;HTML/CSS;JavaScript;PHP;Python;SQL | \n", - "C++;HTML/CSS;PHP;Python | \n", - "MySQL | \n", - "MySQL | \n", - "Android;Linux;WordPress | \n", - "Android;Linux | \n", - "jQuery | \n", - "jQuery | \n", - "TensorFlow | \n", - "NaN | \n", - "Vim | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "A passing fad | \n", - "No | \n", - "Yes | \n", - "Yes | \n", - "YouTube | \n", - "In real life (in person) | \n", - "Login | \n", - "2009 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions | \n", - "1-2 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "NaN | \n", - "25.0 | \n", - "NaN | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
88212 | \n", - "NaN | \n", - "No | \n", - "Less than once per year | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "Spain | \n", - "No | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taught yourself a new language, framework, or ... | \n", - "10 to 19 employees | \n", - "Designer;Developer, front-end;Developer, full-... | \n", - "18 | \n", - "7 | \n", - "15 | \n", - "NaN | \n", - "NaN | \n", - "Somewhat confident | \n", - "Yes | \n", - "I am already a manager | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;JavaScript;Python | \n", - "JavaScript | \n", - "MySQL;PostgreSQL | \n", - "PostgreSQL | \n", - "NaN | \n", - "Arduino | \n", - "Django;React.js | \n", - "Django;React.js | \n", - "NaN | \n", - "NaN | \n", - "Atom;Visual Studio Code | \n", - "MacOS | \n", - "I do not use containers | \n", - "Non-currency applications of blockchain | \n", - "Useful for immutable record keeping outside of... | \n", - "No | \n", - "SIGH | \n", - "No | \n", - "In real life (in person) | \n", - "Username | \n", - "2008 | \n", - "A few times per week | \n", - "Find answers to specific questions | \n", - "6-10 times per week | \n", - "Stack Overflow was slightly faster | \n", - "0-10 minutes | \n", - "Yes | \n", - "I have never participated in Q&A on Stack Over... | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, and I don't know what those are | \n", - "No, not at all | \n", - "NaN | \n", - "Tech articles written by other developers;Indu... | \n", - "40.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
36443 rows × 84 columns
\n", - "\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "
\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
1 | \n", - "I am a student who is learning to code | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, and not looking for work | \n", - "United Kingdom | \n", - "No | \n", - "Primary/elementary school | \n", - "NaN | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "NaN | \n", - "4 | \n", - "10 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;Java;JavaScript;Python | \n", - "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", - "SQLite | \n", - "MySQL | \n", - "MacOS;Windows | \n", - "Android;Arduino;Windows | \n", - "Django;Flask | \n", - "Flask;jQuery | \n", - "Node.js | \n", - "Node.js | \n", - "IntelliJ;Notepad++;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Fortunately, someone else has that title | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "No | \n", - "NaN | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, and I don't know what those are | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "14.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
2 | \n", - "I am a student who is learning to code | \n", - "No | \n", - "Less than once per year | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, but looking for work | \n", - "Bosnia and Herzegovina | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "Developer, desktop or enterprise applications;... | \n", - "NaN | \n", - "17 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am actively looking for a job | \n", - "I've never had a job | \n", - "NaN | \n", - "NaN | \n", - "Financial performance or funding status of the... | \n", - "Something else changed (education, award, medi... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "C++;HTML/CSS;Python | \n", - "C++;HTML/CSS;JavaScript;SQL | \n", - "NaN | \n", - "MySQL | \n", - "Windows | \n", - "Windows | \n", - "Django | \n", - "Django | \n", - "NaN | \n", - "NaN | \n", - "Atom;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "19.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
3 | \n", - "I am not primarily a developer, but I write co... | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "Thailand | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Web development or web design | \n", - "Taught yourself a new language, framework, or ... | \n", - "100 to 499 employees | \n", - "Designer;Developer, back-end;Developer, front-... | \n", - "3 | \n", - "22 | \n", - "1 | \n", - "Slightly satisfied | \n", - "Slightly satisfied | \n", - "Not at all confident | \n", - "Not sure | \n", - "Not sure | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Interview with people in peer roles | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "THB | \n", - "Thai baht | \n", - "23000.0 | \n", - "Monthly | \n", - "8820.0 | \n", - "40.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "Distracting work environment;Inadequate access... | \n", - "Less than once per month / Never | \n", - "Home | \n", - "Average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Not sure | \n", - "I have little or no influence | \n", - "HTML/CSS | \n", - "Elixir;HTML/CSS | \n", - "PostgreSQL | \n", - "PostgreSQL | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Other(s): | \n", - "NaN | \n", - "NaN | \n", - "Vim;Visual Studio Code | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2011 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "6-10 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "28.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "Yes | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
4 | \n", - "I am a developer by profession | \n", - "No | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "United States | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "100 to 499 employees | \n", - "Developer, full-stack | \n", - "3 | \n", - "16 | \n", - "Less than 1 year | \n", - "Very satisfied | \n", - "Slightly satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "USD | \n", - "United States dollar | \n", - "61000.0 | \n", - "Yearly | \n", - "61000.0 | \n", - "80.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "Less than once per month / Never | \n", - "Home | \n", - "A little below average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Developers typically have the most influence o... | \n", - "I have little or no influence | \n", - "C;C++;C#;Python;SQL | \n", - "C;C#;JavaScript;SQL | \n", - "MySQL;SQLite | \n", - "MySQL;SQLite | \n", - "Linux;Windows | \n", - "Linux;Windows | \n", - "NaN | \n", - "NaN | \n", - ".NET | \n", - ".NET | \n", - "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", - "Windows | \n", - "I do not use containers | \n", - "Not at all | \n", - "Useful for decentralized currency (i.e., Bitcoin) | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2014 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Pass the ti... | \n", - "1-2 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "No, not really | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "22.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
5 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "Ukraine | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "10,000 or more employees | \n", - "Academic researcher;Developer, desktop or ente... | \n", - "16 | \n", - "14 | \n", - "9 | \n", - "Very dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "No | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write any code;Write code by hand (e.g., on a ... | \n", - "No | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "I was preparing for a job search | \n", - "UAH | \n", - "Ukrainian hryvnia | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "55.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Being tasked with non-development work;Inadequ... | \n", - "A few days each month | \n", - "Office | \n", - "A little above average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's part of our process | \n", - "Not sure | \n", - "I have little or no influence | \n", - "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", - "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", - "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", - "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", - "Android;Linux;MacOS;Slack;Windows | \n", - "Android;Docker;Kubernetes;Linux;Slack | \n", - "Django;Express;Flask;jQuery;React.js;Spring | \n", - "Flask;jQuery;React.js;Spring | \n", - "Cordova;Node.js | \n", - "Apache Spark;Hadoop;Node.js;React Native | \n", - "IntelliJ;Notepad++;Vim | \n", - "Linux-based | \n", - "Outside of work, for personal projects | \n", - "Not at all | \n", - "NaN | \n", - "Yes | \n", - "Also Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "I don't remember | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was much faster | \n", - "NaN | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "30.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent;Multiracial | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "SalaryUSD | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
1 | \n", - "I am a student who is learning to code | \n", - "True | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, and not looking for work | \n", - "United Kingdom | \n", - "No | \n", - "Primary/elementary school | \n", - "NaN | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "NaN | \n", - "4 | \n", - "10 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;Java;JavaScript;Python | \n", - "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", - "SQLite | \n", - "MySQL | \n", - "MacOS;Windows | \n", - "Android;Arduino;Windows | \n", - "Django;Flask | \n", - "Flask;jQuery | \n", - "Node.js | \n", - "Node.js | \n", - "IntelliJ;Notepad++;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Fortunately, someone else has that title | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "No | \n", - "NaN | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, and I don't know what those are | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "14.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
2 | \n", - "I am a student who is learning to code | \n", - "False | \n", - "Less than once per year | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, but looking for work | \n", - "Bosnia and Herzegovina | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "Developer, desktop or enterprise applications;... | \n", - "NaN | \n", - "17 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am actively looking for a job | \n", - "I've never had a job | \n", - "NaN | \n", - "NaN | \n", - "Financial performance or funding status of the... | \n", - "Something else changed (education, award, medi... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "C++;HTML/CSS;Python | \n", - "C++;HTML/CSS;JavaScript;SQL | \n", - "NaN | \n", - "MySQL | \n", - "Windows | \n", - "Windows | \n", - "Django | \n", - "Django | \n", - "NaN | \n", - "NaN | \n", - "Atom;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "19.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
3 | \n", - "I am not primarily a developer, but I write co... | \n", - "True | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "Thailand | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Web development or web design | \n", - "Taught yourself a new language, framework, or ... | \n", - "100 to 499 employees | \n", - "Designer;Developer, back-end;Developer, front-... | \n", - "3 | \n", - "22 | \n", - "1 | \n", - "Slightly satisfied | \n", - "Slightly satisfied | \n", - "Not at all confident | \n", - "Not sure | \n", - "Not sure | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Interview with people in peer roles | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "THB | \n", - "Thai baht | \n", - "23000.0 | \n", - "Monthly | \n", - "8820.0 | \n", - "40.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "Distracting work environment;Inadequate access... | \n", - "Less than once per month / Never | \n", - "Home | \n", - "Average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Not sure | \n", - "I have little or no influence | \n", - "HTML/CSS | \n", - "Elixir;HTML/CSS | \n", - "PostgreSQL | \n", - "PostgreSQL | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Other(s): | \n", - "NaN | \n", - "NaN | \n", - "Vim;Visual Studio Code | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2011 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "6-10 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "28.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "Yes | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
4 | \n", - "I am a developer by profession | \n", - "False | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "United States | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "100 to 499 employees | \n", - "Developer, full-stack | \n", - "3 | \n", - "16 | \n", - "Less than 1 year | \n", - "Very satisfied | \n", - "Slightly satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "USD | \n", - "United States dollar | \n", - "61000.0 | \n", - "Yearly | \n", - "61000.0 | \n", - "80.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "Less than once per month / Never | \n", - "Home | \n", - "A little below average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Developers typically have the most influence o... | \n", - "I have little or no influence | \n", - "C;C++;C#;Python;SQL | \n", - "C;C#;JavaScript;SQL | \n", - "MySQL;SQLite | \n", - "MySQL;SQLite | \n", - "Linux;Windows | \n", - "Linux;Windows | \n", - "NaN | \n", - "NaN | \n", - ".NET | \n", - ".NET | \n", - "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", - "Windows | \n", - "I do not use containers | \n", - "Not at all | \n", - "Useful for decentralized currency (i.e., Bitcoin) | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2014 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Pass the ti... | \n", - "1-2 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "No, not really | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "22.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
5 | \n", - "I am a developer by profession | \n", - "True | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "Ukraine | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "10,000 or more employees | \n", - "Academic researcher;Developer, desktop or ente... | \n", - "16 | \n", - "14 | \n", - "9 | \n", - "Very dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "No | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write any code;Write code by hand (e.g., on a ... | \n", - "No | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "I was preparing for a job search | \n", - "UAH | \n", - "Ukrainian hryvnia | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "55.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Being tasked with non-development work;Inadequ... | \n", - "A few days each month | \n", - "Office | \n", - "A little above average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's part of our process | \n", - "Not sure | \n", - "I have little or no influence | \n", - "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", - "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", - "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", - "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", - "Android;Linux;MacOS;Slack;Windows | \n", - "Android;Docker;Kubernetes;Linux;Slack | \n", - "Django;Express;Flask;jQuery;React.js;Spring | \n", - "Flask;jQuery;React.js;Spring | \n", - "Cordova;Node.js | \n", - "Apache Spark;Hadoop;Node.js;React Native | \n", - "IntelliJ;Notepad++;Vim | \n", - "Linux-based | \n", - "Outside of work, for personal projects | \n", - "Not at all | \n", - "NaN | \n", - "Yes | \n", - "Also Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "I don't remember | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was much faster | \n", - "NaN | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "30.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent;Multiracial | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
88377 | \n", - "NaN | \n", - "True | \n", - "Less than once a month but more than once per ... | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, and not looking for work | \n", - "Canada | \n", - "No | \n", - "Primary/elementary school | \n", - "NaN | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;JavaScript;Other(s): | \n", - "C++;HTML/CSS;JavaScript;SQL;WebAssembly;Other(s): | \n", - "Firebase;SQLite | \n", - "Firebase;MySQL;SQLite | \n", - "Linux | \n", - "Google Cloud Platform;Linux | \n", - "jQuery | \n", - "jQuery;Vue.js | \n", - "Node.js | \n", - "React Native;Unity 3D;Unreal Engine | \n", - "Atom;Visual Studio;Visual Studio Code | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "Yes | \n", - "What? | \n", - "YouTube | \n", - "NaN | \n", - "Username | \n", - "I don't remember | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "I have never participated in Q&A on Stack Over... | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "No, not at all | \n", - "NaN | \n", - "Tech articles written by other developers;Tech... | \n", - "NaN | \n", - "Man | \n", - "No | \n", - "NaN | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
88601 | \n", - "NaN | \n", - "False | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "
88802 | \n", - "NaN | \n", - "False | \n", - "Never | \n", - "NaN | \n", - "Employed full-time | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "
88816 | \n", - "NaN | \n", - "False | \n", - "Never | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Independent contractor, freelancer, or self-em... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "
88863 | \n", - "NaN | \n", - "True | \n", - "Less than once per year | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Not employed, and not looking for work | \n", - "Spain | \n", - "Yes, full-time | \n", - "Professional degree (JD, MD, etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "NaN | \n", - "8 | \n", - "11 | \n", - "3 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Bash/Shell/PowerShell;HTML/CSS;Java;JavaScript... | \n", - "C;C++;C#;HTML/CSS;Java;Objective-C;SQL;Swift | \n", - "DynamoDB;MariaDB;Microsoft SQL Server;MySQL | \n", - "MariaDB;MySQL;Oracle;SQLite | \n", - "iOS;Linux;MacOS;WordPress | \n", - "Android;AWS;Google Cloud Platform;IBM Cloud or... | \n", - "Django;jQuery;React.js | \n", - "Django | \n", - "Unity 3D;Unreal Engine | \n", - "NaN | \n", - "Android Studio;Atom;Eclipse;NetBeans;Notepad++... | \n", - "Linux-based | \n", - "Production | \n", - "NaN | \n", - "Useful for decentralized currency (i.e., Bitcoin) | \n", - "Yes | \n", - "Also Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "NaN | \n", - "2012 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "6-10 times per week | \n", - "Stack Overflow was much faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, somewhat | \n", - "Somewhat less welcome now than last year | \n", - "Tech articles written by other developers;Indu... | \n", - "18.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "Hispanic or Latino/Latina;White or of European... | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
88883 rows × 84 columns
\n", - "\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
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1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "
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---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "
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---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "
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---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
2 | \n", - "John | \n", - "Smith | \n", - "JohnDoe@email.com | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "coreymschafer@gmail.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "janedoe@email.com | \n", - "
2 | \n", - "John | \n", - "Smith | \n", - "johndoe@email.com | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "COREYMSCHAFER@GMAIL.COM | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JANEDOE@EMAIL.COM | \n", - "
2 | \n", - "John | \n", - "Smith | \n", - "JOHNDOE@EMAIL.COM | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "coreymschafer@gmail.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "janedoe@email.com | \n", - "
2 | \n", - "John | \n", - "Smith | \n", - "johndoe@email.com | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "5 | \n", - "7 | \n", - "23 | \n", - "
1 | \n", - "4 | \n", - "3 | \n", - "17 | \n", - "
2 | \n", - "4 | \n", - "5 | \n", - "17 | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "corey | \n", - "schafer | \n", - "coreymschafer@gmail.com | \n", - "
1 | \n", - "jane | \n", - "doe | \n", - "janedoe@email.com | \n", - "
2 | \n", - "john | \n", - "smith | \n", - "johndoe@email.com | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Chris | \n", - "Schafer | \n", - "coreymschafer@gmail.com | \n", - "
1 | \n", - "Mary | \n", - "Doe | \n", - "janedoe@email.com | \n", - "
2 | \n", - "John | \n", - "Smith | \n", - "johndoe@email.com | \n", - "
\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
