{"id":39249,"name":"doubleml-for-py","description":"DoubleML - Double Machine Learning in Python","url":"https://github.com/doubleml/doubleml-for-py","last_synced_at":"2025-09-05T08:07:03.889Z","repository":{"id":37867212,"uuid":"294121258","full_name":"DoubleML/doubleml-for-py","owner":"DoubleML","description":"DoubleML - Double Machine Learning in Python","archived":false,"fork":false,"pushed_at":"2025-08-27T20:03:03.000Z","size":10641,"stargazers_count":640,"open_issues_count":28,"forks_count":98,"subscribers_count":15,"default_branch":"main","last_synced_at":"2025-08-28T04:56:30.180Z","etag":null,"topics":["causal-inference","data-science","double-machine-learning","econometrics","machine-learning","python","scikit-learn","statistics"],"latest_commit_sha":null,"homepage":"https://docs.doubleml.org","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/DoubleML.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2020-09-09T13:27:25.000Z","updated_at":"2025-08-28T03:21:23.000Z","dependencies_parsed_at":"2024-01-05T07:35:59.348Z","dependency_job_id":"b1b22040-7777-4529-b6ab-9eff6cee4b97","html_url":"https://github.com/DoubleML/doubleml-for-py","commit_stats":{"total_commits":2050,"total_committers":12,"mean_commits":"170.83333333333334","dds":0.4570731707317073,"last_synced_commit":"ac8ad10d21f4992575b826e543ac4106e1bb768e"},"previous_names":[],"tags_count":30,"template":false,"template_full_name":null,"purl":"pkg:github/DoubleML/doubleml-for-py","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DoubleML%2Fdoubleml-for-py","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DoubleML%2Fdoubleml-for-py/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DoubleML%2Fdoubleml-for-py/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DoubleML%2Fdoubleml-for-py/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/DoubleML","download_url":"https://codeload.github.com/DoubleML/doubleml-for-py/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DoubleML%2Fdoubleml-for-py/sbom","scorecard":{"id":41939,"data":{"date":"2025-08-11","repo":{"name":"github.com/DoubleML/doubleml-for-py","commit":"94f48616250fed3e1e042f060bc3d682a927f543"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":5.7,"checks":[{"name":"Dangerous-Workflow","score":10,"reason":"no dangerous workflow patterns detected","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Info: jobLevel 'actions' permission set to 'read': .github/workflows/codeql.yml:16","Info: jobLevel 'contents' permission set to 'read': .github/workflows/codeql.yml:17","Warn: no topLevel permission defined: .github/workflows/codeql.yml:1","Warn: no topLevel permission defined: .github/workflows/deploy_pkg.yml:1","Warn: no topLevel permission defined: .github/workflows/pytest.yml:1","Info: no jobLevel write permissions found"],"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"name":"Maintained","score":10,"reason":"30 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Code-Review","score":8,"reason":"Found 4/5 approved changesets -- score normalized to 8","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#code-review"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#cii-best-practices"}},{"name":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"name":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/codeql.yml:27: update your workflow using https://app.stepsecurity.io/secureworkflow/DoubleML/doubleml-for-py/codeql.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/codeql.yml:30: update your workflow using https://app.stepsecurity.io/secureworkflow/DoubleML/doubleml-for-py/codeql.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/codeql.yml:36: update your workflow using https://app.stepsecurity.io/secureworkflow/DoubleML/doubleml-for-py/codeql.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/codeql.yml:39: update your workflow using https://app.stepsecurity.io/secureworkflow/DoubleML/doubleml-for-py/codeql.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/deploy_pkg.yml:15: update your workflow using https://app.stepsecurity.io/secureworkflow/DoubleML/doubleml-for-py/deploy_pkg.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/deploy_pkg.yml:20: update your workflow using https://app.stepsecurity.io/secureworkflow/DoubleML/doubleml-for-py/deploy_pkg.