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https://github.com/anas436/ibm-data-analyst-capstone-project-with-python


https://github.com/anas436/ibm-data-analyst-capstone-project-with-python

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

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README 

          
# IBM-Data-Analyst-Capstone-Project-with-Python



  

    

    

    

    

  

  

    
About the dataset


    
Stack 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.


    
The dataset you are going to use in this assignment comes from the following source: https://stackoverflow.blog/2019/04/09/the-2019-stack-overflow-developer-survey-results-are-in/ under a ODbL: Open Database License.


    
You 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.


    
Note: 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.


    
The dataset is available as a .csv file here.


    
The below table lists the questions asked in the survey and the column under which the response was collected.


    

      

        

          Column Name

          Question Text

        

      

      

        

          Respondent

          Randomized respondent ID number (not in order of survey response time)

        

        

          MainBranch

          Which of the following options best describes you today? Here, by "developer" we mean "someone who writes code."

        

        

          Hobbyist

          Do you code as a hobby?

        

        

          OpenSourcer

          How often do you contribute to open source?

        

        

          OpenSource

          How do you feel about the quality of open source software (OSS)?

        

        

          Employment

          Which of the following best describes your current employment status?

        

        

          Country

          In which country do you currently reside?

        

        

          Student

          Are you currently enrolled in a formal, degree-granting college or university program?

        

        

          EdLevel

          Which of the following best describes the highest level of formal education that you've completed?

        

        

          UndergradMajor

          What was your main or most important field of study?

        

        

          EduOther

          Which of the following types of non-degree education have you used or participated in? Please select all that apply.

        

        

          OrgSize

          Approximately how many people are employed by the company or organization you work for?

        

        

          DevType

          Which of the following describe you? Please select all that apply.

        

        

          YearsCode

          Including any education, how many years have you been coding?

        

        

          Age1stCode

          At what age did you write your first line of code or program? (E.g., webpage, Hello World, Scratch project)

        

        

          YearsCodePro

          How many years have you coded professionally (as a part of your work)?

        

        

          CareerSat

          Overall, how satisfied are you with your career thus far?

        

        

          JobSat

          How satisfied are you with your current job? (If you work multiple jobs, answer for the one you spend the most hours on.)

        

        

          MgrIdiot

          How confident are you that your manager knows what they're doing?

        

        

          MgrMoney

          Do you believe that you need to be a manager to make more money?

        

        

          MgrWant

          Do you want to become a manager yourself in the future?

        

        

          JobSeek

          Which of the following best describes your current job-seeking status?

        

        

          LastHireDate

          When was the last time that you took a job with a new employer?

        

        

          LastInt

          In your most recent successful job interview (resulting in a job offer), you were asked to... (check all that apply)

        

        

          FizzBuzz

          Have you ever been asked to solve FizzBuzz in an interview?

        

        

          JobFactors

          Imagine 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?

        

        

          ResumeUpdate

          Think 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?

        

        

          CurrencySymbol

          Which currency do you use day-to-day? If your answer is complicated, please pick the one you're most comfortable estimating in.

        

        

          CurrencyDesc

          Which currency do you use day-to-day? If your answer is complicated, please pick the one you're most comfortable estimating in.

        

        

          CompTotal

          What is your current total compensation (salary, bonuses, and perks, before taxes and deductions), in CurrencySymbol? 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.

        

        

          CompFreq

          Is that compensation weekly, monthly, or yearly?

        

        

          ConvertedComp

          Salary converted to annual USD salaries using the exchange rate on 2019-02-01, assuming 12 working months and 50 working weeks.

        

        

          WorkWeekHrs

          On average, how many hours per week do you work?

        

        

          WorkPlan

          How structured or planned is your work?

        

        

          WorkChallenge

          Of these options, what are your greatest challenges to productivity as a developer? Select up to 3:

        

        

          WorkRemote

          How often do you work remotely?