1 | \n", - "I am a student who is learning to code | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, and not looking for work | \n", - "United Kingdom | \n", - "No | \n", - "Primary/elementary school | \n", - "NaN | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "NaN | \n", - "4 | \n", - "10 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;Java;JavaScript;Python | \n", - "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", - "SQLite | \n", - "MySQL | \n", - "MacOS;Windows | \n", - "Android;Arduino;Windows | \n", - "Django;Flask | \n", - "Flask;jQuery | \n", - "Node.js | \n", - "Node.js | \n", - "IntelliJ;Notepad++;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Fortunately, someone else has that title | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "No | \n", - "NaN | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, and I don't know what those are | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "14.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
2 | \n", - "I am a student who is learning to code | \n", - "No | \n", - "Less than once per year | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, but looking for work | \n", - "Bosnia and Herzegovina | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "Developer, desktop or enterprise applications;... | \n", - "NaN | \n", - "17 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am actively looking for a job | \n", - "I've never had a job | \n", - "NaN | \n", - "NaN | \n", - "Financial performance or funding status of the... | \n", - "Something else changed (education, award, medi... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "C++;HTML/CSS;Python | \n", - "C++;HTML/CSS;JavaScript;SQL | \n", - "NaN | \n", - "MySQL | \n", - "Windows | \n", - "Windows | \n", - "Django | \n", - "Django | \n", - "NaN | \n", - "NaN | \n", - "Atom;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "19.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
3 | \n", - "I am not primarily a developer, but I write co... | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "Thailand | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Web development or web design | \n", - "Taught yourself a new language, framework, or ... | \n", - "100 to 499 employees | \n", - "Designer;Developer, back-end;Developer, front-... | \n", - "3 | \n", - "22 | \n", - "1 | \n", - "Slightly satisfied | \n", - "Slightly satisfied | \n", - "Not at all confident | \n", - "Not sure | \n", - "Not sure | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Interview with people in peer roles | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "THB | \n", - "Thai baht | \n", - "23000.0 | \n", - "Monthly | \n", - "8820.0 | \n", - "40.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "Distracting work environment;Inadequate access... | \n", - "Less than once per month / Never | \n", - "Home | \n", - "Average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Not sure | \n", - "I have little or no influence | \n", - "HTML/CSS | \n", - "Elixir;HTML/CSS | \n", - "PostgreSQL | \n", - "PostgreSQL | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Other(s): | \n", - "NaN | \n", - "NaN | \n", - "Vim;Visual Studio Code | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2011 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "6-10 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "28.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "Yes | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
4 | \n", - "I am a developer by profession | \n", - "No | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "United States | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "100 to 499 employees | \n", - "Developer, full-stack | \n", - "3 | \n", - "16 | \n", - "Less than 1 year | \n", - "Very satisfied | \n", - "Slightly satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "USD | \n", - "United States dollar | \n", - "61000.0 | \n", - "Yearly | \n", - "61000.0 | \n", - "80.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "Less than once per month / Never | \n", - "Home | \n", - "A little below average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Developers typically have the most influence o... | \n", - "I have little or no influence | \n", - "C;C++;C#;Python;SQL | \n", - "C;C#;JavaScript;SQL | \n", - "MySQL;SQLite | \n", - "MySQL;SQLite | \n", - "Linux;Windows | \n", - "Linux;Windows | \n", - "NaN | \n", - "NaN | \n", - ".NET | \n", - ".NET | \n", - "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", - "Windows | \n", - "I do not use containers | \n", - "Not at all | \n", - "Useful for decentralized currency (i.e., Bitcoin) | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2014 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Pass the ti... | \n", - "1-2 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "No, not really | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "22.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
5 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "Ukraine | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "10,000 or more employees | \n", - "Academic researcher;Developer, desktop or ente... | \n", - "16 | \n", - "14 | \n", - "9 | \n", - "Very dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "No | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write any code;Write code by hand (e.g., on a ... | \n", - "No | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "I was preparing for a job search | \n", - "UAH | \n", - "Ukrainian hryvnia | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "55.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Being tasked with non-development work;Inadequ... | \n", - "A few days each month | \n", - "Office | \n", - "A little above average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's part of our process | \n", - "Not sure | \n", - "I have little or no influence | \n", - "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", - "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", - "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", - "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", - "Android;Linux;MacOS;Slack;Windows | \n", - "Android;Docker;Kubernetes;Linux;Slack | \n", - "Django;Express;Flask;jQuery;React.js;Spring | \n", - "Flask;jQuery;React.js;Spring | \n", - "Cordova;Node.js | \n", - "Apache Spark;Hadoop;Node.js;React Native | \n", - "IntelliJ;Notepad++;Vim | \n", - "Linux-based | \n", - "Outside of work, for personal projects | \n", - "Not at all | \n", - "NaN | \n", - "Yes | \n", - "Also Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "I don't remember | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was much faster | \n", - "NaN | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "30.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent;Multiracial | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "
\n", - " | first | \n", - "last | \n", - "full_name | \n", - "|
---|---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "Corey Schafer | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "Jane Doe | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "John Doe | \n", - "
\n", - " | full_name | \n", - "|
---|---|---|
0 | \n", - "CoreyMSchafer@gmail.com | \n", - "Corey Schafer | \n", - "
1 | \n", - "JaneDoe@email.com | \n", - "Jane Doe | \n", - "
2 | \n", - "JohnDoe@email.com | \n", - "John Doe | \n", - "
\n", - " | 0 | \n", - "1 | \n", - "
---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "
\n", - " | full_name | \n", - "first | \n", - "last | \n", - "|
---|---|---|---|---|
0 | \n", - "CoreyMSchafer@gmail.com | \n", - "Corey Schafer | \n", - "Corey | \n", - "Schafer | \n", - "
1 | \n", - "JaneDoe@email.com | \n", - "Jane Doe | \n", - "Jane | \n", - "Doe | \n", - "
2 | \n", - "JohnDoe@email.com | \n", - "John Doe | \n", - "John | \n", - "Doe | \n", - "
\n", - " | full_name | \n", - "first | \n", - "last | \n", - "|
---|---|---|---|---|
0 | \n", - "CoreyMSchafer@gmail.com | \n", - "Corey Schafer | \n", - "Corey | \n", - "Schafer | \n", - "
1 | \n", - "JaneDoe@email.com | \n", - "Jane Doe | \n", - "Jane | \n", - "Doe | \n", - "
2 | \n", - "JohnDoe@email.com | \n", - "John Doe | \n", - "John | \n", - "Doe | \n", - "
3 | \n", - "NaN | \n", - "NaN | \n", - "Tony | \n", - "NaN | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Tony | \n", - "Stark | \n", - "IronMan@avenge.com | \n", - "
1 | \n", - "Steve | \n", - "Rogers | \n", - "Cap@avenge.com | \n", - "
\n", - " | full_name | \n", - "first | \n", - "last | \n", - "|
---|---|---|---|---|
0 | \n", - "CoreyMSchafer@gmail.com | \n", - "Corey Schafer | \n", - "Corey | \n", - "Schafer | \n", - "
1 | \n", - "JaneDoe@email.com | \n", - "Jane Doe | \n", - "Jane | \n", - "Doe | \n", - "
2 | \n", - "JohnDoe@email.com | \n", - "John Doe | \n", - "John | \n", - "Doe | \n", - "
3 | \n", - "IronMan@avenge.com | \n", - "NaN | \n", - "Tony | \n", - "Stark | \n", - "
4 | \n", - "Cap@avenge.com | \n", - "NaN | \n", - "Steve | \n", - "Rogers | \n", - "
\n", - " | full_name | \n", - "first | \n", - "last | \n", - "|
---|---|---|---|---|
0 | \n", - "CoreyMSchafer@gmail.com | \n", - "Corey Schafer | \n", - "Corey | \n", - "Schafer | \n", - "
1 | \n", - "JaneDoe@email.com | \n", - "Jane Doe | \n", - "Jane | \n", - "Doe | \n", - "
2 | \n", - "JohnDoe@email.com | \n", - "John Doe | \n", - "John | \n", - "Doe | \n", - "
3 | \n", - "IronMan@avenge.com | \n", - "NaN | \n", - "Tony | \n", - "Stark | \n", - "
4 | \n", - "Cap@avenge.com | \n", - "NaN | \n", - "Steve | \n", - "Rogers | \n", - "
\n", - " | full_name | \n", - "first | \n", - "last | \n", - "|
---|---|---|---|---|
0 | \n", - "CoreyMSchafer@gmail.com | \n", - "Corey Schafer | \n", - "Corey | \n", - "Schafer | \n", - "
1 | \n", - "JaneDoe@email.com | \n", - "Jane Doe | \n", - "Jane | \n", - "Doe | \n", - "
2 | \n", - "JohnDoe@email.com | \n", - "John Doe | \n", - "John | \n", - "Doe | \n", - "
3 | \n", - "IronMan@avenge.com | \n", - "NaN | \n", - "Tony | \n", - "Stark | \n", - "
\n", - " | full_name | \n", - "first | \n", - "last | \n", - "|
---|---|---|---|---|
0 | \n", - "CoreyMSchafer@gmail.com | \n", - "Corey Schafer | \n", - "Corey | \n", - "Schafer | \n", - "
3 | \n", - "IronMan@avenge.com | \n", - "NaN | \n", - "Tony | \n", - "Stark | \n", - "
4 | \n", - "Cap@avenge.com | \n", - "NaN | \n", - "Steve | \n", - "Rogers | \n", - "
\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
1 | \n", - "I am a student who is learning to code | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, and not looking for work | \n", - "United Kingdom | \n", - "No | \n", - "Primary/elementary school | \n", - "NaN | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "NaN | \n", - "4 | \n", - "10 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;Java;JavaScript;Python | \n", - "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", - "SQLite | \n", - "MySQL | \n", - "MacOS;Windows | \n", - "Android;Arduino;Windows | \n", - "Django;Flask | \n", - "Flask;jQuery | \n", - "Node.js | \n", - "Node.js | \n", - "IntelliJ;Notepad++;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Fortunately, someone else has that title | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "No | \n", - "NaN | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, and I don't know what those are | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "14.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
2 | \n", - "I am a student who is learning to code | \n", - "No | \n", - "Less than once per year | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, but looking for work | \n", - "Bosnia and Herzegovina | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "Developer, desktop or enterprise applications;... | \n", - "NaN | \n", - "17 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am actively looking for a job | \n", - "I've never had a job | \n", - "NaN | \n", - "NaN | \n", - "Financial performance or funding status of the... | \n", - "Something else changed (education, award, medi... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "C++;HTML/CSS;Python | \n", - "C++;HTML/CSS;JavaScript;SQL | \n", - "NaN | \n", - "MySQL | \n", - "Windows | \n", - "Windows | \n", - "Django | \n", - "Django | \n", - "NaN | \n", - "NaN | \n", - "Atom;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "19.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
3 | \n", - "I am not primarily a developer, but I write co... | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "Thailand | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Web development or web design | \n", - "Taught yourself a new language, framework, or ... | \n", - "100 to 499 employees | \n", - "Designer;Developer, back-end;Developer, front-... | \n", - "3 | \n", - "22 | \n", - "1 | \n", - "Slightly satisfied | \n", - "Slightly satisfied | \n", - "Not at all confident | \n", - "Not sure | \n", - "Not sure | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Interview with people in peer roles | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "THB | \n", - "Thai baht | \n", - "23000.0 | \n", - "Monthly | \n", - "8820.0 | \n", - "40.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "Distracting work environment;Inadequate access... | \n", - "Less than once per month / Never | \n", - "Home | \n", - "Average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Not sure | \n", - "I have little or no influence | \n", - "HTML/CSS | \n", - "Elixir;HTML/CSS | \n", - "PostgreSQL | \n", - "PostgreSQL | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Other(s): | \n", - "NaN | \n", - "NaN | \n", - "Vim;Visual Studio Code | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2011 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "6-10 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "28.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "Yes | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
4 | \n", - "I am a developer by profession | \n", - "No | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "United States | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "100 to 499 employees | \n", - "Developer, full-stack | \n", - "3 | \n", - "16 | \n", - "Less than 1 year | \n", - "Very satisfied | \n", - "Slightly satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "USD | \n", - "United States dollar | \n", - "61000.0 | \n", - "Yearly | \n", - "61000.0 | \n", - "80.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "Less than once per month / Never | \n", - "Home | \n", - "A little below average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Developers typically have the most influence o... | \n", - "I have little or no influence | \n", - "C;C++;C#;Python;SQL | \n", - "C;C#;JavaScript;SQL | \n", - "MySQL;SQLite | \n", - "MySQL;SQLite | \n", - "Linux;Windows | \n", - "Linux;Windows | \n", - "NaN | \n", - "NaN | \n", - ".NET | \n", - ".NET | \n", - "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", - "Windows | \n", - "I do not use containers | \n", - "Not at all | \n", - "Useful for decentralized currency (i.e., Bitcoin) | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2014 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Pass the ti... | \n", - "1-2 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "No, not really | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "22.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
5 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "Ukraine | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "10,000 or more employees | \n", - "Academic researcher;Developer, desktop or ente... | \n", - "16 | \n", - "14 | \n", - "9 | \n", - "Very dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "No | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write any code;Write code by hand (e.g., on a ... | \n", - "No | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "I was preparing for a job search | \n", - "UAH | \n", - "Ukrainian hryvnia | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "55.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Being tasked with non-development work;Inadequ... | \n", - "A few days each month | \n", - "Office | \n", - "A little above average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's part of our process | \n", - "Not sure | \n", - "I have little or no influence | \n", - "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", - "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", - "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", - "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", - "Android;Linux;MacOS;Slack;Windows | \n", - "Android;Docker;Kubernetes;Linux;Slack | \n", - "Django;Express;Flask;jQuery;React.js;Spring | \n", - "Flask;jQuery;React.js;Spring | \n", - "Cordova;Node.js | \n", - "Apache Spark;Hadoop;Node.js;React Native | \n", - "IntelliJ;Notepad++;Vim | \n", - "Linux-based | \n", - "Outside of work, for personal projects | \n", - "Not at all | \n", - "NaN | \n", - "Yes | \n", - "Also Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "I don't remember | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was much faster | \n", - "NaN | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "30.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent;Multiracial | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
\n", - " | Country | \n", - "ConvertedComp | \n", - "
---|---|---|
Respondent | \n", - "\n", - " | \n", - " |
63129 | \n", - "Afghanistan | \n", - "1000000.0 | \n", - "
50499 | \n", - "Afghanistan | \n", - "153216.0 | \n", - "
39258 | \n", - "Afghanistan | \n", - "19152.0 | \n", - "
58450 | \n", - "Afghanistan | \n", - "17556.0 | \n", - "
7085 | \n", - "Afghanistan | \n", - "14364.0 | \n", - "
22450 | \n", - "Afghanistan | \n", - "7980.0 | \n", - "
48436 | \n", - "Afghanistan | \n", - "4464.0 | \n", - "
10746 | \n", - "Afghanistan | \n", - "3996.0 | \n", - "
8149 | \n", - "Afghanistan | \n", - "1596.0 | \n", - "
29736 | \n", - "Afghanistan | \n", - "1116.0 | \n", - "
28638 | \n", - "Afghanistan | \n", - "0.0 | \n", - "
722 | \n", - "Afghanistan | \n", - "0.0 | \n", - "
85715 | \n", - "Afghanistan | \n", - "NaN | \n", - "
50767 | \n", - "Afghanistan | \n", - "NaN | \n", - "
2782 | \n", - "Afghanistan | \n", - "NaN | \n", - "
63019 | \n", - "Afghanistan | \n", - "NaN | \n", - "
6417 | \n", - "Afghanistan | \n", - "NaN | \n", - "
40000 | \n", - "Afghanistan | \n", - "NaN | \n", - "
88731 | \n", - "Afghanistan | \n", - "NaN | \n", - "
62525 | \n", - "Afghanistan | \n", - "NaN | \n", - "
49702 | \n", - "Afghanistan | \n", - "NaN | \n", - "
33178 | \n", - "Afghanistan | \n", - "NaN | \n", - "
60946 | \n", - "Afghanistan | \n", - "NaN | \n", - "
86362 | \n", - "Afghanistan | \n", - "NaN | \n", - "
88582 | \n", - "Afghanistan | \n", - "NaN | \n", - "
26340 | \n", - "Afghanistan | \n", - "NaN | \n", - "
86932 | \n", - "Afghanistan | \n", - "NaN | \n", - "
85825 | \n", - "Afghanistan | \n", - "NaN | \n", - "
7353 | \n", - "Afghanistan | \n", - "NaN | \n", - "
87091 | \n", - "Afghanistan | \n", - "NaN | \n", - "
58760 | \n", - "Afghanistan | \n", - "NaN | \n", - "
74386 | \n", - "Afghanistan | \n", - "NaN | \n", - "
29045 | \n", - "Afghanistan | \n", - "NaN | \n", - "
51859 | \n", - "Afghanistan | \n", - "NaN | \n", - "
45854 | \n", - "Afghanistan | \n", - "NaN | \n", - "
47110 | \n", - "Afghanistan | \n", - "NaN | \n", - "
44403 | \n", - "Afghanistan | \n", - "NaN | \n", - "
80926 | \n", - "Afghanistan | \n", - "NaN | \n", - "
59560 | \n", - "Afghanistan | \n", - "NaN | \n", - "
60569 | \n", - "Afghanistan | \n", - "NaN | \n", - "
37802 | \n", - "Afghanistan | \n", - "NaN | \n", - "
43106 | \n", - "Afghanistan | \n", - "NaN | \n", - "
12310 | \n", - "Afghanistan | \n", - "NaN | \n", - "
62168 | \n", - "Afghanistan | \n", - "NaN | \n", - "
38308 | \n", - "Albania | \n", - "187668.0 | \n", - "
3787 | \n", - "Albania | \n", - "114550.0 | \n", - "
9270 | \n", - "Albania | \n", - "74474.0 | \n", - "
6716 | \n", - "Albania | \n", - "60000.0 | \n", - "
10303 | \n", - "Albania | \n", - "57300.0 | \n", - "
66280 | \n", - "Albania | \n", - "41244.0 | \n", - "
\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
28638 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Less than once a month but more than once per ... | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Independent contractor, freelancer, or self-em... | \n", - "Afghanistan | \n", - "NaN | \n", - "Other doctoral degree (Ph.D, Ed.D., etc.) | \n", - "I never declared a major | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "36 | \n", - "13 | \n", - "16 | \n", - "Very dissatisfied | \n", - "Very dissatisfied | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am not interested in new job opportunities | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "AFN | \n", - "Afghan afghani | \n", - "3.0 | \n", - "Monthly | \n", - "0.0 | \n", - "2.0 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Bash/Shell/PowerShell;C;C++;Java;Objective-C;O... | \n", - "Bash/Shell/PowerShell;C;C++;Java;Objective-C;O... | \n", - "MySQL;SQLite | \n", - "MySQL;SQLite | \n", - "Android;iOS;Linux;MacOS | \n", - "Android;iOS;Linux | \n", - "jQuery | \n", - "NaN | \n", - "TensorFlow;Unity 3D | \n", - "Hadoop;TensorFlow;Unity 3D | \n", - "Emacs | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful for immutable record keeping outside of... | \n", - "No | \n", - "Yes | \n", - "No | \n", - "NaN | \n", - "In real life (in person) | \n", - "Username | \n", - "2008 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions | \n", - "6-10 times per week | \n", - "The other resource was much faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "No, not at all | \n", - "A lot less welcome now than last year | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Too long | \n", - "NaN | \n", - "