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/deploy_pkg.yml:34: update your workflow using https://app.stepsecurity.io/secureworkflow/DoubleML/doubleml-for-py/deploy_pkg.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:34: update your workflow using https://app.stepsecurity.io/secureworkflow/DoubleML/doubleml-for-py/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:39: update your workflow using https://app.stepsecurity.io/secureworkflow/DoubleML/doubleml-for-py/pytest.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pytest.yml:77: update your workflow using https://app.stepsecurity.io/secureworkflow/DoubleML/doubleml-for-py/pytest.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pytest.yml:89: update your workflow using https://app.stepsecurity.io/secureworkflow/DoubleML/doubleml-for-py/pytest.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pytest.yml:101: update your workflow using https://app.stepsecurity.io/secureworkflow/DoubleML/doubleml-for-py/pytest.yml/main?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/deploy_pkg.yml:26","Warn: pipCommand not pinned by hash: .github/workflows/deploy_pkg.yml:27","Warn: pipCommand not pinned by hash: .github/workflows/deploy_pkg.yml:28","Warn: pipCommand not pinned by hash: .github/workflows/pytest.yml:49","Warn: pipCommand not pinned by hash: .github/workflows/pytest.yml:50","Warn: pipCommand not pinned by hash: .github/workflows/pytest.yml:54","Warn: pipCommand not pinned by hash: .github/workflows/pytest.yml:70","Info:   0 out of  10 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   2 third-party GitHubAction dependencies pinned","Info:   0 out of   7 pipCommand dependencies pinned"],"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: BSD 3-Clause \"New\" or \"Revised\" License: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Vulnerabilities","score":10,"reason":"0 existing vulnerabilities detected","details":null,"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"Signed-Releases","score":0,"reason":"Project has not signed or included provenance with any releases.","details":["Warn: release artifact 0.10.1 not signed: https://api.github.com/repos/DoubleML/doubleml-for-py/releases/230718779","Warn: release artifact 0.10.0 not signed: https://api.github.com/repos/DoubleML/doubleml-for-py/releases/220910984","Warn: release artifact 0.9.3 not signed: https://api.github.com/repos/DoubleML/doubleml-for-py/releases/193925623","Warn: release artifact 0.9.2 not signed: https://api.github.com/repos/DoubleML/doubleml-for-py/releases/193676688","Warn: release artifact 0.9.1 not signed: https://api.github.com/repos/DoubleML/doubleml-for-py/releases/193297097","Warn: release artifact 0.10.1 does not have provenance: https://api.github.com/repos/DoubleML/doubleml-for-py/releases/230718779","Warn: release artifact 0.10.0 does not have provenance: https://api.github.com/repos/DoubleML/doubleml-for-py/releases/220910984","Warn: release artifact 0.9.3 does not have provenance: https://api.github.com/repos/DoubleML/doubleml-for-py/releases/193925623","Warn: release artifact 0.9.2 does not have provenance: https://api.github.com/repos/DoubleML/doubleml-for-py/releases/193676688","Warn: release artifact 0.9.1 does not have provenance: https://api.github.com/repos/DoubleML/doubleml-for-py/releases/193297097"],"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Branch-Protection","score":-1,"reason":"internal error: error during branchesHandler.setup: internal error: githubv4.Query: Resource not accessible by integration","details":null,"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"SAST","score":9,"reason":"SAST tool detected but not run on all commits","details":["Info: SAST configuration detected: CodeQL","Warn: 22 commits out of 30 