{"id":24988608,"url":"https://github.com/valenthr/ab_testing","last_synced_at":"2025-10-11T01:32:10.361Z","repository":{"id":270167681,"uuid":"909473118","full_name":"valenthr/AB_testing","owner":"valenthr","description":"Analysis of the AB Test Results for the Subscription Page Design","archived":false,"fork":false,"pushed_at":"2024-12-30T23:01:20.000Z","size":1306,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-04T12:04:45.762Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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/valenthr.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":"2024-12-28T20:06:59.000Z","updated_at":"2024-12-30T23:01:23.000Z","dependencies_parsed_at":"2024-12-31T00:17:59.637Z","dependency_job_id":null,"html_url":"https://github.com/valenthr/AB_testing","commit_stats":null,"previous_names":["valenthr/abtest_analysis","valenthr/ab_testing"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/valenthr%2FAB_testing","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/valenthr%2FAB_testing/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/valenthr%2FAB_testing/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/valenthr%2FAB_testing/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/valenthr","download_url":"https://codeload.github.com/valenthr/AB_testing/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246174604,"owners_count":20735417,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","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":[],"created_at":"2025-02-04T12:04:50.344Z","updated_at":"2025-10-11T01:32:05.328Z","avatar_url":"https://github.com/valenthr.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# A/B testing\n## Tools\nPython libraries:\n* Pandas;\n* Scipy;\n* Statsmodels;\n* Matplotlib;\n* Seaborn.\n## Purpose\nMake the right decision whether to apply a new design or not based on the results of an A/B test.\n## Context of A/B test\nIn our mobile application, after onboarding, the user is offered to buy a weekly subscription for $4.99, which gives access to premium features.\n### Groups\n1. A - control group - old design with offer for the weekly subscription for $4.99.\n2. B - test group - new design also with the same price, but we say it's actually a 50% off price.\n## Data\nAll data is in table ['ab_test_data'](https://drive.google.com/file/d/11aIe3--lnKRPnerjnJEGloHSMwP3_rTz/view?usp=drive_link):\n* user_id - unique id of each user;\n* timestamp - time of displaying an offer of subscription;\n* test_group - a or b;\n* conversion - 0 if user rejected the offer and 1 if user buy the weekly subscription\n## Analysis and final report\n* Analysis with explanations - [there](https://drive.google.com/file/d/1mu6lFVQdXFCosVup2xnQWbOEEHVt6cTc/view?usp=sharing).\n* Final report with conclusion - [there](https://docs.google.com/presentation/d/14YqG0EmGnjJcl9SFT2Cp-fn7fT1tkmSx/edit?usp=sharing\u0026ouid=110123972342957476617\u0026rtpof=true\u0026sd=true).\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvalenthr%2Fab_testing","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fvalenthr%2Fab_testing","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvalenthr%2Fab_testing/lists"}