722 | \n", - "I am a developer by profession | \n", - "No | \n", - "Less than once a month but more than once per ... | \n", - "The quality of OSS and closed source software ... | \n", - "NaN | \n", - "Afghanistan | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Less than 1 year | \n", - "Younger than 5 years | \n", - "Less than 1 year | \n", - "Very satisfied | \n", - "Very satisfied | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am not interested in new job opportunities | \n", - "NA - I am an independent contractor or self em... | \n", - "NaN | \n", - "No | \n", - "NaN | \n", - "I heard about a job opportunity (from a recrui... | \n", - "AFN | \n", - "Afghan afghani | \n", - "1.0 | \n", - "Yearly | \n", - "0.0 | \n", - "1.0 | \n", - "NaN | \n", - "NaN | \n", - "Less than once per month / Never | \n", - "Other place, such as a coworking space or cafe | \n", - "Far above average | \n", - "Yes, because I see value in code review | \n", - "1.0 | \n", - "No, and I'm glad we don't | \n", - "NaN | \n", - "I have little or no influence | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "No | \n", - "SIGH | \n", - "What? | \n", - "NaN | \n", - "Neither | \n", - "NaN | \n", - "2008 | \n", - "Multiple times per day | \n", - "NaN | \n", - "More than 10 times per week | \n", - "The other resource was much faster | \n", - "60+ minutes | \n", - "Not sure / can't remember | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "Not sure | \n", - "Not applicable - I did not use Stack Overflow ... | \n", - "NaN | \n", - "1.0 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Too long | \n", - "Difficult | \n", - "
13825 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "NaN | \n", - "Algeria | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "13 | \n", - "83 | \n", - "Less than 1 year | \n", - "Very dissatisfied | \n", - "Very satisfied | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am actively looking for a job | \n", - "NA - I am an independent contractor or self em... | \n", - "Complete a take-home project;Solve a brain-tea... | \n", - "Yes | \n", - "Financial performance or funding status of the... | \n", - "Something else changed (education, award, medi... | \n", - "AFN | \n", - "Afghan afghani | \n", - "1.0 | \n", - "Yearly | \n", - "0.0 | \n", - "168.0 | \n", - "NaN | \n", - "Being tasked with non-development work;Non-wor... | \n", - "About half the time | \n", - "Home | \n", - "Far above average | \n", - "No | \n", - "NaN | \n", - "Yes, it's part of our process | \n", - "NaN | \n", - "I have a great deal of influence | \n", - "Other(s): | \n", - "Other(s): | \n", - "Other(s): | \n", - "Other(s): | \n", - "Other(s): | \n", - "Other(s): | \n", - "Other(s): | \n", - "Other(s): | \n", - "Other(s): | \n", - "Other(s): | \n", - "NaN | \n", - "NaN | \n", - "I do not use containers | \n", - "NaN | \n", - "An irresponsible use of resources | \n", - "No | \n", - "Yes | \n", - "Yes | \n", - "NaN | \n", - "Neither | \n", - "NaN | \n", - "2015 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions | \n", - "1-2 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "I have never participated in Q&A on Stack Over... | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "No, not at all | \n", - "A lot less welcome now than last year | \n", - "NaN | \n", - "56.0 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Too short | \n", - "Easy | \n", - "
40913 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Less than once per year | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "Armenia | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taught yourself a new language, framework, or ... | \n", - "2-9 employees | \n", - "Developer, desktop or enterprise applications;... | \n", - "7 | \n", - "15 | \n", - "4 | \n", - "Slightly satisfied | \n", - "Slightly satisfied | \n", - "Very confident | \n", - "Not sure | \n", - "Not sure | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write any code;Write code by hand (e.g., on a ... | \n", - "No | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "Something else changed (education, award, medi... | \n", - "AMD | \n", - "Armenian dram | \n", - "0.0 | \n", - "Monthly | \n", - "0.0 | \n", - "40.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "Meetings;Non-work commitments (parenting, scho... | \n", - "Less than half the time, but at least one day ... | \n", - "Office | \n", - "A little above average | \n", - "Yes, because I see value in code review | \n", - "3.0 | \n", - "No, and I'm glad we don't | \n", - "Developers and management have nearly equal in... | \n", - "I have a great deal of influence | \n", - "Bash/Shell/PowerShell;C;C++;Java;JavaScript;Py... | \n", - "C;C++;Java;Python;SQL;TypeScript | \n", - "Elasticsearch;MariaDB;MongoDB;MySQL;Redis | \n", - "MariaDB;MongoDB;MySQL | \n", - "Arduino;AWS;Docker;Linux;MacOS;Raspberry Pi;Sl... | \n", - "Arduino;Linux;MacOS;Raspberry Pi | \n", - "ASP.NET;Django;Flask | \n", - "Django;Flask | \n", - ".NET;Node.js;TensorFlow;Torch/PyTorch | \n", - "Node.js | \n", - "IntelliJ;IPython / Jupyter;Sublime Text;Vim | \n", - "Linux-based | \n", - "Production | \n", - "Not at all | \n", - "A passing fad | \n", - "No | \n", - "SIGH | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2013 | \n", - "Multiple times per day | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "0-10 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "No, not really | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers | \n", - "22.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
30630 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Less than once a month but more than once per ... | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "Australia | \n", - "No | \n", - "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", - "NaN | \n", - "Taken an online course in programming or softw... | \n", - "2-9 employees | \n", - "Database administrator;Developer, back-end;Dev... | \n", - "35 | \n", - "7 | \n", - "30 | \n", - "Neither satisfied nor dissatisfied | \n", - "Very satisfied | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am not interested in new job opportunities | \n", - "NA - I am an independent contractor or self em... | \n", - "Interview with people in peer roles;Interview ... | \n", - "No | \n", - "Industry that I'd be working in;Office environ... | \n", - "I heard about a job opportunity (from a recrui... | \n", - "AUD | \n", - "Australian dollar | \n", - "0.0 | \n", - "Yearly | \n", - "0.0 | \n", - "80.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "Distracting work environment;Non-work commitme... | \n", - "It's complicated | \n", - "Other place, such as a coworking space or cafe | \n", - "A little above average | \n", - "Yes, because I see value in code review | \n", - "10.0 | \n", - "No, but I think we should | \n", - "NaN | \n", - "I have a great deal of influence | \n", - "Bash/Shell/PowerShell;HTML/CSS;JavaScript;Ruby | \n", - "Elixir;Ruby;TypeScript | \n", - "PostgreSQL | \n", - "PostgreSQL | \n", - "AWS;iOS | \n", - "Android;AWS;iOS | \n", - "Ruby on Rails;Vue.js | \n", - "Ruby on Rails;Vue.js | \n", - "Chef;React Native | \n", - "React Native | \n", - "Sublime Text;TextMate;Vim;Xcode | \n", - "MacOS | \n", - "I do not use containers | \n", - "Not at all | \n", - "An irresponsible use of resources | \n", - "Yes | \n", - "Fortunately, someone else has that title | \n", - "No | \n", - "Online | \n", - "Username | \n", - "I don't remember | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions | \n", - "1-2 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "No, not really | \n", - "A lot less welcome now than last year | \n", - "NaN | \n", - "43.0 | \n", - "NaN | \n", - "No | \n", - "NaN | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
69049 | \n", - "I am a developer by profession | \n", - "No | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Independent contractor, freelancer, or self-em... | \n", - "Australia | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Received on-the-job training in software devel... | \n", - "2-9 employees | \n", - "Developer, full-stack;Engineering manager | \n", - "17 | \n", - "12 | \n", - "14 | \n", - "Slightly satisfied | \n", - "Slightly satisfied | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Write any code;Write code by hand (e.g., on a ... | \n", - "No | \n", - "Specific department or team I'd be working on;... | \n", - "My job status changed (promotion, new job, etc.) | \n", - "AUD | \n", - "Australian dollar | \n", - "0.0 | \n", - "Yearly | \n", - "0.0 | \n", - "25.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Lack of support from management;Time spent com... | \n", - "All or almost all the time (I'm full-time remote) | \n", - "Home | \n", - "A little above average | \n", - "Yes, because I see value in code review | \n", - "1.0 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Bash/Shell/PowerShell;C;C#;Go;HTML/CSS;JavaScr... | \n", - "Dart;Elixir;JavaScript;Kotlin;Python;R;Ruby;Rust | \n", - "PostgreSQL;SQLite | \n", - "Cassandra;PostgreSQL;Redis | \n", - "Android;Arduino;Google Cloud Platform;iOS;Linu... | \n", - "Google Cloud Platform;Heroku;Kubernetes;Linux;... | \n", - "Ruby on Rails | \n", - "Ruby on Rails;Vue.js | \n", - ".NET;React Native | \n", - "Ansible;Flutter;Hadoop;Pandas;React Native | \n", - "IntelliJ;Visual Studio;Visual Studio Code;Xcode | \n", - "MacOS | \n", - "Production | \n", - "NaN | \n", - "A passing fad | \n", - "No | \n", - "Also Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2008 | \n", - "A few times per week | \n", - "Find answers to specific questions | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "11-30 minutes | \n", - "Not sure / can't remember | \n", - "NaN | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "No, not at all | \n", - "Just as welcome now as I felt last year | \n", - "NaN | \n", - "34.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
19340 | \n", - "I am not primarily a developer, but I write co... | \n", - "Yes | \n", - "Less than once a month but more than once per ... | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "NaN | \n", - "Austria | \n", - "Yes, full-time | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Fine arts or performing arts (ex. graphic desi... | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "NaN | \n", - "10 | \n", - "20 | \n", - "5 | \n", - "Neither satisfied nor dissatisfied | \n", - "Slightly satisfied | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I’m not actively looking, but I am open to new... | \n", - "3-4 years ago | \n", - "Interview with people in peer roles;Interview ... | \n", - "No | \n", - "Office environment or company culture;Opportun... | \n", - "I was preparing for a job search | \n", - "CHF | \n", - "Swiss franc | \n", - "0.0 | \n", - "Monthly | \n", - "0.0 | \n", - "35.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Being tasked with non-development work;Inadequ... | \n", - "A few days each month | \n", - "Office | \n", - "Average | \n", - "Yes, because I see value in code review | \n", - "5.0 | \n", - "Yes, it's part of our process | \n", - "Developers and management have nearly equal in... | \n", - "I have a great deal of influence | \n", - "Assembly;C;Elixir;HTML/CSS;Java;JavaScript;Pyt... | \n", - "Clojure | \n", - "PostgreSQL;SQLite | \n", - "NaN | \n", - "Arduino;Raspberry Pi | \n", - "Arduino;Raspberry Pi | \n", - "Other(s): | \n", - "Other(s): | \n", - "NaN | \n", - "NaN | \n", - "IntelliJ;Sublime Text | \n", - "Linux-based | \n", - "Development;Testing;Production;Outside of work... | \n", - "NaN | \n", - "Useful for immutable record keeping outside of... | \n", - "No | \n", - "Also Yes | \n", - "Yes | \n", - "NaN | \n", - "In real life (in person) | \n", - "Username | \n", - "2010 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "1-2 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "I have never participated in Q&A on Stack Over... | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "NaN | \n", - "32.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
16214 | \n", - "I am not primarily a developer, but I write co... | \n", - "Yes | \n", - "Less than once per year | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "Bangladesh | \n", - "Yes, part-time | \n", - "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", - "A natural science (ex. biology, chemistry, phy... | \n", - "NaN | \n", - "20 to 99 employees | \n", - "Engineer, data;Engineering manager;Product man... | \n", - "20 | \n", - "16 | \n", - "20 | \n", - "Slightly satisfied | \n", - "Slightly satisfied | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am not interested in new job opportunities | \n", - "3-4 years ago | \n", - "Interview with people in peer roles | \n", - "No | \n", - "Financial performance or funding status of the... | \n", - "I was preparing for a job search | \n", - "EUR | \n", - "European Euro | \n", - "0.0 | \n", - "Yearly | \n", - "0.0 | \n", - "10.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "Lack of support from management;Meetings;Time ... | \n", - "Less than once per month / Never | \n", - "Other place, such as a coworking space or cafe | \n", - "Far above average | \n", - "No | \n", - "NaN | \n", - "No, and I'm glad we don't | \n", - "Developers and management have nearly equal in... | \n", - "I have a great deal of influence | \n", - "Java;PHP;Other(s): | \n", - "Java;PHP;Other(s): | \n", - "MariaDB;MySQL | \n", - "MariaDB;MySQL | \n", - "Android;Linux;Raspberry Pi;Windows;WordPress | \n", - "Android;Linux;Raspberry Pi;Windows;WordPress | \n", - "jQuery;Spring | \n", - "jQuery;Spring | \n", - "NaN | \n", - "NaN | \n", - "Android Studio;Eclipse;IntelliJ;NetBeans | \n", - "Linux-based | \n", - "I do not use containers | \n", - "Not at all | \n", - "NaN | \n", - "No | \n", - "Yes | \n", - "What? | \n", - "Neither | \n", - "NaN | \n", - "2008 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Contribute ... | \n", - "3-5 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Cour... | \n", - "99.0 | \n", - "NaN | \n", - "No | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Too long | \n", - "Easy | \n", - "|
29355 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Never | \n", - "OSS is, on average, of LOWER quality than prop... | \n", - "Independent contractor, freelancer, or self-em... | \n", - "Bosnia and Herzegovina | \n", - "Yes, part-time | \n", - "Some college/university study without earning ... | \n", - "Computer science, computer engineering, or sof... | \n", - "Taught yourself a new language, framework, or ... | \n", - "Just me - I am a freelancer, sole proprietor, ... | \n", - "NaN | \n", - "10 | \n", - "10 | \n", - "6 | \n", - "Neither satisfied nor dissatisfied | \n", - "Neither satisfied nor dissatisfied | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Interview with people in senior / management r... | \n", - "No | \n", - "Industry that I'd be working in;Specific depar... | \n", - "Something else changed (education, award, medi... | \n", - "BAM | \n", - "Bosnia and Herzegovina convertible mark | \n", - "0.0 | \n", - "Yearly | \n", - "0.0 | \n", - "80.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "Being tasked with non-development work;Inadequ... | \n", - "It's complicated | \n", - "Other place, such as a coworking space or cafe | \n", - "Far above average | \n", - "Yes, because I see value in code review | \n", - "20.0 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Bash/Shell/PowerShell;C;C++;Python;Ruby;Other(s): | \n", - "Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;Oth... | \n", - "NaN | \n", - "NaN | \n", - "Linux;MacOS;Microsoft Azure;Raspberry Pi;Windows | \n", - "Android;Arduino;AWS;iOS;Linux;MacOS;Raspberry ... | \n", - "NaN | \n", - "NaN | \n", - "Pandas;TensorFlow;Torch/PyTorch;Unity 3D;Unrea... | \n", - ".NET;Torch/PyTorch;Unity 3D | \n", - "Android Studio;Emacs;PyCharm;Visual Studio;Vis... | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "A passing fad | \n", - "Yes | \n", - "Also Yes | \n", - "Yes | \n", - "YouTube | \n", - "In real life (in person) | \n", - "Username | \n", - "2013 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions;Learn how t... | \n", - "Less than once per week | \n", - "They were about the same | \n", - "NaN | \n", - "Not sure / can't remember | \n", - "NaN | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "No, not really | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "22.0 | \n", - "NaN | \n", - "No | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Too long | \n", - "Easy | \n", - "
1685 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Less than once a month but more than once per ... | \n", - "The quality of OSS and closed source software ... | \n", - "Independent contractor, freelancer, or self-em... | \n", - "Brazil | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "Just me - I am a freelancer, sole proprietor, ... | \n", - "Designer;Developer, full-stack;Developer, game... | \n", - "8 | \n", - "16 | \n", - "3 | \n", - "Neither satisfied nor dissatisfied | \n", - "Neither satisfied nor dissatisfied | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I’m not actively looking, but I am open to new... | \n", - "Less than a year ago | \n", - "Interview with people in peer roles;Interview ... | \n", - "No | \n", - "Specific department or team I'd be working on;... | \n", - "I was preparing for a job search | \n", - "BRL | \n", - "Brazilian real | \n", - "0.0 | \n", - "Monthly | \n", - "0.0 | \n", - "40.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Distracting work environment;Meetings;Toxic wo... | \n", - "All or almost all the time (I'm full-time remote) | \n", - "Home | \n", - "Average | \n", - "Yes, because I see value in code review | \n", - "6.0 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Elixir;HTML/CSS;JavaScript;PHP;Python | \n", - "C#;Kotlin;Python | \n", - "Cassandra;MariaDB;MongoDB;PostgreSQL | \n", - "Cassandra;MariaDB;MongoDB;PostgreSQL | \n", - "Docker;Kubernetes;MacOS | \n", - "Android;Linux;Windows | \n", - "Laravel | \n", - "Django;Flask;Laravel;Vue.js | \n", - "Node.js | \n", - ".NET;Node.js;Unity 3D;Other(s): | \n", - "Android Studio;PHPStorm;PyCharm;Visual Studio ... | \n", - "Windows | \n", - "Development | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "No | \n", - "Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "NaN | \n", - "2010 | \n", - "A few times per week | \n", - "Find answers to specific questions | \n", - "1-2 times per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "No, not really | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "29.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent;Multiracial | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "
3 | \n", - "Adam | \n", - "Doe | \n", - "A@email.com | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "
3 | \n", - "Adam | \n", - "Doe | \n", - "A@email.com | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
3 | \n", - "Adam | \n", - "Doe | \n", - "A@email.com | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "
3 | \n", - "Adam | \n", - "Doe | \n", - "A@email.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "
\n", - " | first | \n", - "last | \n", - "|
---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "
3 | \n", - "Adam | \n", - "Doe | \n", - "A@email.com | \n", - "
\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
1 | \n", - "I am a student who is learning to code | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, and not looking for work | \n", - "United Kingdom | \n", - "No | \n", - "Primary/elementary school | \n", - "NaN | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "NaN | \n", - "4 | \n", - "10 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;Java;JavaScript;Python | \n", - "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", - "SQLite | \n", - "MySQL | \n", - "MacOS;Windows | \n", - "Android;Arduino;Windows | \n", - "Django;Flask | \n", - "Flask;jQuery | \n", - "Node.js | \n", - "Node.js | \n", - "IntelliJ;Notepad++;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Fortunately, someone else has that title | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "No | \n", - "NaN | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, and I don't know what those are | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "14.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
2 | \n", - "I am a student who is learning to code | \n", - "No | \n", - "Less than once per year | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, but looking for work | \n", - "Bosnia and Herzegovina | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "Developer, desktop or enterprise applications;... | \n", - "NaN | \n", - "17 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am actively looking for a job | \n", - "I've never had a job | \n", - "NaN | \n", - "NaN | \n", - "Financial performance or funding status of the... | \n", - "Something else changed (education, award, medi... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "C++;HTML/CSS;Python | \n", - "C++;HTML/CSS;JavaScript;SQL | \n", - "NaN | \n", - "MySQL | \n", - "Windows | \n", - "Windows | \n", - "Django | \n", - "Django | \n", - "NaN | \n", - "NaN | \n", - "Atom;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "19.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
