{"id":22445415,"url":"https://github.com/anas436/ibm-data-analyst-capstone-project-with-python","last_synced_at":"2026-04-13T22:04:23.025Z","repository":{"id":110394484,"uuid":"576690387","full_name":"Anas436/IBM-Data-Analyst-Capstone-Project-with-Python","owner":"Anas436","description":null,"archived":false,"fork":false,"pushed_at":"2022-12-29T18:27:57.000Z","size":1870,"stargazers_count":0,"open_issues_count":0,"forks_count":1,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-03-27T10:48:08.021Z","etag":null,"topics":["beautifulsoup","html5lib","http","ibm-cognos-analytics","ibm-watson-studio","iframe","image","json","jupyter-notebook","jupyterlab","matplotlib-pyplot","openpyxl","os","pandas","python3","requests","requests-library-python","seaborn","sqlite3","wget"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Anas436.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2022-12-10T17:03:18.000Z","updated_at":"2022-12-29T12:31:02.000Z","dependencies_parsed_at":"2023-04-23T13:36:06.420Z","dependency_job_id":null,"html_url":"https://github.com/Anas436/IBM-Data-Analyst-Capstone-Project-with-Python","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/Anas436/IBM-Data-Analyst-Capstone-Project-with-Python","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Anas436%2FIBM-Data-Analyst-Capstone-Project-with-Python","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Anas436%2FIBM-Data-Analyst-Capstone-Project-with-Python/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Anas436%2FIBM-Data-Analyst-Capstone-Project-with-Python/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Anas436%2FIBM-Data-Analyst-Capstone-Project-with-Python/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Anas436","download_url":"https://codeload.github.com/Anas436/IBM-Data-Analyst-Capstone-Project-with-Python/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Anas436%2FIBM-Data-Analyst-Capstone-Project-with-Python/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31772643,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-13T20:17:16.280Z","status":"ssl_error","status_checked_at":"2026-04-13T20:17:08.216Z","response_time":93,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["beautifulsoup","html5lib","http","ibm-cognos-analytics","ibm-watson-studio","iframe","image","json","jupyter-notebook","jupyterlab","matplotlib-pyplot","openpyxl","os","pandas","python3","requests","requests-library-python","seaborn","sqlite3","wget"],"created_at":"2024-12-06T03:14:11.565Z","updated_at":"2026-04-13T22:04:23.009Z","avatar_url":"https://github.com/Anas436.png","language":"Jupyter Notebook","readme":"# IBM-Data-Analyst-Capstone-Project-with-Python\n\n\n\n\n\n\n\n\u003chtml lang=\"en\"\u003e\n  \u003chead\u003e\n    \u003cmeta charset=\"utf-8\"\u003e\n    \u003cmeta name=\"viewport\" content=\"width=device-width, initial-scale=1\"\u003e\n    \u003clink rel=\"stylesheet\" href=\"https://stackpath.bootstrapcdn.com/bootstrap/4.3.1/css/bootstrap.min.css\" integrity=\"sha384-ggOyR0iXCbMQv3Xipma34MD+dH/1fQ784/j6cY/iJTQUOhcWr7x9JvoRxT2MZw1T\" crossorigin=\"anonymous\"\u003e\n    \u003clink rel=\"stylesheet\" href=\"https://unpkg.com/@highlightjs/cdn-assets@10.7.1/styles/default.min.css\"\u003e\n  \u003c/head\u003e\n  \u003cbody\u003e\n    \u003ch2\u003eAbout the dataset\u003c/h2\u003e\n    \u003cp\u003eStack Overflow, a popular website for developers, conducted an online survey of software professionals across the world. The survey data was later open sourced by Stack Overflow. The actual data set has around 90,000 responses.\u003c/p\u003e\n    \u003cp\u003eThe dataset you are going to use in this assignment comes from the following source: \u003ca href=\"https://stackoverflow.blog/2019/04/09/the-2019-stack-overflow-developer-survey-results-are-in/?utm_medium=Exinfluencer\u0026#x26;utm_source=Exinfluencer\u0026#x26;utm_content=000026UJ\u0026#x26;utm_term=10006555\u0026#x26;utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDA0321ENSkillsNetwork21426264-2022-01-01\" target=\"_blank\" rel=\"external\"\u003ehttps://stackoverflow.blog/2019/04/09/the-2019-stack-overflow-developer-survey-results-are-in/\u003c/a\u003e under a \u003cstrong\u003e\u003ca href=\"https://opendatacommons.org/licenses/odbl/1-0/?utm_medium=Exinfluencer\u0026#x26;utm_source=Exinfluencer\u0026#x26;utm_content=000026UJ\u0026#x26;utm_term=10006555\u0026#x26;utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDA0321ENSkillsNetwork21426264-2022-01-01\" target=\"_blank\" rel=\"external\"\u003eODbL: Open Database License\u003c/a\u003e\u003c/strong\u003e.\u003c/p\u003e\n    \u003cp\u003eYou will be given a subset of the original data set in this capstone project. You will explore, analyze, and visualize this dataset and present your analysis.