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}}]},"last_synced_at":"2025-08-14T21:46:47.802Z","repository_id":37867212,"created_at":"2025-08-14T21:46:47.802Z","updated_at":"2025-08-14T21:46:47.802Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273728151,"owners_count":25157136,"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","status":"online","status_checked_at":"2025-09-05T02:00:09.113Z","response_time":402,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"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"}},"owner":{"login":"DoubleML","name":"DoubleML","uuid":"71015553","kind":"organization","description":"","email":null,"website":"doubleml.org","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/71015553?v=4","repositories_count":7,"last_synced_at":"2023-03-05T23:35:43.916Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/DoubleML","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-16T00:48:31.064Z","updated_at":"2023-03-05T23:35:43.938Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/DoubleML","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/DoubleML/repositories"},"packages":null,"commits":{"id":31166,"full_name":"DoubleML/doubleml-for-py","default_branch":"main","committers":[{"name":"Sven Klaassen","email":"47529404+SvenKlaassen","login":"SvenKlaassen","count":1155},{"name":"Malte S. Kurz","email":"malte.s.kurz@gmail.com","login":"MalteKurz","count":1113},{"name":"OliverSchacht","email":"65898638+OliverSchacht","login":"OliverSchacht","count":73},{"name":"Philipp Bach","email":"bach.philipp@outlook.com","login":"PhilippBach","count":54},{"name":"Jan Teichert-Kluge","email":"jan.teichertkluge@uni-hamburg.de","login":"JanTeichertKluge","count":52},{"name":"Michaela Kecskésová","email":"x460690@fi.muni.cz","login":null,"count":38},{"name":"Philipp Schwarz","email":"Philipp.Schwarz@ams-osram.com","login":"Blacky-P","count":8},{"name":"Schacht","email":"BAQ7040@uni-hamburg.de","login":null,"count":7},{"name":"David Masip","email":"david26694@gmail.com","login":"david26694","count":5},{"name":"Ezequiel Smucler","email":"ezequiels.90@gmail.com","login":"esmucler","count":3},{"name":"Kin Ho Lucien Lo","email":"lucienlo@luciens-macbook-pro.home","login":null,"count":3},{"name":"LGTM Migrator","email":"lgtm-migrator","login":"lgtm-migrator","count":1},{"name":"anntis","email":"anna.m.mamaeva@gmail.com","login":"anntis","count":1},{"name":"Kin Ho Lo","email":"kin.lo@booking.com","login":null,"count":1},{"name":"Kin Ho Lucien Lo","email":"lucienlo@luciens-macbook-pro-2023.home","login":null,"count":1}],"total_commits":2515,"total_committers":15,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":167.66666666666666,"dds":0.5407554671968191,"past_year_committers":[{"name":"SvenKlaassen","email":"sven.klaassen@uni-hamburg.de","login":"SvenKlaassen","count":689},{"name":"OliverSchacht","email":"65898638+OliverSchacht","login":"OliverSchacht","count":54},{"name":"Philipp Schwarz","email":"Philipp.Schwarz@ams-osram.com","login":"Blacky-P","count":8},{"name":"David Masip","email":"david26694@gmail.com","login":"david26694","count":5},{"name":"PhilippBach","email":"bach.philipp@outlook.com","login":"PhilippBach","count":4},{"name":"Ezequiel Smucler","email":"ezequiels.90@gmail.com","login":"esmucler","count":3},{"name":"anntis","email":"anna.m.mamaeva@gmail.com","login":"anntis","count":1}],"past_year_total_commits":764,"past_year_total_committers":7,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":109.14285714285714,"past_year_dds":0.09816753926701571,"last_synced_at":"2025-05-28T15:46:58.477Z","last_synced_commit":"9df0711efcb2e288095d1678f6b6f7eea2bbcffe","created_at":"2023-03-07T16:45:35.510Z","updated_at":"2025-05-28T15:46:58.505Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/DoubleML%2Fdoubleml-for-py/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-05T00:00:10.343Z","repositories_count":5480019,"commits_count":853389012,"contributors_count":31098138,"owners_count":906558,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"DoubleML/doubleml-for-py","html_url":"https://github.com/DoubleML/doubleml-for-py","last_synced_at":"2025-08-31T08:31:47.791Z","status":null,"issues_count":70,"pull_requests_count":155,"avg_time_to_close_issue":8237082.318181818,"avg_time_to_close_pull_request":1216372.6912751677,"issues_closed_count":44,"pull_requests_closed_count":149,"pull_request_authors_count":14,"issue_authors_count":27,"avg_comments_per_issue":1.1285714285714286,"avg_comments_per_pull_request":0.5806451612903226,"merged_pull_requests_count":142,"bot_issues_count":0,"bot_pull_requests_count":1,"past_year_issues_count":25,"past_year_pull_requests_count":51,"past_year_avg_time_to_close_issue":2406733.3076923075,"past_year_avg_time_to_close_pull_request":710170.2888888889,"past_year_issues_closed_count":13,"past_year_pull_requests_closed_count":45,"past_year_pull_request_authors_count":7,"past_year_issue_authors_count":6,"past_year_avg_comments_per_issue":0.6,"past_year_avg_comments_per_pull_request":0.5490196078431373,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":43,"created_at":"2023-05-10T21:29:13.688Z","updated_at":"2025-09-03T03:52:49.248Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/DoubleML%2Fdoubleml-for-py","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/DoubleML%2Fdoubleml-for-py/issues","issue_labels_count":{"enhancement":30,"new