3 | \n", - "I am not primarily a developer, but I write co... | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "Thailand | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Web development or web design | \n", - "Taught yourself a new language, framework, or ... | \n", - "100 to 499 employees | \n", - "Designer;Developer, back-end;Developer, front-... | \n", - "3 | \n", - "22 | \n", - "1 | \n", - "Slightly satisfied | \n", - "Slightly satisfied | \n", - "Not at all confident | \n", - "Not sure | \n", - "Not sure | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Interview with people in peer roles | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "THB | \n", - "Thai baht | \n", - "23000.0 | \n", - "Monthly | \n", - "8820.0 | \n", - "40.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "Distracting work environment;Inadequate access... | \n", - "Less than once per month / Never | \n", - "Home | \n", - "Average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Not sure | \n", - "I have little or no influence | \n", - "HTML/CSS | \n", - "Elixir;HTML/CSS | \n", - "PostgreSQL | \n", - "PostgreSQL | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Other(s): | \n", - "NaN | \n", - "NaN | \n", - "Vim;Visual Studio Code | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2011 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "6-10 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "28.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "Yes | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
4 | \n", - "I am a developer by profession | \n", - "No | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "United States | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "100 to 499 employees | \n", - "Developer, full-stack | \n", - "3 | \n", - "16 | \n", - "Less than 1 year | \n", - "Very satisfied | \n", - "Slightly satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "USD | \n", - "United States dollar | \n", - "61000.0 | \n", - "Yearly | \n", - "61000.0 | \n", - "80.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "Less than once per month / Never | \n", - "Home | \n", - "A little below average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Developers typically have the most influence o... | \n", - "I have little or no influence | \n", - "C;C++;C#;Python;SQL | \n", - "C;C#;JavaScript;SQL | \n", - "MySQL;SQLite | \n", - "MySQL;SQLite | \n", - "Linux;Windows | \n", - "Linux;Windows | \n", - "NaN | \n", - "NaN | \n", - ".NET | \n", - ".NET | \n", - "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", - "Windows | \n", - "I do not use containers | \n", - "Not at all | \n", - "Useful for decentralized currency (i.e., Bitcoin) | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2014 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Pass the ti... | \n", - "1-2 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "No, not really | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "22.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
5 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "Ukraine | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "10,000 or more employees | \n", - "Academic researcher;Developer, desktop or ente... | \n", - "16 | \n", - "14 | \n", - "9 | \n", - "Very dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "No | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write any code;Write code by hand (e.g., on a ... | \n", - "No | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "I was preparing for a job search | \n", - "UAH | \n", - "Ukrainian hryvnia | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "55.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Being tasked with non-development work;Inadequ... | \n", - "A few days each month | \n", - "Office | \n", - "A little above average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's part of our process | \n", - "Not sure | \n", - "I have little or no influence | \n", - "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", - "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", - "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", - "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", - "Android;Linux;MacOS;Slack;Windows | \n", - "Android;Docker;Kubernetes;Linux;Slack | \n", - "Django;Express;Flask;jQuery;React.js;Spring | \n", - "Flask;jQuery;React.js;Spring | \n", - "Cordova;Node.js | \n", - "Apache Spark;Hadoop;Node.js;React Native | \n", - "IntelliJ;Notepad++;Vim | \n", - "Linux-based | \n", - "Outside of work, for personal projects | \n", - "Not at all | \n", - "NaN | \n", - "Yes | \n", - "Also Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "I don't remember | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was much faster | \n", - "NaN | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "30.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent;Multiracial | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
\n", - " | CompTotal | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "CodeRevHrs | \n", - "Age | \n", - "
---|---|---|---|---|---|
count | \n", - "5.594500e+04 | \n", - "5.582300e+04 | \n", - "64503.000000 | \n", - "49790.000000 | \n", - "79210.000000 | \n", - "
mean | \n", - "5.519014e+11 | \n", - "1.271107e+05 | \n", - "42.127197 | \n", - "5.084308 | \n", - "30.336699 | \n", - "
std | \n", - "7.331926e+13 | \n", - "2.841523e+05 | \n", - "37.287610 | \n", - "5.513931 | \n", - "9.178390 | \n", - "
min | \n", - "0.000000e+00 | \n", - "0.000000e+00 | \n", - "1.000000 | \n", - "0.000000 | \n", - "1.000000 | \n", - "
25% | \n", - "2.000000e+04 | \n", - "2.577750e+04 | \n", - "40.000000 | \n", - "2.000000 | \n", - "24.000000 | \n", - "
50% | \n", - "6.200000e+04 | \n", - "5.728700e+04 | \n", - "40.000000 | \n", - "4.000000 | \n", - "29.000000 | \n", - "
75% | \n", - "1.200000e+05 | \n", - "1.000000e+05 | \n", - "44.750000 | \n", - "6.000000 | \n", - "35.000000 | \n", - "
max | \n", - "1.000000e+16 | \n", - "2.000000e+06 | \n", - "4850.000000 | \n", - "99.000000 | \n", - "99.000000 | \n", - "
\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
8 | \n", - "I code primarily as a hobby | \n", - "Yes | \n", - "Less than once per year | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Not employed, but looking for work | \n", - "India | \n", - "NaN | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "Developer, back-end;Engineer, site reliability | \n", - "8 | \n", - "16 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", - "Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P... | \n", - "Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R... | \n", - "Cassandra;DynamoDB;Elasticsearch;Firebase;Mong... | \n", - "AWS;Docker;Heroku;Linux;MacOS;Slack | \n", - "Android;Arduino;AWS;Docker;Google Cloud Platfo... | \n", - "Express;Flask;React.js;Spring | \n", - "Django;Express;Flask;React.js;Vue.js | \n", - "Hadoop;Node.js;Pandas | \n", - "Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda... | \n", - "Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual... | \n", - "Linux-based | \n", - "Development;Testing;Production;Outside of work... | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "YouTube | \n", - "In real life (in person) | \n", - "Handle | \n", - "2012 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "Less than once per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "Yes, definitely | \n", - "A lot more welcome now than last year | \n", - "Tech articles written by other developers;Indu... | \n", - "24.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "NaN | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "
10 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", - "NaN | \n", - "NaN | \n", - "10,000 or more employees | \n", - "Data or business analyst;Data scientist or mac... | \n", - "12 | \n", - "20 | \n", - "10 | \n", - "Slightly dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "Yes | \n", - "I’m not actively looking, but I am open to new... | \n", - "3-4 years ago | \n", - "NaN | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "NaN | \n", - "INR | \n", - "Indian rupee | \n", - "950000.0 | \n", - "Yearly | \n", - "13293.0 | \n", - "70.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "A few days each month | \n", - "Home | \n", - "Far above average | \n", - "Yes, because I see value in code review | \n", - "4.0 | \n", - "Yes, it's part of our process | \n", - "NaN | \n", - "NaN | \n", - "C#;Go;JavaScript;Python;R;SQL | \n", - "C#;Go;JavaScript;Kotlin;Python;R;SQL | \n", - "Elasticsearch;MongoDB;Microsoft SQL Server;MyS... | \n", - "Elasticsearch;MongoDB;Microsoft SQL Server | \n", - "Linux;Windows | \n", - "Android;Linux;Raspberry Pi;Windows | \n", - "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", - "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", - ".NET;Node.js;Pandas;Torch/PyTorch | \n", - ".NET;Node.js;TensorFlow;Torch/PyTorch | \n", - "Android Studio;Eclipse;IPython / Jupyter;Notep... | \n", - "Windows | \n", - "NaN | \n", - "Not at all | \n", - "Useful for immutable record keeping outside of... | \n", - "No | \n", - "Yes | \n", - "Yes | \n", - "YouTube | \n", - "Neither | \n", - "Screen Name | \n", - "NaN | \n", - "Multiple times per day | \n", - "Find answers to specific questions;Get a sense... | \n", - "3-5 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Somewhat less welcome now than last year | \n", - "Tech articles written by other developers;Tech... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Too long | \n", - "Difficult | \n", - "
15 | \n", - "I am a student who is learning to code | \n", - "Yes | \n", - "Never | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Not employed, but looking for work | \n", - "India | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "Student | \n", - "3 | \n", - "13 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I’m not actively looking, but I am open to new... | \n", - "I've never had a job | \n", - "NaN | \n", - "NaN | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "Something else changed (education, award, medi... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;... | \n", - "Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM... | \n", - "MariaDB;MySQL;Oracle;SQLite | \n", - "MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora... | \n", - "Linux;Windows | \n", - "Android;Google Cloud Platform;iOS;Linux;MacOS;... | \n", - "NaN | \n", - "Angular/Angular.js;ASP.NET;Django;Drupal;jQuer... | \n", - "NaN | \n", - ".NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr... | \n", - "Atom;NetBeans;Notepad++;Sublime Text;Vim | \n", - "Linux-based | \n", - "Development | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "What? | \n", - "YouTube | \n", - "In real life (in person) | \n", - "NaN | \n", - "2018 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "More than 10 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "20.0 | \n", - "Man | \n", - "No | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Too long | \n", - "Neither easy nor difficult | \n", - "
50 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of LOWER quality than prop... | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Another engineering discipline (ex. civil, ele... | \n", - "Received on-the-job training in software devel... | \n", - "10,000 or more employees | \n", - "Developer, back-end;DevOps specialist | \n", - "7 | \n", - "15 | \n", - "2 | \n", - "Slightly satisfied | \n", - "Very satisfied | \n", - "Very confident | \n", - "Not sure | \n", - "Yes | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Specific department or team I'd be working on;... | \n", - "I was preparing for a job search | \n", - "INR | \n", - "Indian rupee | \n", - "400000.0 | \n", - "Yearly | \n", - "5597.0 | \n", - "7.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Meetings;Time spent commuting | \n", - "Less than once per month / Never | \n", - "Other place, such as a coworking space or cafe | \n", - "Average | \n", - "No | \n", - "NaN | \n", - "Yes, it's not part of our process but the deve... | \n", - "The CTO, CIO, or other management purchase new... | \n", - "I have little or no influence | \n", - "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", - "HTML/CSS;JavaScript;Python | \n", - "Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O... | \n", - "Firebase;PostgreSQL;Redis;Other(s): | \n", - "Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo... | \n", - "AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP... | \n", - "Django;Express;Flask;jQuery | \n", - "Express;Flask;jQuery;React.js;Vue.js | \n", - "Node.js | \n", - "Node.js | \n", - "Notepad++;Visual Studio Code | \n", - "MacOS | \n", - "Testing | \n", - "Not at all | \n", - "Useful for immutable record keeping outside of... | \n", - "Yes | \n", - "Also Yes | \n", - "What? | \n", - "YouTube | \n", - "In real life (in person) | \n", - "Username | \n", - "2012 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Tech... | \n", - "23.0 | \n", - "Man | \n", - "No | \n", - "NaN | \n", - "South Asian | \n", - "No | \n", - "Too long | \n", - "Easy | \n", - "
65 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Never | \n", - "NaN | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Information systems, information technology, o... | \n", - "NaN | \n", - "20 to 99 employees | \n", - "Developer, front-end;Developer, mobile | \n", - "2 | \n", - "17 | \n", - "2 | \n", - "Very satisfied | \n", - "Very satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I’m not actively looking, but I am open to new... | \n", - "Less than a year ago | \n", - "Write any code;Solve a brain-teaser style puzz... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "My job status changed (promotion, new job, etc.) | \n", - "INR | \n", - "Indian rupee | \n", - "NaN | \n", - "Monthly | \n", - "NaN | \n", - "48.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "About half the time | \n", - "Office | \n", - "Average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's not part of our process but the deve... | \n", - "Not sure | \n", - "NaN | \n", - "Assembly;C;C++;C#;HTML/CSS;Java | \n", - "Kotlin | \n", - "Firebase;MySQL;Oracle;SQLite | \n", - "Firebase;SQLite | \n", - "Android | \n", - "Android | \n", - "ASP.NET | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Android Studio;IntelliJ | \n", - "Linux-based | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "What? | \n", - "In real life (in person) | \n", - "NaN | \n", - "2017 | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per week | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Not sure | \n", - "A lot more welcome now than last year | \n", - "NaN | \n", - "21.0 | \n", - "Man | \n", - "No | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
77339 | \n", - "NaN | \n", - "Yes | \n", - "Less than once per year | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "India | \n", - "Yes, full-time | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Another engineering discipline (ex. civil, ele... | \n", - "Taken an online course in programming or softw... | \n", - "1,000 to 4,999 employees | \n", - "NaN | \n", - "1 | \n", - "27 | \n", - "1 | \n", - "NaN | \n", - "NaN | \n", - "Somewhat confident | \n", - "Yes | \n", - "Yes | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Other(s): | \n", - "Python;SQL | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "No | \n", - "YouTube | \n", - "Online | \n", - "UserID | \n", - "2019 | \n", - "Less than once per month or monthly | \n", - "Find answers to specific questions;Learn how t... | \n", - "1-2 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "Yes | \n", - "I have never participated in Q&A on Stack Over... | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, somewhat | \n", - "Not applicable - I did not use Stack Overflow ... | \n", - "Tech articles written by other developers;Indu... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "
79795 | \n", - "NaN | \n", - "Yes | \n", - "Less than once a month but more than once per ... | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "500 to 999 employees | \n", - "Developer, QA or test | \n", - "6 | \n", - "17 | \n", - "5 | \n", - "NaN | \n", - "NaN | \n", - "Somewhat confident | \n", - "No | \n", - "Not sure | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Bash/Shell/PowerShell;Python;SQL;VBA | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Apache Spark;Chef;Puppet | \n", - "NaN | \n", - "PyCharm;Vim | \n", - "Linux-based | \n", - "Development;Testing;Production;Outside of work... | \n", - "Not at all | \n", - "NaN | \n", - "No | \n", - "Yes | \n", - "What? | \n", - "In real life (in person) | \n", - "Username | \n", - "2018 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions | \n", - "Less than once per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "I have never participated in Q&A on Stack Over... | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, and I don't know what those are | \n", - "Neutral | \n", - "Somewhat more welcome now than last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "NaN | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Too long | \n", - "Difficult | \n", - "|
83862 | \n", - "NaN | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "India | \n", - "Yes, full-time | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "NaN | \n", - "Participated in a hackathon | \n", - "NaN | \n", - "Data or business analyst;Student | \n", - "1 | \n", - "18 | \n", - "Less than 1 year | \n", - "NaN | \n", - "NaN | \n", - "Very confident | \n", - "Not sure | \n", - "Yes | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Assembly;C;C++;HTML/CSS;Java;JavaScript;Object... | \n", - "NaN | \n", - "MySQL | \n", - "DynamoDB;Elasticsearch;MongoDB | \n", - "Android;AWS;Google Cloud Platform;WordPress | \n", - "IBM Cloud or Watson | \n", - "Laravel | \n", - "Angular/Angular.js;Laravel;Vue.js | \n", - "NaN | \n", - "Node.js | \n", - "Android Studio;Atom;IntelliJ;Komodo;NetBeans;N... | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "No | \n", - "Yes | \n", - "What? | \n", - "Online | \n", - "UserID | \n", - "2012 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions;Learn how t... | \n", - "Less than once per week | \n", - "Stack Overflow was much faster | \n", - "0-10 minutes | \n", - "Yes | \n", - "I have never participated in Q&A on Stack Over... | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "24.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "Yes | \n", - "Too long | \n", - "Neither easy nor difficult | \n", - "|
84299 | \n", - "NaN | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "India | \n", - "Yes, full-time | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Web development or web design | \n", - "Taken an online course in programming or softw... | \n", - "100 to 499 employees | \n", - "Developer, back-end;Developer, front-end;Devel... | \n", - "12 | \n", - "25 | \n", - "12 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;Java;JavaScript;Python;Swift;TypeScript | \n", - "HTML/CSS;Java;JavaScript | \n", - "MongoDB;Redis;SQLite | \n", - "MongoDB;Redis | \n", - "NaN | \n", - "NaN | \n", - "Angular/Angular.js;Express;jQuery;React.js;Oth... | \n", - "Express;React.js;Other(s): | \n", - "Node.js | \n", - "Node.js | \n", - "IntelliJ;Notepad++;Visual Studio Code;Xcode | \n", - "Windows | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Fortunately, someone else has that title | \n", - "What? | \n", - "NaN | \n", - "NaN | \n", - "2011 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions;Contribute ... | \n", - "Less than once per week | \n", - "Stack Overflow was much faster | \n", - "60+ minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Somewhat more welcome now than last year | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "|
86012 | \n", - "NaN | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", - "Another engineering discipline (ex. civil, ele... | \n", - "Taught yourself a new language, framework, or ... | \n", - "100 to 499 employees | \n", - "Academic researcher;Educator | \n", - "5 | \n", - "15 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Somewhat confident | \n", - "No | \n", - "Not sure | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Bash/Shell/PowerShell;C++;HTML/CSS;JavaScript | \n", - "C++;Python | \n", - "MySQL | \n", - "NaN | \n", - "Other(s): | \n", - "Other(s): | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Notepad++ | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "No | \n", - "Also Yes | \n", - "What? | \n", - "I don't use social media | \n", - "Online | \n", - "Username | \n", - "2014 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions | \n", - "Less than once per week | \n", - "Stack Overflow was much faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "NaN | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "Yes | \n", - "Yes, somewhat | \n", - "Not applicable - I did not use Stack Overflow ... | \n", - "Industry news about technologies you're intere... | \n", - "24.0 | \n", - "Man | \n", - "No | \n", - "NaN | \n", - "South Asian | \n", - "NaN | \n", - "Appropriate in length | \n", - "Easy | \n", - "
9061 rows × 84 columns
\n", - "\n", - " | Country | \n", - "LanguageWorkedWith | \n", - "
---|---|---|
United States | \n", - "20949 | \n", - "10083 | \n", - "
India | \n", - "9061 | \n", - "3105 | \n", - "
Germany | \n", - "5866 | \n", - "2451 | \n", - "
United Kingdom | \n", - "5737 | \n", - "2384 | \n", - "
Canada | \n", - "3395 | \n", - "1558 | \n", - "
... | \n", - "... | \n", - "... | \n", - "
Dominica | \n", - "1 | \n", - "1 | \n", - "
Tonga | \n", - "1 | \n", - "0 | \n", - "
Sao Tome and Principe | \n", - "1 | \n", - "1 | \n", - "