\u003c/p\u003e\n    \u003cp\u003eNote: This randomised subset contains around 1/10th of the original data set. Any conclusions you draw after analyzing this subset may not reflect the real world scenario.\u003c/p\u003e\n    \u003cp\u003eThe dataset is available as a .csv file \u003ca href=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DA0321EN-SkillsNetwork/LargeData/m1_survey_data.csv?utm_medium=Exinfluencer\u0026#x26;utm_source=Exinfluencer\u0026#x26;utm_content=000026UJ\u0026#x26;utm_term=10006555\u0026#x26;utm_id=NA-SkillsNetwork-Channel-SkillsNetworkCoursesIBMDA0321ENSkillsNetwork21426264-2022-01-01\"\u003ehere\u003c/a\u003e.\u003c/p\u003e\n    \u003cp\u003eThe below table lists the questions asked in the survey and the column under which the response was collected.\u003c/p\u003e\n    \u003ctable\u003e\n      \u003cthead\u003e\n        \u003ctr\u003e\n          \u003cth\u003eColumn Name\u003c/th\u003e\n          \u003cth\u003eQuestion Text\u003c/th\u003e\n        \u003c/tr\u003e\n      \u003c/thead\u003e\n      \u003ctbody\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eRespondent\u003c/td\u003e\n          \u003ctd\u003eRandomized respondent ID number (not in order of survey response time)\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eMainBranch\u003c/td\u003e\n          \u003ctd\u003eWhich of the following options best describes you today? Here, by \"developer\" we mean \"someone who writes code.\"\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eHobbyist\u003c/td\u003e\n          \u003ctd\u003eDo you code as a hobby?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eOpenSourcer\u003c/td\u003e\n          \u003ctd\u003eHow often do you contribute to open source?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eOpenSource\u003c/td\u003e\n          \u003ctd\u003eHow do you feel about the quality of open source software (OSS)?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eEmployment\u003c/td\u003e\n          \u003ctd\u003eWhich of the following best describes your current employment status?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eCountry\u003c/td\u003e\n          \u003ctd\u003eIn which country do you currently reside?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eStudent\u003c/td\u003e\n          \u003ctd\u003eAre you currently enrolled in a formal, degree-granting college or university program?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eEdLevel\u003c/td\u003e\n          \u003ctd\u003eWhich of the following best describes the highest level of formal education that you've completed?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eUndergradMajor\u003c/td\u003e\n          \u003ctd\u003eWhat was your main or most important field of study?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eEduOther\u003c/td\u003e\n          \u003ctd\u003eWhich of the following types of non-degree education have you used or participated in? Please select all that apply.\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eOrgSize\u003c/td\u003e\n          \u003ctd\u003eApproximately how many people are employed by the company or organization you work for?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eDevType\u003c/td\u003e\n          \u003ctd\u003eWhich of the following describe you? Please select all that apply.\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eYearsCode\u003c/td\u003e\n          \u003ctd\u003eIncluding any education, how many years have you been coding?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eAge1stCode\u003c/td\u003e\n          \u003ctd\u003eAt what age did you write your first line of code or program? (E.g., webpage, Hello World, Scratch project)\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eYearsCodePro\u003c/td\u003e\n          \u003ctd\u003eHow many years have you coded professionally (as a part of your work)?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eCareerSat\u003c/td\u003e\n          \u003ctd\u003eOverall, how satisfied are you with your career thus far?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eJobSat\u003c/td\u003e\n          \u003ctd\u003eHow satisfied are you with your current job? (If you work multiple jobs, answer for the one you spend the most hours on.)\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eMgrIdiot\u003c/td\u003e\n          \u003ctd\u003eHow confident are you that your manager knows what they're doing?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eMgrMoney\u003c/td\u003e\n          \u003ctd\u003eDo you believe that you need to be a manager to make more money?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eMgrWant\u003c/td\u003e\n          \u003ctd\u003eDo you want to become a manager yourself in the future?