feature":25,"bug":11,"exception handling":7,"refactoring":6,"documentation":5,"continuous integration":2,"good first issue":2,"unit tests":1,"question":1},"pull_request_labels_count":{"enhancement":11,"new feature":10,"continuous integration":9,"refactoring":8,"unit tests":5,"bug":4,"exception handling":4,"documentation":3},"issue_author_associations_count":{"MEMBER":45,"NONE":24,"CONTRIBUTOR":1},"pull_request_author_associations_count":{"MEMBER":160,"NONE":14,"CONTRIBUTOR":1},"issue_authors":{"SvenKlaassen":25,"MalteKurz":15,"PhilippBach":4,"Alalalalaki":2,"gzhelev2020":2,"OliverSchacht":1,"esmucler":1,"AlejandroTL":1,"prateekgv":1,"yangfanliang":1,"JohannWO":1,"kkckk1110":1,"apoorvalal":1,"MarkovSc":1,"tmieno2":1,"waaally":1,"wmaucla":1,"Nolan3036":1,"dirknbr":1,"hadi-gharibi":1,"hjk612":1,"Tauhmax":1,"vnastl":1,"shoepaladin":1,"trevorvogel":1,"morelandjs":1,"zhangc927":1},"pull_request_authors":{"SvenKlaassen":89,"MalteKurz":50,"OliverSchacht":14,"PhilippBach":5,"mychaelka":4,"JanTeichertKluge":2,"lucien1011":2,"esmucler":2,"PragyanTiwari":2,"ShreyDixit":1,"vnastl":1,"CarlesRieraA":1,"anntis":1,"lgtm-com[bot]":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-04T00:00:25.939Z","repositories_count":10076078,"issues_count":31296153,"pull_requests_count":95886442,"authors_count":10691401,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{"enhancement":16,"new feature":15,"refactoring":4,"bug":2,"documentation":2,"continuous integration":1},"past_year_pull_request_labels_count":{"enhancement":6,"new feature":4,"bug":2,"continuous integration":2,"documentation":2,"refactoring":2},"past_year_issue_author_associations_count":{"MEMBER":21,"NONE":3,"CONTRIBUTOR":1},"past_year_pull_request_author_associations_count":{"MEMBER":49,"NONE":4,"CONTRIBUTOR":1},"past_year_issue_authors":{"SvenKlaassen":18,"PhilippBach":3,"dirknbr":1,"esmucler":1,"kkckk1110":1,"trevorvogel":1},"past_year_pull_request_authors":{"SvenKlaassen":32,"OliverSchacht":13,"PhilippBach":3,"PragyanTiwari":2,"esmucler":2,"JanTeichertKluge":1,"anntis":1},"maintainers":[{"login":"SvenKlaassen","count":114,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/SvenKlaassen"},{"login":"MalteKurz","count":65,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/MalteKurz"},{"login":"OliverSchacht","count":15,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/OliverSchacht"},{"login":"PhilippBach","count":9,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/PhilippBach"},{"login":"JanTeichertKluge","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/JanTeichertKluge"}],"active_maintainers":[{"login":"SvenKlaassen","count":50,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/SvenKlaassen"},{"login":"OliverSchacht","count":13,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/OliverSchacht"},{"login":"PhilippBach","count":6,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/PhilippBach"},{"login":"JanTeichertKluge","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/JanTeichertKluge"}]},"events":{"total":{"CreateEvent":34,"ReleaseEvent":4,"IssuesEvent":34,"WatchEvent":138,"DeleteEvent":4,"IssueCommentEvent":33,"PushEvent":300,"PullRequestReviewEvent":54,"PullRequestReviewCommentEvent":55,"PullRequestEvent":56,"ForkEvent":23},"last_year":{"CreateEvent":34,"ReleaseEvent":4,"IssuesEvent":34,"WatchEvent":138,"DeleteEvent":4,"IssueCommentEvent":33,"PushEvent":300,"PullRequestReviewEvent":54,"PullRequestReviewCommentEvent":55,"PullRequestEvent":56,"ForkEvent":23}},"keywords":["causal-inference","data-science","double-machine-learning","econometrics","machine-learning","python","scikit-learn","statistics"],"dependencies