Saint Kitts and Nevis | \n", - "1 | \n", - "0 | \n", - "
Brunei Darussalam | \n", - "1 | \n", - "0 | \n", - "
179 rows × 2 columns
\n", - "\n", - " | NumRespondents | \n", - "NumKnowsPython | \n", - "
---|---|---|
United States | \n", - "20949 | \n", - "10083 | \n", - "
India | \n", - "9061 | \n", - "3105 | \n", - "
Germany | \n", - "5866 | \n", - "2451 | \n", - "
United Kingdom | \n", - "5737 | \n", - "2384 | \n", - "
Canada | \n", - "3395 | \n", - "1558 | \n", - "
... | \n", - "... | \n", - "... | \n", - "
Dominica | \n", - "1 | \n", - "1 | \n", - "
Tonga | \n", - "1 | \n", - "0 | \n", - "
Sao Tome and Principe | \n", - "1 | \n", - "1 | \n", - "
Saint Kitts and Nevis | \n", - "1 | \n", - "0 | \n", - "
Brunei Darussalam | \n", - "1 | \n", - "0 | \n", - "
179 rows × 2 columns
\n", - "\n", - " | NumRespondents | \n", - "NumKnowsPython | \n", - "PctKnowsPython | \n", - "
---|---|---|---|
United States | \n", - "20949 | \n", - "10083 | \n", - "48.131176 | \n", - "
India | \n", - "9061 | \n", - "3105 | \n", - "34.267741 | \n", - "
Germany | \n", - "5866 | \n", - "2451 | \n", - "41.783157 | \n", - "
United Kingdom | \n", - "5737 | \n", - "2384 | \n", - "41.554820 | \n", - "
Canada | \n", - "3395 | \n", - "1558 | \n", - "45.891016 | \n", - "
... | \n", - "... | \n", - "... | \n", - "... | \n", - "
Dominica | \n", - "1 | \n", - "1 | \n", - "100.000000 | \n", - "
Tonga | \n", - "1 | \n", - "0 | \n", - "0.000000 | \n", - "
Sao Tome and Principe | \n", - "1 | \n", - "1 | \n", - "100.000000 | \n", - "
Saint Kitts and Nevis | \n", - "1 | \n", - "0 | \n", - "0.000000 | \n", - "
Brunei Darussalam | \n", - "1 | \n", - "0 | \n", - "0.000000 | \n", - "
179 rows × 3 columns
\n", - "\n", - " | NumRespondents | \n", - "NumKnowsPython | \n", - "PctKnowsPython | \n", - "
---|---|---|---|
Sao Tome and Principe | \n", - "1 | \n", - "1 | \n", - "100.000000 | \n", - "
Dominica | \n", - "1 | \n", - "1 | \n", - "100.000000 | \n", - "
Timor-Leste | \n", - "1 | \n", - "1 | \n", - "100.000000 | \n", - "
Niger | \n", - "1 | \n", - "1 | \n", - "100.000000 | \n", - "
Turkmenistan | \n", - "7 | \n", - "6 | \n", - "85.714286 | \n", - "
Mauritania | \n", - "7 | \n", - "5 | \n", - "71.428571 | \n", - "
Guinea | \n", - "3 | \n", - "2 | \n", - "66.666667 | \n", - "
Guyana | \n", - "3 | \n", - "2 | \n", - "66.666667 | \n", - "
Bahamas | \n", - "3 | \n", - "2 | \n", - "66.666667 | \n", - "
Uganda | \n", - "72 | \n", - "47 | \n", - "65.277778 | \n", - "
Iceland | \n", - "49 | \n", - "30 | \n", - "61.224490 | \n", - "
Benin | \n", - "5 | \n", - "3 | \n", - "60.000000 | \n", - "
Namibia | \n", - "5 | \n", - "3 | \n", - "60.000000 | \n", - "
Haiti | \n", - "5 | \n", - "3 | \n", - "60.000000 | \n", - "
Congo, Republic of the... | \n", - "7 | \n", - "4 | \n", - "57.142857 | \n", - "
Oman | \n", - "11 | \n", - "6 | \n", - "54.545455 | \n", - "
Cuba | \n", - "30 | \n", - "16 | \n", - "53.333333 | \n", - "
Republic of Korea | \n", - "39 | \n", - "20 | \n", - "51.282051 | \n", - "
Bhutan | \n", - "2 | \n", - "1 | \n", - "50.000000 | \n", - "
Seychelles | \n", - "2 | \n", - "1 | \n", - "50.000000 | \n", - "
Sierra Leone | \n", - "2 | \n", - "1 | \n", - "50.000000 | \n", - "
Monaco | \n", - "4 | \n", - "2 | \n", - "50.000000 | \n", - "
San Marino | \n", - "2 | \n", - "1 | \n", - "50.000000 | \n", - "
South Korea | \n", - "160 | \n", - "80 | \n", - "50.000000 | \n", - "
Chile | \n", - "206 | \n", - "102 | \n", - "49.514563 | \n", - "
Finland | \n", - "546 | \n", - "266 | \n", - "48.717949 | \n", - "
Kenya | \n", - "249 | \n", - "120 | \n", - "48.192771 | \n", - "
United States | \n", - "20949 | \n", - "10083 | \n", - "48.131176 | \n", - "
Israel | \n", - "952 | \n", - "457 | \n", - "48.004202 | \n", - "
Ecuador | \n", - "82 | \n", - "39 | \n", - "47.560976 | \n", - "
Montenegro | \n", - "17 | \n", - "8 | \n", - "47.058824 | \n", - "
Mongolia | \n", - "17 | \n", - "8 | \n", - "47.058824 | \n", - "
Taiwan | \n", - "187 | \n", - "88 | \n", - "47.058824 | \n", - "
Switzerland | \n", - "978 | \n", - "460 | \n", - "47.034765 | \n", - "
United Republic of Tanzania | \n", - "32 | \n", - "15 | \n", - "46.875000 | \n", - "
Hong Kong (S.A.R.) | \n", - "188 | \n", - "88 | \n", - "46.808511 | \n", - "
Japan | \n", - "391 | \n", - "182 | \n", - "46.547315 | \n", - "
Maldives | \n", - "13 | \n", - "6 | \n", - "46.153846 | \n", - "
Canada | \n", - "3395 | \n", - "1558 | \n", - "45.891016 | \n", - "
Singapore | \n", - "303 | \n", - "139 | \n", - "45.874587 | \n", - "
New Zealand | \n", - "524 | \n", - "236 | \n", - "45.038168 | \n", - "
China | \n", - "664 | \n", - "297 | \n", - "44.728916 | \n", - "
Honduras | \n", - "27 | \n", - "12 | \n", - "44.444444 | \n", - "
France | \n", - "2391 | \n", - "1054 | \n", - "44.081974 | \n", - "
Iraq | \n", - "39 | \n", - "17 | \n", - "43.589744 | \n", - "
Thailand | \n", - "214 | \n", - "92 | \n", - "42.990654 | \n", - "
Democratic Republic of the Congo | \n", - "7 | \n", - "3 | \n", - "42.857143 | \n", - "
Nepal | \n", - "237 | \n", - "101 | \n", - "42.616034 | \n", - "
Estonia | \n", - "195 | \n", - "82 | \n", - "42.051282 | \n", - "
Russian Federation | \n", - "1694 | \n", - "708 | \n", - "41.794569 | \n", - "
\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
1 | \n", - "I am a student who is learning to code | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, and not looking for work | \n", - "United Kingdom | \n", - "No | \n", - "Primary/elementary school | \n", - "NaN | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "NaN | \n", - "4 | \n", - "10 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;Java;JavaScript;Python | \n", - "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", - "SQLite | \n", - "MySQL | \n", - "MacOS;Windows | \n", - "Android;Arduino;Windows | \n", - "Django;Flask | \n", - "Flask;jQuery | \n", - "Node.js | \n", - "Node.js | \n", - "IntelliJ;Notepad++;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Fortunately, someone else has that title | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "No | \n", - "NaN | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, and I don't know what those are | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "14.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
2 | \n", - "I am a student who is learning to code | \n", - "No | \n", - "Less than once per year | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, but looking for work | \n", - "Bosnia and Herzegovina | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "Developer, desktop or enterprise applications;... | \n", - "NaN | \n", - "17 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am actively looking for a job | \n", - "I've never had a job | \n", - "NaN | \n", - "NaN | \n", - "Financial performance or funding status of the... | \n", - "Something else changed (education, award, medi... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "C++;HTML/CSS;Python | \n", - "C++;HTML/CSS;JavaScript;SQL | \n", - "NaN | \n", - "MySQL | \n", - "Windows | \n", - "Windows | \n", - "Django | \n", - "Django | \n", - "NaN | \n", - "NaN | \n", - "Atom;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "19.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
3 | \n", - "I am not primarily a developer, but I write co... | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "Thailand | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Web development or web design | \n", - "Taught yourself a new language, framework, or ... | \n", - "100 to 499 employees | \n", - "Designer;Developer, back-end;Developer, front-... | \n", - "3 | \n", - "22 | \n", - "1 | \n", - "Slightly satisfied | \n", - "Slightly satisfied | \n", - "Not at all confident | \n", - "Not sure | \n", - "Not sure | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Interview with people in peer roles | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "THB | \n", - "Thai baht | \n", - "23000.0 | \n", - "Monthly | \n", - "8820.0 | \n", - "40.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "Distracting work environment;Inadequate access... | \n", - "Less than once per month / Never | \n", - "Home | \n", - "Average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Not sure | \n", - "I have little or no influence | \n", - "HTML/CSS | \n", - "Elixir;HTML/CSS | \n", - "PostgreSQL | \n", - "PostgreSQL | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Other(s): | \n", - "NaN | \n", - "NaN | \n", - "Vim;Visual Studio Code | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2011 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "6-10 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "28.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "Yes | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
4 | \n", - "I am a developer by profession | \n", - "No | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "United States | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "100 to 499 employees | \n", - "Developer, full-stack | \n", - "3 | \n", - "16 | \n", - "Less than 1 year | \n", - "Very satisfied | \n", - "Slightly satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "USD | \n", - "United States dollar | \n", - "61000.0 | \n", - "Yearly | \n", - "61000.0 | \n", - "80.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "Less than once per month / Never | \n", - "Home | \n", - "A little below average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Developers typically have the most influence o... | \n", - "I have little or no influence | \n", - "C;C++;C#;Python;SQL | \n", - "C;C#;JavaScript;SQL | \n", - "MySQL;SQLite | \n", - "MySQL;SQLite | \n", - "Linux;Windows | \n", - "Linux;Windows | \n", - "NaN | \n", - "NaN | \n", - ".NET | \n", - ".NET | \n", - "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", - "Windows | \n", - "I do not use containers | \n", - "Not at all | \n", - "Useful for decentralized currency (i.e., Bitcoin) | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2014 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Pass the ti... | \n", - "1-2 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "No, not really | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "22.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
5 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "Ukraine | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "10,000 or more employees | \n", - "Academic researcher;Developer, desktop or ente... | \n", - "16 | \n", - "14 | \n", - "9 | \n", - "Very dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "No | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write any code;Write code by hand (e.g., on a ... | \n", - "No | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "I was preparing for a job search | \n", - "UAH | \n", - "Ukrainian hryvnia | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "55.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Being tasked with non-development work;Inadequ... | \n", - "A few days each month | \n", - "Office | \n", - "A little above average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's part of our process | \n", - "Not sure | \n", - "I have little or no influence | \n", - "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", - "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", - "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", - "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", - "Android;Linux;MacOS;Slack;Windows | \n", - "Android;Docker;Kubernetes;Linux;Slack | \n", - "Django;Express;Flask;jQuery;React.js;Spring | \n", - "Flask;jQuery;React.js;Spring | \n", - "Cordova;Node.js | \n", - "Apache Spark;Hadoop;Node.js;React Native | \n", - "IntelliJ;Notepad++;Vim | \n", - "Linux-based | \n", - "Outside of work, for personal projects | \n", - "Not at all | \n", - "NaN | \n", - "Yes | \n", - "Also Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "I don't remember | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was much faster | \n", - "NaN | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "30.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent;Multiracial | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
\n", - " | first | \n", - "last | \n", - "age | \n", - "|
---|---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "33 | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "55 | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "63 | \n", - "
3 | \n", - "Chris | \n", - "Schafer | \n", - "None | \n", - "36 | \n", - "
4 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "None | \n", - "
5 | \n", - "None | \n", - "NaN | \n", - "Anonymous@email.com | \n", - "None | \n", - "
6 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "
\n", - " | first | \n", - "last | \n", - "age | \n", - "|
---|---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "33 | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "55 | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "63 | \n", - "
\n", - " | first | \n", - "last | \n", - "age | \n", - "|
---|---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "33 | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "55 | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "63 | \n", - "
3 | \n", - "Chris | \n", - "Schafer | \n", - "None | \n", - "36 | \n", - "
5 | \n", - "None | \n", - "NaN | \n", - "Anonymous@email.com | \n", - "None | \n", - "
\n", - " | first | \n", - "last | \n", - "age | \n", - "|
---|---|---|---|---|
0 | \n", - "False | \n", - "False | \n", - "False | \n", - "False | \n", - "
1 | \n", - "False | \n", - "False | \n", - "False | \n", - "False | \n", - "
2 | \n", - "False | \n", - "False | \n", - "False | \n", - "False | \n", - "
3 | \n", - "False | \n", - "False | \n", - "True | \n", - "False | \n", - "
4 | \n", - "True | \n", - "True | \n", - "True | \n", - "True | \n", - "
5 | \n", - "True | \n", - "True | \n", - "False | \n", - "True | \n", - "
6 | \n", - "True | \n", - "True | \n", - "True | \n", - "True | \n", - "
\n", - " | first | \n", - "last | \n", - "age | \n", - "|
---|---|---|---|---|
0 | \n", - "Corey | \n", - "Schafer | \n", - "CoreyMSchafer@gmail.com | \n", - "33 | \n", - "
1 | \n", - "Jane | \n", - "Doe | \n", - "JaneDoe@email.com | \n", - "55 | \n", - "
2 | \n", - "John | \n", - "Doe | \n", - "JohnDoe@email.com | \n", - "63 | \n", - "
3 | \n", - "Chris | \n", - "Schafer | \n", - "0 | \n", - "36 | \n", - "
4 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
5 | \n", - "0 | \n", - "0 | \n", - "Anonymous@email.com | \n", - "0 | \n", - "
6 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "0 | \n", - "
\n", - " | Date | \n", - "Symbol | \n", - "Open | \n", - "High | \n", - "Low | \n", - "Close | \n", - "Volume | \n", - "
---|---|---|---|---|---|---|---|
0 | \n", - "2020-03-13 20:00:00 | \n", - "ETHUSD | \n", - "129.94 | \n", - "131.82 | \n", - "126.87 | \n", - "128.71 | \n", - "1940673.93 | \n", - "
1 | \n", - "2020-03-13 19:00:00 | \n", - "ETHUSD | \n", - "119.51 | \n", - "132.02 | \n", - "117.10 | \n", - "129.94 | \n", - "7579741.09 | \n", - "
2 | \n", - "2020-03-13 18:00:00 | \n", - "ETHUSD | \n", - "124.47 | \n", - "124.85 | \n", - "115.50 | \n", - "119.51 | \n", - "4898735.81 | \n", - "
3 | \n", - "2020-03-13 17:00:00 | \n", - "ETHUSD | \n", - "124.08 | \n", - "127.42 | \n", - "121.63 | \n", - "124.47 | \n", - "2753450.92 | \n", - "
4 | \n", - "2020-03-13 16:00:00 | \n", - "ETHUSD | \n", - "124.85 | \n", - "129.51 | \n", - "120.17 | \n", - "124.08 | \n", - "4461424.71 | \n", - "
\n", - " | Date | \n", - "Symbol | \n", - "Open | \n", - "High | \n", - "Low | \n", - "Close | \n", - "Volume | \n", - "DayOfWeek | \n", - "
---|---|---|---|---|---|---|---|---|
0 | \n", - "2020-03-13 20:00:00 | \n", - "ETHUSD | \n", - "129.94 | \n", - "131.82 | \n", - "126.87 | \n", - "128.71 | \n", - "1940673.93 | \n", - "Friday | \n", - "
1 | \n", - "2020-03-13 19:00:00 | \n", - "ETHUSD | \n", - "119.51 | \n", - "132.02 | \n", - "117.10 | \n", - "129.94 | \n", - "7579741.09 | \n", - "Friday | \n", - "
2 | \n", - "2020-03-13 18:00:00 | \n", - "ETHUSD | \n", - "124.47 | \n", - "124.85 | \n", - "115.50 | \n", - "119.51 | \n", - "4898735.81 | \n", - "Friday | \n", - "
3 | \n", - "2020-03-13 17:00:00 | \n", - "ETHUSD | \n", - "124.08 | \n", - "127.42 | \n", - "121.63 | \n", - "124.47 | \n", - "2753450.92 | \n", - "Friday | \n", - "
4 | \n", - "2020-03-13 16:00:00 | \n", - "ETHUSD | \n", - "124.85 | \n", - "129.51 | \n", - "120.17 | \n", - "124.08 | \n", - "4461424.71 | \n", - "Friday | \n", - "
... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
23669 | \n", - "2017-07-01 15:00:00 | \n", - "ETHUSD | \n", - "265.74 | \n", - "272.74 | \n", - "265.00 | \n", - "272.57 | \n", - "1500282.55 | \n", - "Saturday | \n", - "
23670 | \n", - "2017-07-01 14:00:00 | \n", - "ETHUSD | \n", - "268.79 | \n", - "269.90 | \n", - "265.00 | \n", - "265.74 | \n", - "1702536.85 | \n", - "Saturday | \n", - "
23671 | \n", - "2017-07-01 13:00:00 | \n", - "ETHUSD | \n", - "274.83 | \n", - "274.93 | \n", - "265.00 | \n", - "268.79 | \n", - "3010787.99 | \n", - "Saturday | \n", - "
23672 | \n", - "2017-07-01 12:00:00 | \n", - "ETHUSD | \n", - "275.01 | \n", - "275.01 | \n", - "271.00 | \n", - "274.83 | \n", - "824362.87 | \n", - "Saturday | \n", - "
23673 | \n", - "2017-07-01 11:00:00 | \n", - "ETHUSD | \n", - "279.98 | \n", - "279.99 | \n", - "272.10 | \n", - "275.01 | \n", - "679358.87 | \n", - "Saturday | \n", - "
23674 rows × 8 columns
\n", - "\n", - " | Date | \n", - "Symbol | \n", - "Open | \n", - "High | \n", - "Low | \n", - "Close | \n", - "Volume | \n", - "DayOfWeek | \n", - "
---|---|---|---|---|---|---|---|---|
1749 | \n", - "2019-12-31 23:00:00 | \n", - "ETHUSD | \n", - "128.33 | \n", - "128.69 | \n", - "128.14 | \n", - "128.54 | \n", - "440678.91 | \n", - "Tuesday | \n", - "
1750 | \n", - "2019-12-31 22:00:00 | \n", - "ETHUSD | \n", - "128.38 | \n", - "128.69 | \n", - "127.95 | \n", - "128.33 | \n", - "554646.02 | \n", - "Tuesday | \n", - "
1751 | \n", - "2019-12-31 21:00:00 | \n", - "ETHUSD | \n", - "127.86 | \n", - "128.43 | \n", - "127.72 | \n", - "128.38 | \n", - "350155.69 | \n", - "Tuesday | \n", - "
1752 | \n", - "2019-12-31 20:00:00 | \n", - "ETHUSD | \n", - "127.84 | \n", - "128.34 | \n", - "127.71 | \n", - "127.86 | \n", - "428183.38 | \n", - "Tuesday | \n", - "
1753 | \n", - "2019-12-31 19:00:00 | \n", - "ETHUSD | \n", - "128.69 | \n", - "128.69 | \n", - "127.60 | \n", - "127.84 | \n", - "1169847.84 | \n", - "Tuesday | \n", - "
... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
10504 | \n", - "2019-01-01 04:00:00 | \n", - "ETHUSD | \n", - "130.75 | \n", - "133.96 | \n", - "130.74 | \n", - "131.96 | \n", - "2791135.37 | \n", - "Tuesday | \n", - "
10505 | \n", - "2019-01-01 03:00:00 | \n", - "ETHUSD | \n", - "130.06 | \n", - "130.79 | \n", - "130.06 | \n", - "130.75 | \n", - "503732.63 | \n", - "Tuesday | \n", - "
10506 | \n", - "2019-01-01 02:00:00 | \n", - "ETHUSD | \n", - "130.79 | \n", - "130.88 | \n", - "129.55 | \n", - "130.06 | \n", - "838183.43 | \n", - "Tuesday | \n", - "
10507 | \n", - "2019-01-01 01:00:00 | \n", - "ETHUSD | \n", - "131.62 | \n", - "131.62 | \n", - "130.77 | \n", - "130.79 | \n", - "434917.99 | \n", - "Tuesday | \n", - "
10508 | \n", - "2019-01-01 00:00:00 | \n", - "ETHUSD | \n", - "130.53 | \n", - "131.91 | \n", - "130.48 | \n", - "131.62 | \n", - "1067136.21 | \n", - "Tuesday | \n", - "
8760 rows × 8 columns
\n", - "\n", - " | Symbol | \n", - "Open | \n", - "High | \n", - "Low | \n", - "Close | \n", - "Volume | \n", - "DayOfWeek | \n", - "
---|---|---|---|---|---|---|---|
Date | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
2020-03-13 20:00:00 | \n", - "ETHUSD | \n", - "129.94 | \n", - "131.82 | \n", - "126.87 | \n", - "128.71 | \n", - "1940673.93 | \n", - "Friday | \n", - "
2020-03-13 19:00:00 | \n", - "ETHUSD | \n", - "119.51 | \n", - "132.02 | \n", - "117.10 | \n", - "129.94 | \n", - "7579741.09 | \n", - "Friday | \n", - "
2020-03-13 18:00:00 | \n", - "ETHUSD | \n", - "124.47 | \n", - "124.85 | \n", - "115.50 | \n", - "119.51 | \n", - "4898735.81 | \n", - "Friday | \n", - "
2020-03-13 17:00:00 | \n", - "ETHUSD | \n", - "124.08 | \n", - "127.42 | \n", - "121.63 | \n", - "124.47 | \n", - "2753450.92 | \n", - "Friday | \n", - "
2020-03-13 16:00:00 | \n", - "ETHUSD | \n", - "124.85 | \n", - "129.51 | \n", - "120.17 | \n", - "124.08 | \n", - "4461424.71 | \n", - "Friday | \n", - "
... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
2017-07-01 15:00:00 | \n", - "ETHUSD | \n", - "265.74 | \n", - "272.74 | \n", - "265.00 | \n", - "272.57 | \n", - "1500282.55 | \n", - "Saturday | \n", - "
2017-07-01 14:00:00 | \n", - "ETHUSD | \n", - "268.79 | \n", - "269.90 | \n", - "265.00 | \n", - "265.74 | \n", - "1702536.85 | \n", - "Saturday | \n", - "
2017-07-01 13:00:00 | \n", - "ETHUSD | \n", - "274.83 | \n", - "274.93 | \n", - "265.00 | \n", - "268.79 | \n", - "3010787.99 | \n", - "Saturday | \n", - "
2017-07-01 12:00:00 | \n", - "ETHUSD | \n", - "275.01 | \n", - "275.01 | \n", - "271.00 | \n", - "274.83 | \n", - "824362.87 | \n", - "Saturday | \n", - "
2017-07-01 11:00:00 | \n", - "ETHUSD | \n", - "279.98 | \n", - "279.99 | \n", - "272.10 | \n", - "275.01 | \n", - "679358.87 | \n", - "Saturday | \n", - "
23674 rows × 7 columns
\n", - "\n", - " | Symbol | \n", - "Open | \n", - "High | \n", - "Low | \n", - "Close | \n", - "Volume | \n", - "DayOfWeek | \n", - "
---|---|---|---|---|---|---|---|
Date | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
2019-12-31 23:00:00 | \n", - "ETHUSD | \n", - "128.33 | \n", - "128.69 | \n", - "128.14 | \n", - "128.54 | \n", - "440678.91 | \n", - "Tuesday | \n", - "