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eJobSeek\u003c/td\u003e\n          \u003ctd\u003eWhich of the following best describes your current job-seeking status?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eLastHireDate\u003c/td\u003e\n          \u003ctd\u003eWhen was the last time that you took a job with a new employer?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eLastInt\u003c/td\u003e\n          \u003ctd\u003eIn your most recent successful job interview (resulting in a job offer), you were asked to... (check all that apply)\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eFizzBuzz\u003c/td\u003e\n          \u003ctd\u003eHave you ever been asked to solve FizzBuzz in an interview?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eJobFactors\u003c/td\u003e\n          \u003ctd\u003eImagine that you are deciding between two job offers with the same compensation, benefits, and location. Of the following factors, which 3 are MOST important to you?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eResumeUpdate\u003c/td\u003e\n          \u003ctd\u003eThink back to the last time you updated your resumé, CV, or an online profile on a job site. What is the PRIMARY reason that you did so?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eCurrencySymbol\u003c/td\u003e\n          \u003ctd\u003eWhich currency do you use day-to-day? If your answer is complicated, please pick the one you're most comfortable estimating in.\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eCurrencyDesc\u003c/td\u003e\n          \u003ctd\u003eWhich currency do you use day-to-day? If your answer is complicated, please pick the one you're most comfortable estimating in.\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eCompTotal\u003c/td\u003e\n          \u003ctd\u003eWhat is your current total compensation (salary, bonuses, and perks, before taxes and deductions), in \u003ccode\u003eCurrencySymbol\u003c/code\u003e? Please enter a whole number in the box below, without any punctuation. If you are paid hourly, please estimate an equivalent weekly, monthly, or yearly salary. If you prefer not to answer, please leave the box empty.\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eCompFreq\u003c/td\u003e\n          \u003ctd\u003eIs that compensation weekly, monthly, or yearly?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eConvertedComp\u003c/td\u003e\n          \u003ctd\u003eSalary converted to annual USD salaries using the exchange rate on 2019-02-01, assuming 12 working months and 50 working weeks.\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eWorkWeekHrs\u003c/td\u003e\n          \u003ctd\u003eOn average, how many hours per week do you work?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eWorkPlan\u003c/td\u003e\n          \u003ctd\u003eHow structured or planned is your work?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eWorkChallenge\u003c/td\u003e\n          \u003ctd\u003eOf these options, what are your greatest challenges to productivity as a developer? Select up to 3:\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eWorkRemote\u003c/td\u003e\n          \u003ctd\u003eHow often do you work remotely?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eWorkLoc\u003c/td\u003e\n          \u003ctd\u003eWhere would you prefer to work?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eImpSyn\u003c/td\u003e\n          \u003ctd\u003eFor the specific work you do, and the years of experience you have, how do you rate your own level of competence?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eCodeRev\u003c/td\u003e\n          \u003ctd\u003eDo you review code as part of your work?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eCodeRevHrs\u003c/td\u003e\n          \u003ctd\u003eOn average, how many hours per week do you spend on code review?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eUnitTests\u003c/td\u003e\n          \u003ctd\u003eDoes your company regularly employ unit tests in the development of their products?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003ePurchaseHow\u003c/td\u003e\n          \u003ctd\u003eHow does your company make decisions about purchasing new technology (cloud, AI, IoT, databases)?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003ePurchaseWhat\u003c/td\u003e\n          \u003ctd\u003eWhat level of influence do you, personally, have over new technology purchases at your organization?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eLanguageWorkedWith\u003c/td\u003e\n          \u003ctd\u003eWhich of the following programming, scripting, and markup languages have you done extensive development work in over the past year, and which do you want to work in over the next year? (If you both worked with the language and want to continue to do so, please check both boxes in that row.)