        

        

          WorkLoc

          Where would you prefer to work?

        

        

          ImpSyn

          For the specific work you do, and the years of experience you have, how do you rate your own level of competence?

        

        

          CodeRev

          Do you review code as part of your work?

        

        

          CodeRevHrs

          On average, how many hours per week do you spend on code review?

        

        

          UnitTests

          Does your company regularly employ unit tests in the development of their products?

        

        

          PurchaseHow

          How does your company make decisions about purchasing new technology (cloud, AI, IoT, databases)?

        

        

          PurchaseWhat

          What level of influence do you, personally, have over new technology purchases at your organization?

        

        

          LanguageWorkedWith

          Which 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.)

        

        

          LanguageDesireNextYear

          Which 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.)

        

        

          DatabaseWorkedWith

          Which 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.)

        

        

          DatabaseDesireNextYear

          Which 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.)

        

        

          PlatformWorkedWith

          Which 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.)

        

        

          PlatformDesireNextYear

          Which 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.)

        

        

          WebFrameWorkedWith

          Which 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.)

        

        

          WebFrameDesireNextYear

          Which 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.)

        

        

          MiscTechWorkedWith

          Which 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.)

        

        

          MiscTechDesireNextYear

          Which 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.)

        

        

          DevEnviron

          Which development environment(s) do you use regularly? Please check all that apply.

        

        

          OpSys

          What is the primary operating system in which you work?

        

        

          Containers

          How do you use containers (Docker, Open Container Initiative (OCI), etc.)?

        

        

          BlockchainOrg

          How is your organization thinking about or implementing blockchain technology?

        

        

          BlockchainIs

          Blockchain / cryptocurrency technology is primarily:

        

        

          BetterLife

          Do you think people born today will have a better life than their parents?

        

        

          ITperson

          Are you the "IT support person" for your family?

        

        

          OffOn

          Have you tried turning it off and on again?

        

        

          SocialMedia

          What social media site do you use the most?

        

        

          Extraversion

          Do you prefer online chat or IRL conversations?

        

        

          ScreenName

          What do you call it?

        

        

          SOVisit1st

          To the best of your memory, when did you first visit Stack Overflow?

        

        

          SOVisitFreq

          How frequently would you say you visit Stack Overflow?

        

        

          SOVisitTo

          I visit Stack Overflow to... (check all that apply)

        

        

          SOFindAnswer

          On average, how many times a week do you find (and use) an answer on Stack Overflow?

        

        

          SOTimeSaved

          Think 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?

        

        

          SOHowMuchTime

          About how much time did you save? If you're not sure, please use your best estimate.

        

        

          SOAccount

          Do you have a Stack Overflow account?

        

        

          SOPartFreq

          How frequently would you say you participate in Q&A on Stack Overflow? By participate we mean ask, answer, vote for, or comment on questions.

        

        

          SOJobs

          Have you ever used or visited Stack Overflow Jobs?

        

        

          EntTeams

          Have you ever used Stack Overflow for Enterprise or Stack Overflow for Teams?

        

        

          SOComm

          Do you consider yourself a member of the Stack Overflow community?

        

        

          WelcomeChange

          Compared to last year, how welcome do you feel on Stack Overflow?

        

        

          SONewContent

          Would you like to see any of the following on Stack Overflow? Check all that apply.

        

        

          Age

          What is your age (in years)? If you prefer not to answer, you may leave this question blank.

        

        

          Gender

          Which 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.

        

        

          Trans

          Do you identify as transgender?

        

        

          Sexuality

          Which 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.

        

        

          Ethnicity

          Which of the following do you identify as? Please check all that apply. If you prefer not to answer, you may leave this question blank.

        

        

          Dependents

          Do you have any dependents (e.g., children, elders, or others) that you care for?

        

        

          SurveyLength

          How do you feel about the length of the survey this year?

        

        

          SurveyEase

          How easy or difficult was this survey to complete?