2019-12-31 22:00:00 | \n", - "ETHUSD | \n", - "128.38 | \n", - "128.69 | \n", - "127.95 | \n", - "128.33 | \n", - "554646.02 | \n", - "Tuesday | \n", - "
2019-12-31 21:00:00 | \n", - "ETHUSD | \n", - "127.86 | \n", - "128.43 | \n", - "127.72 | \n", - "128.38 | \n", - "350155.69 | \n", - "Tuesday | \n", - "
2019-12-31 20:00:00 | \n", - "ETHUSD | \n", - "127.84 | \n", - "128.34 | \n", - "127.71 | \n", - "127.86 | \n", - "428183.38 | \n", - "Tuesday | \n", - "
2019-12-31 19:00:00 | \n", - "ETHUSD | \n", - "128.69 | \n", - "128.69 | \n", - "127.60 | \n", - "127.84 | \n", - "1169847.84 | \n", - "Tuesday | \n", - "
... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
2019-01-01 04:00:00 | \n", - "ETHUSD | \n", - "130.75 | \n", - "133.96 | \n", - "130.74 | \n", - "131.96 | \n", - "2791135.37 | \n", - "Tuesday | \n", - "
2019-01-01 03:00:00 | \n", - "ETHUSD | \n", - "130.06 | \n", - "130.79 | \n", - "130.06 | \n", - "130.75 | \n", - "503732.63 | \n", - "Tuesday | \n", - "
2019-01-01 02:00:00 | \n", - "ETHUSD | \n", - "130.79 | \n", - "130.88 | \n", - "129.55 | \n", - "130.06 | \n", - "838183.43 | \n", - "Tuesday | \n", - "
2019-01-01 01:00:00 | \n", - "ETHUSD | \n", - "131.62 | \n", - "131.62 | \n", - "130.77 | \n", - "130.79 | \n", - "434917.99 | \n", - "Tuesday | \n", - "
2019-01-01 00:00:00 | \n", - "ETHUSD | \n", - "130.53 | \n", - "131.91 | \n", - "130.48 | \n", - "131.62 | \n", - "1067136.21 | \n", - "Tuesday | \n", - "
8760 rows × 7 columns
\n", - "\n", - " | Symbol | \n", - "Open | \n", - "High | \n", - "Low | \n", - "Close | \n", - "Volume | \n", - "DayOfWeek | \n", - "
---|---|---|---|---|---|---|---|
Date | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
2020-02-29 23:00:00 | \n", - "ETHUSD | \n", - "223.35 | \n", - "223.58 | \n", - "216.83 | \n", - "217.31 | \n", - "1927939.88 | \n", - "Saturday | \n", - "
2020-02-29 22:00:00 | \n", - "ETHUSD | \n", - "223.48 | \n", - "223.59 | \n", - "222.14 | \n", - "223.35 | \n", - "535998.57 | \n", - "Saturday | \n", - "
2020-02-29 21:00:00 | \n", - "ETHUSD | \n", - "224.63 | \n", - "225.14 | \n", - "222.74 | \n", - "223.48 | \n", - "561158.03 | \n", - "Saturday | \n", - "
2020-02-29 20:00:00 | \n", - "ETHUSD | \n", - "225.31 | \n", - "225.33 | \n", - "223.50 | \n", - "224.63 | \n", - "511648.65 | \n", - "Saturday | \n", - "
2020-02-29 19:00:00 | \n", - "ETHUSD | \n", - "225.09 | \n", - "225.85 | \n", - "223.87 | \n", - "225.31 | \n", - "1250856.20 | \n", - "Saturday | \n", - "
... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
2020-01-01 04:00:00 | \n", - "ETHUSD | \n", - "129.57 | \n", - "130.00 | \n", - "129.50 | \n", - "129.56 | \n", - "702786.82 | \n", - "Wednesday | \n", - "
2020-01-01 03:00:00 | \n", - "ETHUSD | \n", - "130.37 | \n", - "130.44 | \n", - "129.38 | \n", - "129.57 | \n", - "496704.23 | \n", - "Wednesday | \n", - "
2020-01-01 02:00:00 | \n", - "ETHUSD | \n", - "130.14 | \n", - "130.50 | \n", - "129.91 | \n", - "130.37 | \n", - "396315.72 | \n", - "Wednesday | \n", - "
2020-01-01 01:00:00 | \n", - "ETHUSD | \n", - "128.34 | \n", - "130.14 | \n", - "128.32 | \n", - "130.14 | \n", - "635419.40 | \n", - "Wednesday | \n", - "
2020-01-01 00:00:00 | \n", - "ETHUSD | \n", - "128.54 | \n", - "128.54 | \n", - "128.12 | \n", - "128.34 | \n", - "245119.91 | \n", - "Wednesday | \n", - "
1440 rows × 7 columns
\n", - "\n", - " | Open | \n", - "High | \n", - "Low | \n", - "Close | \n", - "Volume | \n", - "
---|---|---|---|---|---|
Date | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
2017-07-02 | \n", - "268.066486 | \n", - "271.124595 | \n", - "264.819730 | \n", - "268.202162 | \n", - "2.185035e+06 | \n", - "
2017-07-09 | \n", - "261.337024 | \n", - "262.872917 | \n", - "259.186190 | \n", - "261.062083 | \n", - "1.337349e+06 | \n", - "
2017-07-16 | \n", - "196.193214 | \n", - "199.204405 | \n", - "192.722321 | \n", - "195.698393 | \n", - "2.986756e+06 | \n", - "
2017-07-23 | \n", - "212.351429 | \n", - "215.779286 | \n", - "209.126310 | \n", - "212.783750 | \n", - "4.298593e+06 | \n", - "
2017-07-30 | \n", - "203.496190 | \n", - "205.110357 | \n", - "201.714048 | \n", - "203.309524 | \n", - "1.581729e+06 | \n", - "
... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
2020-02-16 | \n", - "255.021667 | \n", - "257.255238 | \n", - "252.679762 | \n", - "255.198452 | \n", - "2.329087e+06 | \n", - "
2020-02-23 | \n", - "265.220833 | \n", - "267.263690 | \n", - "262.948512 | \n", - "265.321905 | \n", - "1.826094e+06 | \n", - "
2020-03-01 | \n", - "236.720536 | \n", - "238.697500 | \n", - "234.208750 | \n", - "236.373988 | \n", - "2.198762e+06 | \n", - "
2020-03-08 | \n", - "229.923571 | \n", - "231.284583 | \n", - "228.373810 | \n", - "229.817619 | \n", - "1.628910e+06 | \n", - "
2020-03-15 | \n", - "176.937521 | \n", - "179.979487 | \n", - "172.936239 | \n", - "176.332821 | \n", - "4.259828e+06 | \n", - "
142 rows × 5 columns
\n", - "\n", - " | Close | \n", - "High | \n", - "Low | \n", - "Volume | \n", - "
---|---|---|---|---|
Date | \n", - "\n", - " | \n", - " | \n", - " | \n", - " |
2017-07-02 | \n", - "268.202162 | \n", - "293.73 | \n", - "253.23 | \n", - "8.084631e+07 | \n", - "
2017-07-09 | \n", - "261.062083 | \n", - "285.00 | \n", - "231.25 | \n", - "2.246746e+08 | \n", - "
2017-07-16 | \n", - "195.698393 | \n", - "240.33 | \n", - "130.26 | \n", - "5.017750e+08 | \n", - "
2017-07-23 | \n", - "212.783750 | \n", - "249.40 | \n", - "153.25 | \n", - "7.221637e+08 | \n", - "
2017-07-30 | \n", - "203.309524 | \n", - "229.99 | \n", - "178.03 | \n", - "2.657305e+08 | \n", - "
... | \n", - "... | \n", - "... | \n", - "... | \n", - "... | \n", - "
2020-02-16 | \n", - "255.198452 | \n", - "290.00 | \n", - "216.31 | \n", - "3.912867e+08 | \n", - "
2020-02-23 | \n", - "265.321905 | \n", - "287.13 | \n", - "242.36 | \n", - "3.067838e+08 | \n", - "
2020-03-01 | \n", - "236.373988 | \n", - "278.13 | \n", - "209.26 | \n", - "3.693920e+08 | \n", - "
2020-03-08 | \n", - "229.817619 | \n", - "253.01 | \n", - "196.00 | \n", - "2.736569e+08 | \n", - "
2020-03-15 | \n", - "176.332821 | \n", - "208.65 | \n", - "90.00 | \n", - "4.983998e+08 | \n", - "
142 rows × 4 columns
\n", - "\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
1 | \n", - "I am a student who is learning to code | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, and not looking for work | \n", - "United Kingdom | \n", - "No | \n", - "Primary/elementary school | \n", - "NaN | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "NaN | \n", - "4 | \n", - "10 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "HTML/CSS;Java;JavaScript;Python | \n", - "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", - "SQLite | \n", - "MySQL | \n", - "MacOS;Windows | \n", - "Android;Arduino;Windows | \n", - "Django;Flask | \n", - "Flask;jQuery | \n", - "Node.js | \n", - "Node.js | \n", - "IntelliJ;Notepad++;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Fortunately, someone else has that title | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "A few times per month or weekly | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "No | \n", - "NaN | \n", - "No, I didn't know that Stack Overflow had a jo... | \n", - "No, and I don't know what those are | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "14.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
2 | \n", - "I am a student who is learning to code | \n", - "No | \n", - "Less than once per year | \n", - "The quality of OSS and closed source software ... | \n", - "Not employed, but looking for work | \n", - "Bosnia and Herzegovina | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "Developer, desktop or enterprise applications;... | \n", - "NaN | \n", - "17 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I am actively looking for a job | \n", - "I've never had a job | \n", - "NaN | \n", - "NaN | \n", - "Financial performance or funding status of the... | \n", - "Something else changed (education, award, medi... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "C++;HTML/CSS;Python | \n", - "C++;HTML/CSS;JavaScript;SQL | \n", - "NaN | \n", - "MySQL | \n", - "Windows | \n", - "Windows | \n", - "Django | \n", - "Django | \n", - "NaN | \n", - "NaN | \n", - "Atom;PyCharm | \n", - "Windows | \n", - "I do not use containers | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "Online | \n", - "Username | \n", - "2017 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was much faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "19.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "No | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
3 | \n", - "I am not primarily a developer, but I write co... | \n", - "Yes | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "Thailand | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Web development or web design | \n", - "Taught yourself a new language, framework, or ... | \n", - "100 to 499 employees | \n", - "Designer;Developer, back-end;Developer, front-... | \n", - "3 | \n", - "22 | \n", - "1 | \n", - "Slightly satisfied | \n", - "Slightly satisfied | \n", - "Not at all confident | \n", - "Not sure | \n", - "Not sure | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Interview with people in peer roles | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "THB | \n", - "Thai baht | \n", - "23000.0 | \n", - "Monthly | \n", - "8820.0 | \n", - "40.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "Distracting work environment;Inadequate access... | \n", - "Less than once per month / Never | \n", - "Home | \n", - "Average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Not sure | \n", - "I have little or no influence | \n", - "HTML/CSS | \n", - "Elixir;HTML/CSS | \n", - "PostgreSQL | \n", - "PostgreSQL | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Other(s): | \n", - "NaN | \n", - "NaN | \n", - "Vim;Visual Studio Code | \n", - "Linux-based | \n", - "I do not use containers | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2011 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "6-10 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Neutral | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "28.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "Yes | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "|
4 | \n", - "I am a developer by profession | \n", - "No | \n", - "Never | \n", - "The quality of OSS and closed source software ... | \n", - "Employed full-time | \n", - "United States | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "100 to 499 employees | \n", - "Developer, full-stack | \n", - "3 | \n", - "16 | \n", - "Less than 1 year | \n", - "Very satisfied | \n", - "Slightly satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "I was preparing for a job search | \n", - "USD | \n", - "United States dollar | \n", - "61000.0 | \n", - "Yearly | \n", - "61000.0 | \n", - "80.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "Less than once per month / Never | \n", - "Home | \n", - "A little below average | \n", - "No | \n", - "NaN | \n", - "No, but I think we should | \n", - "Developers typically have the most influence o... | \n", - "I have little or no influence | \n", - "C;C++;C#;Python;SQL | \n", - "C;C#;JavaScript;SQL | \n", - "MySQL;SQLite | \n", - "MySQL;SQLite | \n", - "Linux;Windows | \n", - "Linux;Windows | \n", - "NaN | \n", - "NaN | \n", - ".NET | \n", - ".NET | \n", - "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", - "Windows | \n", - "I do not use containers | \n", - "Not at all | \n", - "Useful for decentralized currency (i.e., Bitcoin) | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "2014 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Pass the ti... | \n", - "1-2 times per week | \n", - "Stack Overflow was much faster | \n", - "31-60 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "No, not really | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "22.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "|
5 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "Ukraine | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taken an online course in programming or softw... | \n", - "10,000 or more employees | \n", - "Academic researcher;Developer, desktop or ente... | \n", - "16 | \n", - "14 | \n", - "9 | \n", - "Very dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "No | \n", - "I am not interested in new job opportunities | \n", - "Less than a year ago | \n", - "Write any code;Write code by hand (e.g., on a ... | \n", - "No | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "I was preparing for a job search | \n", - "UAH | \n", - "Ukrainian hryvnia | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "55.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Being tasked with non-development work;Inadequ... | \n", - "A few days each month | \n", - "Office | \n", - "A little above average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's part of our process | \n", - "Not sure | \n", - "I have little or no influence | \n", - "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", - "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", - "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", - "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", - "Android;Linux;MacOS;Slack;Windows | \n", - "Android;Docker;Kubernetes;Linux;Slack | \n", - "Django;Express;Flask;jQuery;React.js;Spring | \n", - "Flask;jQuery;React.js;Spring | \n", - "Cordova;Node.js | \n", - "Apache Spark;Hadoop;Node.js;React Native | \n", - "IntelliJ;Notepad++;Vim | \n", - "Linux-based | \n", - "Outside of work, for personal projects | \n", - "Not at all | \n", - "NaN | \n", - "Yes | \n", - "Also Yes | \n", - "Yes | \n", - "In real life (in person) | \n", - "Username | \n", - "I don't remember | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was much faster | \n", - "NaN | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech meetups or events in your area;Courses on... | \n", - "30.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "White or of European descent;Multiracial | \n", - "No | \n", - "Appropriate in length | \n", - "Easy | \n", - "
\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
8 | \n", - "I code primarily as a hobby | \n", - "Yes | \n", - "Less than once per year | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Not employed, but looking for work | \n", - "India | \n", - "NaN | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "Developer, back-end;Engineer, site reliability | \n", - "8 | \n", - "16 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", - "Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P... | \n", - "Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R... | \n", - "Cassandra;DynamoDB;Elasticsearch;Firebase;Mong... | \n", - "AWS;Docker;Heroku;Linux;MacOS;Slack | \n", - "Android;Arduino;AWS;Docker;Google Cloud Platfo... | \n", - "Express;Flask;React.js;Spring | \n", - "Django;Express;Flask;React.js;Vue.js | \n", - "Hadoop;Node.js;Pandas | \n", - "Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda... | \n", - "Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual... | \n", - "Linux-based | \n", - "Development;Testing;Production;Outside of work... | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "YouTube | \n", - "In real life (in person) | \n", - "Handle | \n", - "2012 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "Less than once per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "Yes, definitely | \n", - "A lot more welcome now than last year | \n", - "Tech articles written by other developers;Indu... | \n", - "24.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "NaN | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "
10 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", - "NaN | \n", - "NaN | \n", - "10,000 or more employees | \n", - "Data or business analyst;Data scientist or mac... | \n", - "12 | \n", - "20 | \n", - "10 | \n", - "Slightly dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "Yes | \n", - "I’m not actively looking, but I am open to new... | \n", - "3-4 years ago | \n", - "NaN | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "NaN | \n", - "INR | \n", - "Indian rupee | \n", - "950000.0 | \n", - "Yearly | \n", - "13293.0 | \n", - "70.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "A few days each month | \n", - "Home | \n", - "Far above average | \n", - "Yes, because I see value in code review | \n", - "4.0 | \n", - "Yes, it's part of our process | \n", - "NaN | \n", - "NaN | \n", - "C#;Go;JavaScript;Python;R;SQL | \n", - "C#;Go;JavaScript;Kotlin;Python;R;SQL | \n", - "Elasticsearch;MongoDB;Microsoft SQL Server;MyS... | \n", - "Elasticsearch;MongoDB;Microsoft SQL Server | \n", - "Linux;Windows | \n", - "Android;Linux;Raspberry Pi;Windows | \n", - "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", - "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", - ".NET;Node.js;Pandas;Torch/PyTorch | \n", - ".NET;Node.js;TensorFlow;Torch/PyTorch | \n", - "Android Studio;Eclipse;IPython / Jupyter;Notep... | \n", - "Windows | \n", - "NaN | \n", - "Not at all | \n", - "Useful for immutable record keeping outside of... | \n", - "No | \n", - "Yes | \n", - "Yes | \n", - "YouTube | \n", - "Neither | \n", - "Screen Name | \n", - "NaN | \n", - "Multiple times per day | \n", - "Find answers to specific questions;Get a sense... | \n", - "3-5 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Somewhat less welcome now than last year | \n", - "Tech articles written by other developers;Tech... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Too long | \n", - "Difficult | \n", - "
15 | \n", - "I am a student who is learning to code | \n", - "Yes | \n", - "Never | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Not employed, but looking for work | \n", - "India | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "Student | \n", - "3 | \n", - "13 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I’m not actively looking, but I am open to new... | \n", - "I've never had a job | \n", - "NaN | \n", - "NaN | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "Something else changed (education, award, medi... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;... | \n", - "Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM... | \n", - "MariaDB;MySQL;Oracle;SQLite | \n", - "MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora... | \n", - "Linux;Windows | \n", - "Android;Google Cloud Platform;iOS;Linux;MacOS;... | \n", - "NaN | \n", - "Angular/Angular.js;ASP.NET;Django;Drupal;jQuer... | \n", - "NaN | \n", - ".NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr... | \n", - "Atom;NetBeans;Notepad++;Sublime Text;Vim | \n", - "Linux-based | \n", - "Development | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "What? | \n", - "YouTube | \n", - "In real life (in person) | \n", - "NaN | \n", - "2018 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "More than 10 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "20.0 | \n", - "Man | \n", - "No | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Too long | \n", - "Neither easy nor difficult | \n", - "
50 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of LOWER quality than prop... | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Another engineering discipline (ex. civil, ele... | \n", - "Received on-the-job training in software devel... | \n", - "10,000 or more employees | \n", - "Developer, back-end;DevOps specialist | \n", - "7 | \n", - "15 | \n", - "2 | \n", - "Slightly satisfied | \n", - "Very satisfied | \n", - "Very confident | \n", - "Not sure | \n", - "Yes | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Specific department or team I'd be working on;... | \n", - "I was preparing for a job search | \n", - "INR | \n", - "Indian rupee | \n", - "400000.0 | \n", - "Yearly | \n", - "5597.0 | \n", - "7.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Meetings;Time spent commuting | \n", - "Less than once per month / Never | \n", - "Other place, such as a coworking space or cafe | \n", - "Average | \n", - "No | \n", - "NaN | \n", - "Yes, it's not part of our process but the deve... | \n", - "The CTO, CIO, or other management purchase new... | \n", - "I have little or no influence | \n", - "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", - "HTML/CSS;JavaScript;Python | \n", - "Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O... | \n", - "Firebase;PostgreSQL;Redis;Other(s): | \n", - "Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo... | \n", - "AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP... | \n", - "Django;Express;Flask;jQuery | \n", - "Express;Flask;jQuery;React.js;Vue.js | \n", - "Node.js | \n", - "Node.js | \n", - "Notepad++;Visual Studio Code | \n", - "MacOS | \n", - "Testing | \n", - "Not at all | \n", - "Useful for immutable record keeping outside of... | \n", - "Yes | \n", - "Also Yes | \n", - "What? | \n", - "YouTube | \n", - "In real life (in person) | \n", - "Username | \n", - "2012 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Tech... | \n", - "23.0 | \n", - "Man | \n", - "No | \n", - "NaN | \n", - "South Asian | \n", - "No | \n", - "Too long | \n", - "Easy | \n", - "