\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eLanguageDesireNextYear\u003c/td\u003e\n          \u003ctd\u003eWhich of the following programming, scripting, and markup languages have you done extensive development work in over the past year, and which do you want to work in over the next year? (If you both worked with the language and want to continue to do so, please check both boxes in that row.)\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eDatabaseWorkedWith\u003c/td\u003e\n          \u003ctd\u003eWhich of the following database environments have you done extensive development work in over the past year, and which do you want to work in over the next year? (If you both worked with the database and want to continue to do so, please check both boxes in that row.)\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eDatabaseDesireNextYear\u003c/td\u003e\n          \u003ctd\u003eWhich of the following database environments have you done extensive development work in over the past year, and which do you want to work in over the next year? (If you both worked with the database and want to continue to do so, please check both boxes in that row.)\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003ePlatformWorkedWith\u003c/td\u003e\n          \u003ctd\u003eWhich of the following platforms have you done extensive development work for over the past year? (If you both developed for the platform and want to continue to do so, please check both boxes in that row.)\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003ePlatformDesireNextYear\u003c/td\u003e\n          \u003ctd\u003eWhich of the following platforms have you done extensive development work for over the past year? (If you both developed for the platform and want to continue to do so, please check both boxes in that row.)\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eWebFrameWorkedWith\u003c/td\u003e\n          \u003ctd\u003eWhich of the following web frameworks have you done extensive development work in over the past year, and which do you want to work in over the next year? (If you both worked with the framework and want to continue to do so, please check both boxes in that row.)\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eWebFrameDesireNextYear\u003c/td\u003e\n          \u003ctd\u003eWhich of the following web frameworks have you done extensive development work in over the past year, and which do you want to work in over the next year? (If you both worked with the framework and want to continue to do so, please check both boxes in that row.)\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eMiscTechWorkedWith\u003c/td\u003e\n          \u003ctd\u003eWhich of the following other frameworks, libraries, and tools have you done extensive development work in over the past year, and which do you want to work in over the next year? (If you both worked with the technology and want to continue to do so, please check both boxes in that row.)\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eMiscTechDesireNextYear\u003c/td\u003e\n          \u003ctd\u003eWhich of the following other frameworks, libraries, and tools have you done extensive development work in over the past year, and which do you want to work in over the next year? (If you both worked with the technology and want to continue to do so, please check both boxes in that row.)\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eDevEnviron\u003c/td\u003e\n          \u003ctd\u003eWhich development environment(s) do you use regularly? Please check all that apply.\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eOpSys\u003c/td\u003e\n          \u003ctd\u003eWhat is the primary operating system in which you work?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eContainers\u003c/td\u003e\n          \u003ctd\u003eHow do you use containers (Docker, Open Container Initiative (OCI), etc.)?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eBlockchainOrg\u003c/td\u003e\n          \u003ctd\u003eHow is your organization thinking about or implementing blockchain technology?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eBlockchainIs\u003c/td\u003e\n          \u003ctd\u003eBlockchain / cryptocurrency technology is primarily:\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eBetterLife\u003c/td\u003e\n          \u003ctd\u003eDo you think people born today will have a better life than their parents?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eITperson\u003c/td\u003e\n          \u003ctd\u003eAre you the \"IT support person\" for your family?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eOffOn\u003c/td\u003e\n          \u003ctd\u003eHave you tried turning it off and on again?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eSocialMedia\u003c/td\u003e\n          \u003ctd\u003eWhat social media site do you use the most?