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Analysis of a survey

Create a model for the response variable you are assigned to (assignments are after survey questions). Please follow the procedure outlined in the analysis lecture and provided in the example.ipynb here. Please do not use the values for other responses when modeling your response variable.

For each question there is a response (or multiple choices or rank for the response variable) and also the time it was completed: subtracting from the previous question time you can get time it took to respond. This is so called paradata that reflects the behaviour or respondents while filling the survey.

For extra credit please provide a recommendation on how to improve the survey, preferably based on the analysis of response data or paradata.

Questions

Question1Question2Question3Question4Question5Question6Question7Question8Question9Question10Question11Question12

Variable abbreviations

ColumnsMeaning
PG1PsnUseFor personal work and/or research use
PG1WdAuthFor a wider audience, such as developers of other packages or other software
PG1TrnFor a training / class that I took
PG1OtherOther purposes
PG4Dtr0_6Detractors (0-6)
PG4Psv7_8Passives (7-8)
PG4Prm9_10Promoters (9-10)
PG4AllRespAll Response
PG5_1RRPQResolve Reported Problems Quickly
PG5_2BNUIBacklog / # of Unresolved Issues
PG5_3HDSHelpful Discussion on StackExchange
PG5_4VGPVisible Growth in Popularity
PG5_5PHRPackage's Historic Reputation
PG5_6SSYOPScale / Size of Your Own Project
PG5_7NDYP# Developers of Your Project
PG5_8CPComputing Performances
PG5_9FRP"Familiarity with Related Packages"
PG5_10RPAReputation of the Package's Authors
PG5_11NSG# of Stars on GitHub
PG5_12NWG# of Watchers on GitHub
PG5_13NFG# of Forks on GitHub
PGXRespResponse time of question on page X
PGXSubmitThe submission time of page X
PG5_XOrderThe order of 13 factors the recipient take to deal with question on Page 5
PG5_XTimeThe completion time of dealing with factor X (e.g. 9 -> PG5_9FRP) on Page 5
PG0DisParticipati Display(Hours)
PG0ShownParticipants Shown

Model response variable

ResponseGitHub UsernameNetIDName
Resolves Prooblems quickly3PIVpprovinsProvins IV, Preston
Resolves Prooblems quicklyBrettBass13bbass11Bass, Brett Czech
Resolves Prooblems quicklyCipherR9gyj992Johnson, Rojae Antonio
Historic ReputationColsarcolcmawhinnMawhinney, Colin Joseph
Historic ReputationEvanEzelleezell3Ezell, Evan Collin
Historic ReputationMikeynJerryjdunca51Duncan, Jerry
PerformmanceTasmiatrahman4Rahman, Tasmia
Perforamnceawilki13awilki13Wilkinson, Alex Webb
Performancebryanpacep1jpace7Pace, Jonathan Bryan
StackExchangecaiwjohncjohn3John, Cai William
StackExchangecflemmoncflemmonFlemmons, Cole
StackExchangedbarry9dbarryBarry, Daniel Patrick
Growth In Popularitydesai07adesai6Desai, Avie
Growth In Popularitygjones1911gjones2Jones, Gerald Leon
#Devs in your poprojectherronejeherron5Herron, Emily Joyce
#Devs in your poprojecthossain-rayhanrhossai2Hossain, Rayhan
#Forks on GitHubjdong6jdong6Dong, Jeffrey Jing
#Forks on GitHubjyu25utkjyu25Yu, Jinxiao
Familiarity with related packagesmkramer6mkramer6Kramer, Matthew S
Familiarity with related packagesmmahbubmmahbubMahbub, Maria
Scale/Size of your projectnmansou4nmansou4Mansour, Nasib
Scale/Size of your projectnschwerznschwerzSchwerzler, Nicolas Winfield William
Reputation of Authorsrdabbs42rdabbs1Dabbs, Rosemary
Reputation of AuthorssaramsvmousaviMousavicheshmehkaboodi, Sara
Reputation of Authorsspaulsteinbergssteinb2Steinberg, Samuel Paul
Issue backlogzol0akarnaucKarnauch, Andrey
Issue backlogzrandallzrandallRandall, Zachary Adams
Issue backloglpassarellalpassarePassarella, Linsey Sara
#stars on githubtgoedeckepgoedec1Goedecke, Trish
#stars on githubray830305hchang13Chang, Hsun Jui
#stars on githubssravalissadhu2Sadhu, Sri Ravali
#watchers on GitHubdiadoojpovlinPovlin, John P
#watchers on GitHubmander59mander59Anderson, Matt Mcguffee
#watchers on GitHubiway1iway1Way, Isaac Caldwell

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Data analysis using R

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