65 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Never | \n", - "NaN | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Information systems, information technology, o... | \n", - "NaN | \n", - "20 to 99 employees | \n", - "Developer, front-end;Developer, mobile | \n", - "2 | \n", - "17 | \n", - "2 | \n", - "Very satisfied | \n", - "Very satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I’m not actively looking, but I am open to new... | \n", - "Less than a year ago | \n", - "Write any code;Solve a brain-teaser style puzz... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "My job status changed (promotion, new job, etc.) | \n", - "INR | \n", - "Indian rupee | \n", - "NaN | \n", - "Monthly | \n", - "NaN | \n", - "48.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "About half the time | \n", - "Office | \n", - "Average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's not part of our process but the deve... | \n", - "Not sure | \n", - "NaN | \n", - "Assembly;C;C++;C#;HTML/CSS;Java | \n", - "Kotlin | \n", - "Firebase;MySQL;Oracle;SQLite | \n", - "Firebase;SQLite | \n", - "Android | \n", - "Android | \n", - "ASP.NET | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Android Studio;IntelliJ | \n", - "Linux-based | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "What? | \n", - "In real life (in person) | \n", - "NaN | \n", - "2017 | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per week | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Not sure | \n", - "A lot more welcome now than last year | \n", - "NaN | \n", - "21.0 | \n", - "Man | \n", - "No | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "
\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
8 | \n", - "I code primarily as a hobby | \n", - "Yes | \n", - "Less than once per year | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Not employed, but looking for work | \n", - "India | \n", - "NaN | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taught yourself a new language, framework, or ... | \n", - "NaN | \n", - "Developer, back-end;Engineer, site reliability | \n", - "8 | \n", - "16 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", - "Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P... | \n", - "Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R... | \n", - "Cassandra;DynamoDB;Elasticsearch;Firebase;Mong... | \n", - "AWS;Docker;Heroku;Linux;MacOS;Slack | \n", - "Android;Arduino;AWS;Docker;Google Cloud Platfo... | \n", - "Express;Flask;React.js;Spring | \n", - "Django;Express;Flask;React.js;Vue.js | \n", - "Hadoop;Node.js;Pandas | \n", - "Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda... | \n", - "Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual... | \n", - "Linux-based | \n", - "Development;Testing;Production;Outside of work... | \n", - "NaN | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "YouTube | \n", - "In real life (in person) | \n", - "Handle | \n", - "2012 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "Less than once per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "Yes, definitely | \n", - "A lot more welcome now than last year | \n", - "Tech articles written by other developers;Indu... | \n", - "24.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "NaN | \n", - "NaN | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "
10 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", - "NaN | \n", - "NaN | \n", - "10,000 or more employees | \n", - "Data or business analyst;Data scientist or mac... | \n", - "12 | \n", - "20 | \n", - "10 | \n", - "Slightly dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "Yes | \n", - "I’m not actively looking, but I am open to new... | \n", - "3-4 years ago | \n", - "NaN | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "NaN | \n", - "INR | \n", - "Indian rupee | \n", - "950000.0 | \n", - "Yearly | \n", - "13293.0 | \n", - "70.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "A few days each month | \n", - "Home | \n", - "Far above average | \n", - "Yes, because I see value in code review | \n", - "4.0 | \n", - "Yes, it's part of our process | \n", - "NaN | \n", - "NaN | \n", - "C#;Go;JavaScript;Python;R;SQL | \n", - "C#;Go;JavaScript;Kotlin;Python;R;SQL | \n", - "Elasticsearch;MongoDB;Microsoft SQL Server;MyS... | \n", - "Elasticsearch;MongoDB;Microsoft SQL Server | \n", - "Linux;Windows | \n", - "Android;Linux;Raspberry Pi;Windows | \n", - "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", - "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", - ".NET;Node.js;Pandas;Torch/PyTorch | \n", - ".NET;Node.js;TensorFlow;Torch/PyTorch | \n", - "Android Studio;Eclipse;IPython / Jupyter;Notep... | \n", - "Windows | \n", - "NaN | \n", - "Not at all | \n", - "Useful for immutable record keeping outside of... | \n", - "No | \n", - "Yes | \n", - "Yes | \n", - "YouTube | \n", - "Neither | \n", - "Screen Name | \n", - "NaN | \n", - "Multiple times per day | \n", - "Find answers to specific questions;Get a sense... | \n", - "3-5 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Somewhat less welcome now than last year | \n", - "Tech articles written by other developers;Tech... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Too long | \n", - "Difficult | \n", - "
15 | \n", - "I am a student who is learning to code | \n", - "Yes | \n", - "Never | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Not employed, but looking for work | \n", - "India | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "NaN | \n", - "Taken an online course in programming or softw... | \n", - "NaN | \n", - "Student | \n", - "3 | \n", - "13 | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "I’m not actively looking, but I am open to new... | \n", - "I've never had a job | \n", - "NaN | \n", - "NaN | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "Something else changed (education, award, medi... | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;... | \n", - "Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM... | \n", - "MariaDB;MySQL;Oracle;SQLite | \n", - "MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora... | \n", - "Linux;Windows | \n", - "Android;Google Cloud Platform;iOS;Linux;MacOS;... | \n", - "NaN | \n", - "Angular/Angular.js;ASP.NET;Django;Drupal;jQuer... | \n", - "NaN | \n", - ".NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr... | \n", - "Atom;NetBeans;Notepad++;Sublime Text;Vim | \n", - "Linux-based | \n", - "Development | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "What? | \n", - "YouTube | \n", - "In real life (in person) | \n", - "NaN | \n", - "2018 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "More than 10 times per week | \n", - "They were about the same | \n", - "NaN | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "20.0 | \n", - "Man | \n", - "No | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Too long | \n", - "Neither easy nor difficult | \n", - "
50 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of LOWER quality than prop... | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Another engineering discipline (ex. civil, ele... | \n", - "Received on-the-job training in software devel... | \n", - "10,000 or more employees | \n", - "Developer, back-end;DevOps specialist | \n", - "7 | \n", - "15 | \n", - "2 | \n", - "Slightly satisfied | \n", - "Very satisfied | \n", - "Very confident | \n", - "Not sure | \n", - "Yes | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Specific department or team I'd be working on;... | \n", - "I was preparing for a job search | \n", - "INR | \n", - "Indian rupee | \n", - "400000.0 | \n", - "Yearly | \n", - "5597.0 | \n", - "7.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Meetings;Time spent commuting | \n", - "Less than once per month / Never | \n", - "Other place, such as a coworking space or cafe | \n", - "Average | \n", - "No | \n", - "NaN | \n", - "Yes, it's not part of our process but the deve... | \n", - "The CTO, CIO, or other management purchase new... | \n", - "I have little or no influence | \n", - "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", - "HTML/CSS;JavaScript;Python | \n", - "Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O... | \n", - "Firebase;PostgreSQL;Redis;Other(s): | \n", - "Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo... | \n", - "AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP... | \n", - "Django;Express;Flask;jQuery | \n", - "Express;Flask;jQuery;React.js;Vue.js | \n", - "Node.js | \n", - "Node.js | \n", - "Notepad++;Visual Studio Code | \n", - "MacOS | \n", - "Testing | \n", - "Not at all | \n", - "Useful for immutable record keeping outside of... | \n", - "Yes | \n", - "Also Yes | \n", - "What? | \n", - "YouTube | \n", - "In real life (in person) | \n", - "Username | \n", - "2012 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Tech... | \n", - "23.0 | \n", - "Man | \n", - "No | \n", - "NaN | \n", - "South Asian | \n", - "No | \n", - "Too long | \n", - "Easy | \n", - "
65 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Never | \n", - "NaN | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Information systems, information technology, o... | \n", - "NaN | \n", - "20 to 99 employees | \n", - "Developer, front-end;Developer, mobile | \n", - "2 | \n", - "17 | \n", - "2 | \n", - "Very satisfied | \n", - "Very satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I’m not actively looking, but I am open to new... | \n", - "Less than a year ago | \n", - "Write any code;Solve a brain-teaser style puzz... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "My job status changed (promotion, new job, etc.) | \n", - "INR | \n", - "Indian rupee | \n", - "NaN | \n", - "Monthly | \n", - "NaN | \n", - "48.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "NaN | \n", - "About half the time | \n", - "Office | \n", - "Average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's not part of our process but the deve... | \n", - "Not sure | \n", - "NaN | \n", - "Assembly;C;C++;C#;HTML/CSS;Java | \n", - "Kotlin | \n", - "Firebase;MySQL;Oracle;SQLite | \n", - "Firebase;SQLite | \n", - "Android | \n", - "Android | \n", - "ASP.NET | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Android Studio;IntelliJ | \n", - "Linux-based | \n", - "NaN | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Yes | \n", - "What? | \n", - "In real life (in person) | \n", - "NaN | \n", - "2017 | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per week | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Not sure | \n", - "A lot more welcome now than last year | \n", - "NaN | \n", - "21.0 | \n", - "Man | \n", - "No | \n", - "NaN | \n", - "NaN | \n", - "Yes | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "
\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", - "I code primarily as a hobby | \n", - "Yes | \n", - "Less than once per year | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Not employed, but looking for work | \n", - "India | \n", - "None | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taught yourself a new language, framework, or ... | \n", - "None | \n", - "Developer, back-end;Engineer, site reliability | \n", - "8 | \n", - "16 | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "NaN | \n", - "None | \n", - "NaN | \n", - "NaN | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "NaN | \n", - "None | \n", - "None | \n", - "None | \n", - "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", - "Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P... | \n", - "Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R... | \n", - "Cassandra;DynamoDB;Elasticsearch;Firebase;Mong... | \n", - "AWS;Docker;Heroku;Linux;MacOS;Slack | \n", - "Android;Arduino;AWS;Docker;Google Cloud Platfo... | \n", - "Express;Flask;React.js;Spring | \n", - "Django;Express;Flask;React.js;Vue.js | \n", - "Hadoop;Node.js;Pandas | \n", - "Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda... | \n", - "Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual... | \n", - "Linux-based | \n", - "Development;Testing;Production;Outside of work... | \n", - "None | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "YouTube | \n", - "In real life (in person) | \n", - "Handle | \n", - "2012 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "Less than once per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "Yes, definitely | \n", - "A lot more welcome now than last year | \n", - "Tech articles written by other developers;Indu... | \n", - "24.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "None | \n", - "None | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "
1 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", - "None | \n", - "None | \n", - "10,000 or more employees | \n", - "Data or business analyst;Data scientist or mac... | \n", - "12 | \n", - "20 | \n", - "10 | \n", - "Slightly dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "Yes | \n", - "I’m not actively looking, but I am open to new... | \n", - "3-4 years ago | \n", - "None | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "None | \n", - "INR | \n", - "Indian rupee | \n", - "950000.0 | \n", - "Yearly | \n", - "13293.0 | \n", - "70.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "None | \n", - "A few days each month | \n", - "Home | \n", - "Far above average | \n", - "Yes, because I see value in code review | \n", - "4.0 | \n", - "Yes, it's part of our process | \n", - "None | \n", - "None | \n", - "C#;Go;JavaScript;Python;R;SQL | \n", - "C#;Go;JavaScript;Kotlin;Python;R;SQL | \n", - "Elasticsearch;MongoDB;Microsoft SQL Server;MyS... | \n", - "Elasticsearch;MongoDB;Microsoft SQL Server | \n", - "Linux;Windows | \n", - "Android;Linux;Raspberry Pi;Windows | \n", - "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", - "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", - ".NET;Node.js;Pandas;Torch/PyTorch | \n", - ".NET;Node.js;TensorFlow;Torch/PyTorch | \n", - "Android Studio;Eclipse;IPython / Jupyter;Notep... | \n", - "Windows | \n", - "None | \n", - "Not at all | \n", - "Useful for immutable record keeping outside of... | \n", - "No | \n", - "Yes | \n", - "Yes | \n", - "YouTube | \n", - "Neither | \n", - "Screen Name | \n", - "None | \n", - "Multiple times per day | \n", - "Find answers to specific questions;Get a sense... | \n", - "3-5 times per week | \n", - "They were about the same | \n", - "None | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Somewhat less welcome now than last year | \n", - "Tech articles written by other developers;Tech... | \n", - "NaN | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "Yes | \n", - "Too long | \n", - "Difficult | \n", - "
2 | \n", - "I am a student who is learning to code | \n", - "Yes | \n", - "Never | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Not employed, but looking for work | \n", - "India | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "None | \n", - "Taken an online course in programming or softw... | \n", - "None | \n", - "Student | \n", - "3 | \n", - "13 | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "I’m not actively looking, but I am open to new... | \n", - "I've never had a job | \n", - "None | \n", - "None | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "Something else changed (education, award, medi... | \n", - "None | \n", - "None | \n", - "NaN | \n", - "None | \n", - "NaN | \n", - "NaN | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "NaN | \n", - "None | \n", - "None | \n", - "None | \n", - "Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;... | \n", - "Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM... | \n", - "MariaDB;MySQL;Oracle;SQLite | \n", - "MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora... | \n", - "Linux;Windows | \n", - "Android;Google Cloud Platform;iOS;Linux;MacOS;... | \n", - "None | \n", - "Angular/Angular.js;ASP.NET;Django;Drupal;jQuer... | \n", - "None | \n", - ".NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr... | \n", - "Atom;NetBeans;Notepad++;Sublime Text;Vim | \n", - "Linux-based | \n", - "Development | \n", - "None | \n", - "None | \n", - "Yes | \n", - "Yes | \n", - "What? | \n", - "YouTube | \n", - "In real life (in person) | \n", - "None | \n", - "2018 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "More than 10 times per week | \n", - "They were about the same | \n", - "None | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "20.0 | \n", - "Man | \n", - "No | \n", - "None | \n", - "None | \n", - "Yes | \n", - "Too long | \n", - "Neither easy nor difficult | \n", - "
3 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of LOWER quality than prop... | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Another engineering discipline (ex. civil, ele... | \n", - "Received on-the-job training in software devel... | \n", - "10,000 or more employees | \n", - "Developer, back-end;DevOps specialist | \n", - "7 | \n", - "15 | \n", - "2 | \n", - "Slightly satisfied | \n", - "Very satisfied | \n", - "Very confident | \n", - "Not sure | \n", - "Yes | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Specific department or team I'd be working on;... | \n", - "I was preparing for a job search | \n", - "INR | \n", - "Indian rupee | \n", - "400000.0 | \n", - "Yearly | \n", - "5597.0 | \n", - "7.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Meetings;Time spent commuting | \n", - "Less than once per month / Never | \n", - "Other place, such as a coworking space or cafe | \n", - "Average | \n", - "No | \n", - "NaN | \n", - "Yes, it's not part of our process but the deve... | \n", - "The CTO, CIO, or other management purchase new... | \n", - "I have little or no influence | \n", - "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", - "HTML/CSS;JavaScript;Python | \n", - "Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O... | \n", - "Firebase;PostgreSQL;Redis;Other(s): | \n", - "Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo... | \n", - "AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP... | \n", - "Django;Express;Flask;jQuery | \n", - "Express;Flask;jQuery;React.js;Vue.js | \n", - "Node.js | \n", - "Node.js | \n", - "Notepad++;Visual Studio Code | \n", - "MacOS | \n", - "Testing | \n", - "Not at all | \n", - "Useful for immutable record keeping outside of... | \n", - "Yes | \n", - "Also Yes | \n", - "What? | \n", - "YouTube | \n", - "In real life (in person) | \n", - "Username | \n", - "2012 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Tech... | \n", - "23.0 | \n", - "Man | \n", - "No | \n", - "None | \n", - "South Asian | \n", - "No | \n", - "Too long | \n", - "Easy | \n", - "
4 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Never | \n", - "None | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Information systems, information technology, o... | \n", - "None | \n", - "20 to 99 employees | \n", - "Developer, front-end;Developer, mobile | \n", - "2 | \n", - "17 | \n", - "2 | \n", - "Very satisfied | \n", - "Very satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I’m not actively looking, but I am open to new... | \n", - "Less than a year ago | \n", - "Write any code;Solve a brain-teaser style puzz... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "My job status changed (promotion, new job, etc.) | \n", - "INR | \n", - "Indian rupee | \n", - "NaN | \n", - "Monthly | \n", - "NaN | \n", - "48.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "None | \n", - "About half the time | \n", - "Office | \n", - "Average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's not part of our process but the deve... | \n", - "Not sure | \n", - "None | \n", - "Assembly;C;C++;C#;HTML/CSS;Java | \n", - "Kotlin | \n", - "Firebase;MySQL;Oracle;SQLite | \n", - "Firebase;SQLite | \n", - "Android | \n", - "Android | \n", - "ASP.NET | \n", - "None | \n", - "None | \n", - "None | \n", - "Android Studio;IntelliJ | \n", - "Linux-based | \n", - "None | \n", - "None | \n", - "None | \n", - "Yes | \n", - "Yes | \n", - "What? | \n", - "In real life (in person) | \n", - "None | \n", - "2017 | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per week | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Not sure | \n", - "A lot more welcome now than last year | \n", - "None | \n", - "21.0 | \n", - "Man | \n", - "No | \n", - "None | \n", - "None | \n", - "Yes | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "
\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
8 | \n", - "I code primarily as a hobby | \n", - "Yes | \n", - "Less than once per year | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Not employed, but looking for work | \n", - "India | \n", - "None | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taught yourself a new language, framework, or ... | \n", - "None | \n", - "Developer, back-end;Engineer, site reliability | \n", - "8 | \n", - "16 | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "NaN | \n", - "None | \n", - "NaN | \n", - "NaN | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "NaN | \n", - "None | \n", - "None | \n", - "None | \n", - "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", - "Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P... | \n", - "Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R... | \n", - "Cassandra;DynamoDB;Elasticsearch;Firebase;Mong... | \n", - "AWS;Docker;Heroku;Linux;MacOS;Slack | \n", - "Android;Arduino;AWS;Docker;Google Cloud Platfo... | \n", - "Express;Flask;React.js;Spring | \n", - "Django;Express;Flask;React.js;Vue.js | \n", - "Hadoop;Node.js;Pandas | \n", - "Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda... | \n", - "Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual... | \n", - "Linux-based | \n", - "Development;Testing;Production;Outside of work... | \n", - "None | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "YouTube | \n", - "In real life (in person) | \n", - "Handle | \n", - "2012 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "Less than once per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "Yes, definitely | \n", - "A lot more welcome now than last year | \n", - "Tech articles written by other developers;Indu... | \n", - "24.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "None | \n", - "None | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "