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eExtraversion\u003c/td\u003e\n          \u003ctd\u003eDo you prefer online chat or IRL conversations?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eScreenName\u003c/td\u003e\n          \u003ctd\u003eWhat do you call it?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eSOVisit1st\u003c/td\u003e\n          \u003ctd\u003eTo the best of your memory, when did you first visit Stack Overflow?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eSOVisitFreq\u003c/td\u003e\n          \u003ctd\u003eHow frequently would you say you visit Stack Overflow?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eSOVisitTo\u003c/td\u003e\n          \u003ctd\u003eI visit Stack Overflow to... (check all that apply)\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eSOFindAnswer\u003c/td\u003e\n          \u003ctd\u003eOn average, how many times a week do you find (and use) an answer on Stack Overflow?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eSOTimeSaved\u003c/td\u003e\n          \u003ctd\u003eThink back to the last time you solved a coding problem using Stack Overflow, as well as the last time you solved a problem using a different resource. Which was faster?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eSOHowMuchTime\u003c/td\u003e\n          \u003ctd\u003eAbout how much time did you save? If you're not sure, please use your best estimate.\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eSOAccount\u003c/td\u003e\n          \u003ctd\u003eDo you have a Stack Overflow account?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eSOPartFreq\u003c/td\u003e\n          \u003ctd\u003eHow frequently would you say you participate in Q\u0026#x26;A on Stack Overflow? By participate we mean ask, answer, vote for, or comment on questions.\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eSOJobs\u003c/td\u003e\n          \u003ctd\u003eHave you ever used or visited Stack Overflow Jobs?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eEntTeams\u003c/td\u003e\n          \u003ctd\u003eHave you ever used Stack Overflow for Enterprise or Stack Overflow for Teams?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eSOComm\u003c/td\u003e\n          \u003ctd\u003eDo you consider yourself a member of the Stack Overflow community?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eWelcomeChange\u003c/td\u003e\n          \u003ctd\u003eCompared to last year, how welcome do you feel on Stack Overflow?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eSONewContent\u003c/td\u003e\n          \u003ctd\u003eWould you like to see any of the following on Stack Overflow? Check all that apply.\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eAge\u003c/td\u003e\n          \u003ctd\u003eWhat is your age (in years)? If you prefer not to answer, you may leave this question blank.\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eGender\u003c/td\u003e\n          \u003ctd\u003eWhich of the following do you currently identify as? Please select all that apply. If you prefer not to answer, you may leave this question blank.\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eTrans\u003c/td\u003e\n          \u003ctd\u003eDo you identify as transgender?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eSexuality\u003c/td\u003e\n          \u003ctd\u003eWhich of the following do you currently identify as? Please select all that apply. If you prefer not to answer, you may leave this question blank.\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eEthnicity\u003c/td\u003e\n          \u003ctd\u003eWhich of the following do you identify as? Please check all that apply. If you prefer not to answer, you may leave this question blank.\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eDependents\u003c/td\u003e\n          \u003ctd\u003eDo you have any dependents (e.g., children, elders, or others) that you care for?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eSurveyLength\u003c/td\u003e\n          \u003ctd\u003eHow do you feel about the length of the survey this year?\u003c/td\u003e\n        \u003c/tr\u003e\n        \u003ctr\u003e\n          \u003ctd\u003eSurveyEase\u003c/td\u003e\n          \u003ctd\u003eHow easy or difficult was this survey to complete?\u003c/td\u003e\n        \u003c/tr\u003e\n      \u003c/tbody\u003e\n    \u003c/table\u003e\n    \n\n  \u003c/body\u003e\n\u003c/html\u003e\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanas436%2Fibm-data-analyst-capstone-project-with-python","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fanas436%2Fibm-data-analyst-capstone-project-with-python","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanas436%2Fibm-data-analyst-capstone-project-with-python/lists"}