10 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", - "None | \n", - "None | \n", - "10,000 or more employees | \n", - "Data or business analyst;Data scientist or mac... | \n", - "12 | \n", - "20 | \n", - "10 | \n", - "Slightly dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "Yes | \n", - "I’m not actively looking, but I am open to new... | \n", - "3-4 years ago | \n", - "None | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "None | \n", - "INR | \n", - "Indian rupee | \n", - "950000.0 | \n", - "Yearly | \n", - "13293.0 | \n", - "70.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "None | \n", - "A few days each month | \n", - "Home | \n", - "Far above average | \n", - "Yes, because I see value in code review | \n", - "4.0 | \n", - "Yes, it's part of our process | \n", - "None | \n", - "None | \n", - "C#;Go;JavaScript;Python;R;SQL | \n", - "C#;Go;JavaScript;Kotlin;Python;R;SQL | \n", - "Elasticsearch;MongoDB;Microsoft SQL Server;MyS... | \n", - "Elasticsearch;MongoDB;Microsoft SQL Server | \n", - "Linux;Windows | \n", - "Android;Linux;Raspberry Pi;Windows | \n", - "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", - "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", - ".NET;Node.js;Pandas;Torch/PyTorch | \n", - ".NET;Node.js;TensorFlow;Torch/PyTorch | \n", - "Android Studio;Eclipse;IPython / Jupyter;Notep... | \n", - "Windows | \n", - "None | \n", - "Not at all | \n", - "Useful for immutable record keeping outside of... | \n", - "No | \n", - "Yes | \n", - "Yes | \n", - "YouTube | \n", - "Neither | \n", - "Screen Name | \n", - "None | \n", - "Multiple times per day | \n", - "Find answers to specific questions;Get a sense... | \n", - "3-5 times per week | \n", - "They were about the same | \n", - "None | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Somewhat less welcome now than last year | \n", - "Tech articles written by other developers;Tech... | \n", - "NaN | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "Yes | \n", - "Too long | \n", - "Difficult | \n", - "
15 | \n", - "I am a student who is learning to code | \n", - "Yes | \n", - "Never | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Not employed, but looking for work | \n", - "India | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "None | \n", - "Taken an online course in programming or softw... | \n", - "None | \n", - "Student | \n", - "3 | \n", - "13 | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "I’m not actively looking, but I am open to new... | \n", - "I've never had a job | \n", - "None | \n", - "None | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "Something else changed (education, award, medi... | \n", - "None | \n", - "None | \n", - "NaN | \n", - "None | \n", - "NaN | \n", - "NaN | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "NaN | \n", - "None | \n", - "None | \n", - "None | \n", - "Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;... | \n", - "Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM... | \n", - "MariaDB;MySQL;Oracle;SQLite | \n", - "MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora... | \n", - "Linux;Windows | \n", - "Android;Google Cloud Platform;iOS;Linux;MacOS;... | \n", - "None | \n", - "Angular/Angular.js;ASP.NET;Django;Drupal;jQuer... | \n", - "None | \n", - ".NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr... | \n", - "Atom;NetBeans;Notepad++;Sublime Text;Vim | \n", - "Linux-based | \n", - "Development | \n", - "None | \n", - "None | \n", - "Yes | \n", - "Yes | \n", - "What? | \n", - "YouTube | \n", - "In real life (in person) | \n", - "None | \n", - "2018 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "More than 10 times per week | \n", - "They were about the same | \n", - "None | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "20.0 | \n", - "Man | \n", - "No | \n", - "None | \n", - "None | \n", - "Yes | \n", - "Too long | \n", - "Neither easy nor difficult | \n", - "
50 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of LOWER quality than prop... | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Another engineering discipline (ex. civil, ele... | \n", - "Received on-the-job training in software devel... | \n", - "10,000 or more employees | \n", - "Developer, back-end;DevOps specialist | \n", - "7 | \n", - "15 | \n", - "2 | \n", - "Slightly satisfied | \n", - "Very satisfied | \n", - "Very confident | \n", - "Not sure | \n", - "Yes | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Specific department or team I'd be working on;... | \n", - "I was preparing for a job search | \n", - "INR | \n", - "Indian rupee | \n", - "400000.0 | \n", - "Yearly | \n", - "5597.0 | \n", - "7.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Meetings;Time spent commuting | \n", - "Less than once per month / Never | \n", - "Other place, such as a coworking space or cafe | \n", - "Average | \n", - "No | \n", - "NaN | \n", - "Yes, it's not part of our process but the deve... | \n", - "The CTO, CIO, or other management purchase new... | \n", - "I have little or no influence | \n", - "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", - "HTML/CSS;JavaScript;Python | \n", - "Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O... | \n", - "Firebase;PostgreSQL;Redis;Other(s): | \n", - "Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo... | \n", - "AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP... | \n", - "Django;Express;Flask;jQuery | \n", - "Express;Flask;jQuery;React.js;Vue.js | \n", - "Node.js | \n", - "Node.js | \n", - "Notepad++;Visual Studio Code | \n", - "MacOS | \n", - "Testing | \n", - "Not at all | \n", - "Useful for immutable record keeping outside of... | \n", - "Yes | \n", - "Also Yes | \n", - "What? | \n", - "YouTube | \n", - "In real life (in person) | \n", - "Username | \n", - "2012 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Tech... | \n", - "23.0 | \n", - "Man | \n", - "No | \n", - "None | \n", - "South Asian | \n", - "No | \n", - "Too long | \n", - "Easy | \n", - "
65 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Never | \n", - "None | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Information systems, information technology, o... | \n", - "None | \n", - "20 to 99 employees | \n", - "Developer, front-end;Developer, mobile | \n", - "2 | \n", - "17 | \n", - "2 | \n", - "Very satisfied | \n", - "Very satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I’m not actively looking, but I am open to new... | \n", - "Less than a year ago | \n", - "Write any code;Solve a brain-teaser style puzz... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "My job status changed (promotion, new job, etc.) | \n", - "INR | \n", - "Indian rupee | \n", - "NaN | \n", - "Monthly | \n", - "NaN | \n", - "48.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "None | \n", - "About half the time | \n", - "Office | \n", - "Average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's not part of our process but the deve... | \n", - "Not sure | \n", - "None | \n", - "Assembly;C;C++;C#;HTML/CSS;Java | \n", - "Kotlin | \n", - "Firebase;MySQL;Oracle;SQLite | \n", - "Firebase;SQLite | \n", - "Android | \n", - "Android | \n", - "ASP.NET | \n", - "None | \n", - "None | \n", - "None | \n", - "Android Studio;IntelliJ | \n", - "Linux-based | \n", - "None | \n", - "None | \n", - "None | \n", - "Yes | \n", - "Yes | \n", - "What? | \n", - "In real life (in person) | \n", - "None | \n", - "2017 | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per week | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Not sure | \n", - "A lot more welcome now than last year | \n", - "None | \n", - "21.0 | \n", - "Man | \n", - "No | \n", - "None | \n", - "None | \n", - "Yes | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "
\n", - " | MainBranch | \n", - "Hobbyist | \n", - "OpenSourcer | \n", - "OpenSource | \n", - "Employment | \n", - "Country | \n", - "Student | \n", - "EdLevel | \n", - "UndergradMajor | \n", - "EduOther | \n", - "OrgSize | \n", - "DevType | \n", - "YearsCode | \n", - "Age1stCode | \n", - "YearsCodePro | \n", - "CareerSat | \n", - "JobSat | \n", - "MgrIdiot | \n", - "MgrMoney | \n", - "MgrWant | \n", - "JobSeek | \n", - "LastHireDate | \n", - "LastInt | \n", - "FizzBuzz | \n", - "JobFactors | \n", - "ResumeUpdate | \n", - "CurrencySymbol | \n", - "CurrencyDesc | \n", - "CompTotal | \n", - "CompFreq | \n", - "ConvertedComp | \n", - "WorkWeekHrs | \n", - "WorkPlan | \n", - "WorkChallenge | \n", - "WorkRemote | \n", - "WorkLoc | \n", - "ImpSyn | \n", - "CodeRev | \n", - "CodeRevHrs | \n", - "UnitTests | \n", - "PurchaseHow | \n", - "PurchaseWhat | \n", - "LanguageWorkedWith | \n", - "LanguageDesireNextYear | \n", - "DatabaseWorkedWith | \n", - "DatabaseDesireNextYear | \n", - "PlatformWorkedWith | \n", - "PlatformDesireNextYear | \n", - "WebFrameWorkedWith | \n", - "WebFrameDesireNextYear | \n", - "MiscTechWorkedWith | \n", - "MiscTechDesireNextYear | \n", - "DevEnviron | \n", - "OpSys | \n", - "Containers | \n", - "BlockchainOrg | \n", - "BlockchainIs | \n", - "BetterLife | \n", - "ITperson | \n", - "OffOn | \n", - "SocialMedia | \n", - "Extraversion | \n", - "ScreenName | \n", - "SOVisit1st | \n", - "SOVisitFreq | \n", - "SOVisitTo | \n", - "SOFindAnswer | \n", - "SOTimeSaved | \n", - "SOHowMuchTime | \n", - "SOAccount | \n", - "SOPartFreq | \n", - "SOJobs | \n", - "EntTeams | \n", - "SOComm | \n", - "WelcomeChange | \n", - "SONewContent | \n", - "Age | \n", - "Gender | \n", - "Trans | \n", - "Sexuality | \n", - "Ethnicity | \n", - "Dependents | \n", - "SurveyLength | \n", - "SurveyEase | \n", - "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", - "\n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " | \n", - " |
8 | \n", - "I code primarily as a hobby | \n", - "Yes | \n", - "Less than once per year | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Not employed, but looking for work | \n", - "India | \n", - "None | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Computer science, computer engineering, or sof... | \n", - "Taught yourself a new language, framework, or ... | \n", - "None | \n", - "Developer, back-end;Engineer, site reliability | \n", - "8 | \n", - "16 | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "NaN | \n", - "None | \n", - "NaN | \n", - "NaN | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "NaN | \n", - "None | \n", - "None | \n", - "None | \n", - "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", - "Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P... | \n", - "Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R... | \n", - "Cassandra;DynamoDB;Elasticsearch;Firebase;Mong... | \n", - "AWS;Docker;Heroku;Linux;MacOS;Slack | \n", - "Android;Arduino;AWS;Docker;Google Cloud Platfo... | \n", - "Express;Flask;React.js;Spring | \n", - "Django;Express;Flask;React.js;Vue.js | \n", - "Hadoop;Node.js;Pandas | \n", - "Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda... | \n", - "Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual... | \n", - "Linux-based | \n", - "Development;Testing;Production;Outside of work... | \n", - "None | \n", - "Useful across many domains and could change ma... | \n", - "Yes | \n", - "SIGH | \n", - "Yes | \n", - "YouTube | \n", - "In real life (in person) | \n", - "Handle | \n", - "2012 | \n", - "A few times per week | \n", - "Find answers to specific questions;Learn how t... | \n", - "Less than once per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "Yes, definitely | \n", - "A lot more welcome now than last year | \n", - "Tech articles written by other developers;Indu... | \n", - "24.0 | \n", - "Man | \n", - "No | \n", - "Straight / Heterosexual | \n", - "None | \n", - "None | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "
10 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", - "None | \n", - "None | \n", - "10,000 or more employees | \n", - "Data or business analyst;Data scientist or mac... | \n", - "12 | \n", - "20 | \n", - "10 | \n", - "Slightly dissatisfied | \n", - "Slightly dissatisfied | \n", - "Somewhat confident | \n", - "Yes | \n", - "Yes | \n", - "I’m not actively looking, but I am open to new... | \n", - "3-4 years ago | \n", - "None | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "None | \n", - "INR | \n", - "Indian rupee | \n", - "950000.0 | \n", - "Yearly | \n", - "13293.0 | \n", - "70.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "None | \n", - "A few days each month | \n", - "Home | \n", - "Far above average | \n", - "Yes, because I see value in code review | \n", - "4.0 | \n", - "Yes, it's part of our process | \n", - "None | \n", - "None | \n", - "C#;Go;JavaScript;Python;R;SQL | \n", - "C#;Go;JavaScript;Kotlin;Python;R;SQL | \n", - "Elasticsearch;MongoDB;Microsoft SQL Server;MyS... | \n", - "Elasticsearch;MongoDB;Microsoft SQL Server | \n", - "Linux;Windows | \n", - "Android;Linux;Raspberry Pi;Windows | \n", - "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", - "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", - ".NET;Node.js;Pandas;Torch/PyTorch | \n", - ".NET;Node.js;TensorFlow;Torch/PyTorch | \n", - "Android Studio;Eclipse;IPython / Jupyter;Notep... | \n", - "Windows | \n", - "None | \n", - "Not at all | \n", - "Useful for immutable record keeping outside of... | \n", - "No | \n", - "Yes | \n", - "Yes | \n", - "YouTube | \n", - "Neither | \n", - "Screen Name | \n", - "None | \n", - "Multiple times per day | \n", - "Find answers to specific questions;Get a sense... | \n", - "3-5 times per week | \n", - "They were about the same | \n", - "None | \n", - "Yes | \n", - "A few times per month or weekly | \n", - "Yes | \n", - "No, and I don't know what those are | \n", - "Yes, somewhat | \n", - "Somewhat less welcome now than last year | \n", - "Tech articles written by other developers;Tech... | \n", - "NaN | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "Yes | \n", - "Too long | \n", - "Difficult | \n", - "
15 | \n", - "I am a student who is learning to code | \n", - "Yes | \n", - "Never | \n", - "OSS is, on average, of HIGHER quality than pro... | \n", - "Not employed, but looking for work | \n", - "India | \n", - "Yes, full-time | \n", - "Secondary school (e.g. American high school, G... | \n", - "None | \n", - "Taken an online course in programming or softw... | \n", - "None | \n", - "Student | \n", - "3 | \n", - "13 | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "I’m not actively looking, but I am open to new... | \n", - "I've never had a job | \n", - "None | \n", - "None | \n", - "Industry that I'd be working in;Languages, fra... | \n", - "Something else changed (education, award, medi... | \n", - "None | \n", - "None | \n", - "NaN | \n", - "None | \n", - "NaN | \n", - "NaN | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "None | \n", - "NaN | \n", - "None | \n", - "None | \n", - "None | \n", - "Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;... | \n", - "Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM... | \n", - "MariaDB;MySQL;Oracle;SQLite | \n", - "MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora... | \n", - "Linux;Windows | \n", - "Android;Google Cloud Platform;iOS;Linux;MacOS;... | \n", - "None | \n", - "Angular/Angular.js;ASP.NET;Django;Drupal;jQuer... | \n", - "None | \n", - ".NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr... | \n", - "Atom;NetBeans;Notepad++;Sublime Text;Vim | \n", - "Linux-based | \n", - "Development | \n", - "None | \n", - "None | \n", - "Yes | \n", - "Yes | \n", - "What? | \n", - "YouTube | \n", - "In real life (in person) | \n", - "None | \n", - "2018 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "More than 10 times per week | \n", - "They were about the same | \n", - "None | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "Yes | \n", - "No, I've heard of them, but I am not part of a... | \n", - "Yes, somewhat | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Indu... | \n", - "20.0 | \n", - "Man | \n", - "No | \n", - "None | \n", - "None | \n", - "Yes | \n", - "Too long | \n", - "Neither easy nor difficult | \n", - "
50 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Once a month or more often | \n", - "OSS is, on average, of LOWER quality than prop... | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Another engineering discipline (ex. civil, ele... | \n", - "Received on-the-job training in software devel... | \n", - "10,000 or more employees | \n", - "Developer, back-end;DevOps specialist | \n", - "7 | \n", - "15 | \n", - "2 | \n", - "Slightly satisfied | \n", - "Very satisfied | \n", - "Very confident | \n", - "Not sure | \n", - "Yes | \n", - "I’m not actively looking, but I am open to new... | \n", - "1-2 years ago | \n", - "Write code by hand (e.g., on a whiteboard);Int... | \n", - "No | \n", - "Specific department or team I'd be working on;... | \n", - "I was preparing for a job search | \n", - "INR | \n", - "Indian rupee | \n", - "400000.0 | \n", - "Yearly | \n", - "5597.0 | \n", - "7.0 | \n", - "There is a schedule and/or spec (made by me or... | \n", - "Meetings;Time spent commuting | \n", - "Less than once per month / Never | \n", - "Other place, such as a coworking space or cafe | \n", - "Average | \n", - "No | \n", - "NaN | \n", - "Yes, it's not part of our process but the deve... | \n", - "The CTO, CIO, or other management purchase new... | \n", - "I have little or no influence | \n", - "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", - "HTML/CSS;JavaScript;Python | \n", - "Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O... | \n", - "Firebase;PostgreSQL;Redis;Other(s): | \n", - "Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo... | \n", - "AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP... | \n", - "Django;Express;Flask;jQuery | \n", - "Express;Flask;jQuery;React.js;Vue.js | \n", - "Node.js | \n", - "Node.js | \n", - "Notepad++;Visual Studio Code | \n", - "MacOS | \n", - "Testing | \n", - "Not at all | \n", - "Useful for immutable record keeping outside of... | \n", - "Yes | \n", - "Also Yes | \n", - "What? | \n", - "YouTube | \n", - "In real life (in person) | \n", - "Username | \n", - "2012 | \n", - "Daily or almost daily | \n", - "Find answers to specific questions;Learn how t... | \n", - "3-5 times per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "Less than once per month or monthly | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Yes, definitely | \n", - "Just as welcome now as I felt last year | \n", - "Tech articles written by other developers;Tech... | \n", - "23.0 | \n", - "Man | \n", - "No | \n", - "None | \n", - "South Asian | \n", - "No | \n", - "Too long | \n", - "Easy | \n", - "
65 | \n", - "I am a developer by profession | \n", - "Yes | \n", - "Never | \n", - "None | \n", - "Employed full-time | \n", - "India | \n", - "No | \n", - "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", - "Information systems, information technology, o... | \n", - "None | \n", - "20 to 99 employees | \n", - "Developer, front-end;Developer, mobile | \n", - "2 | \n", - "17 | \n", - "2 | \n", - "Very satisfied | \n", - "Very satisfied | \n", - "Very confident | \n", - "No | \n", - "Not sure | \n", - "I’m not actively looking, but I am open to new... | \n", - "Less than a year ago | \n", - "Write any code;Solve a brain-teaser style puzz... | \n", - "No | \n", - "Languages, frameworks, and other technologies ... | \n", - "My job status changed (promotion, new job, etc.) | \n", - "INR | \n", - "Indian rupee | \n", - "NaN | \n", - "Monthly | \n", - "NaN | \n", - "48.0 | \n", - "There's no schedule or spec; I work on what se... | \n", - "None | \n", - "About half the time | \n", - "Office | \n", - "Average | \n", - "Yes, because I see value in code review | \n", - "NaN | \n", - "Yes, it's not part of our process but the deve... | \n", - "Not sure | \n", - "None | \n", - "Assembly;C;C++;C#;HTML/CSS;Java | \n", - "Kotlin | \n", - "Firebase;MySQL;Oracle;SQLite | \n", - "Firebase;SQLite | \n", - "Android | \n", - "Android | \n", - "ASP.NET | \n", - "None | \n", - "None | \n", - "None | \n", - "Android Studio;IntelliJ | \n", - "Linux-based | \n", - "None | \n", - "None | \n", - "None | \n", - "Yes | \n", - "Yes | \n", - "What? | \n", - "In real life (in person) | \n", - "None | \n", - "2017 | \n", - "Multiple times per day | \n", - "Find answers to specific questions | \n", - "More than 10 times per week | \n", - "Stack Overflow was slightly faster | \n", - "11-30 minutes | \n", - "Yes | \n", - "A few times per week | \n", - "No, I knew that Stack Overflow had a job board... | \n", - "No, and I don't know what those are | \n", - "Not sure | \n", - "A lot more welcome now than last year | \n", - "None | \n", - "21.0 | \n", - "Man | \n", - "No | \n", - "None | \n", - "None | \n", - "Yes | \n", - "Appropriate in length | \n", - "Neither easy nor difficult | \n", - "
\n", - " | title | \n", - "content | \n", - "user_id | \n", - "
---|---|---|---|
0 | \n", - "My Updated Post | \n", - "My first updated post!\\r\\n\\r\\nThis is exciting! | \n", - "1 | \n", - "
1 | \n", - "A Second Post | \n", - "This is a post from a different user... | \n", - "2 | \n", - "
2 | \n", - "Top 5 Programming Lanaguages | \n", - "Te melius apeirian postulant cum, labitur admo... | \n", - "1 | \n", - "
3 | \n", - "Sublime Text Tips and Tricks | \n", - "Ea vix dico modus voluptatibus, mel iudico sua... | \n", - "1 | \n", - "
4 | \n", - "Best Python IDEs | \n", - "Elit contentiones nam no, sea ut consul adipis... | \n", - "1 | \n", - "