":[{"ecosystem":"pypi","filepath":"requirements-dev.txt","sha":null,"kind":"manifest","created_at":"2022-08-08T22:15:30.393Z","updated_at":"2022-08-08T22:15:30.393Z","repository_link":"https://github.com/DoubleML/doubleml-for-py/blob/main/requirements-dev.txt","dependencies":[{"id":697821108,"package_name":"pytest","ecosystem":"pypi","requirements":"*","direct":true,"kind":"development","optional":false},{"id":697821114,"package_name":"xgboost","ecosystem":"pypi","requirements":"*","direct":true,"kind":"development","optional":false},{"id":697821117,"package_name":"sphinx","ecosystem":"pypi","requirements":"*","direct":true,"kind":"development","optional":false},{"id":697821119,"package_name":"pydata-sphinx-theme","ecosystem":"pypi","requirements":"*","direct":true,"kind":"development","optional":false}]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-08T22:15:30.957Z","updated_at":"2022-08-08T22:15:30.957Z","repository_link":"https://github.com/DoubleML/doubleml-for-py/blob/main/requirements.txt","dependencies":[{"id":697829423,"package_name":"joblib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":697829424,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":697829425,"package_name":"pandas","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":697829426,"package_name":"scipy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":697829427,"package_name":"sklearn","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":697829428,"package_name":"statsmodels","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2022-08-08T22:15:31.678Z","updated_at":"2022-08-08T22:15:31.678Z","repository_link":"https://github.com/DoubleML/doubleml-for-py/blob/main/setup.py","dependencies":[{"id":697835809,"package_name":"joblib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":697835810,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":697835811,"package_name":"pandas","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":697835812,"package_name":"scipy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":697835813,"package_name":"sklearn","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":697835814,"package_name":"statsmodels","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/codeql.yml","sha":null,"kind":"manifest","created_at":"2023-12-17T16:45:03.797Z","updated_at":"2023-12-17T16:45:03.797Z","repository_link":"https://github.com/DoubleML/doubleml-for-py/blob/main/.github/workflows/codeql.yml","dependencies":[{"id":15145093869,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":15145093870,"package_name":"github/codeql-action/init","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":15145093871,"package_name":"github/codeql-action/autobuild","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":15145093872,"package_name":"github/codeql-action/analyze","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/deploy_pkg.yml","sha":null,"kind":"manifest","created_at":"2023-12-17T16:45:04.144Z","updated_at":"2023-12-17T16:45:04.144Z","repository_link":"https://github.com/DoubleML/doubleml-for-py/blob/main/.github/workflows/deploy_pkg.yml","dependencies":[{"id":15145096353,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":15145096354,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":15145096355,"package_name":"actions/upload-artifact","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/pytest.yml","sha":null,"kind":"manifest","created_at":"2023-12-17T16:45:05.080Z","updated_at":"2023-12-17T16:45:05.080Z","repository_link":"https://github.com/DoubleML/doubleml-for-py/blob/main/.github/workflows/pytest.yml","dependencies":[{"id":15145096378,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":15145096379,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":15145096380,"package_name":"codecov/codecov-action","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":15145096381,"package_name":"codacy/codacy-coverage-reporter-action","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false}]}],"score":9.212338374638856,"created_at":"2025-09-04T15:51:13.472Z","updated_at":"2025-10-07T08:16:05.143Z","avatar_url":"https://github.com/DoubleML.png","language":"Python","category":null,"sub_category":null,"monthly_downloads":0,"funding_links":[],"readme_doi_urls":["https://doi.org/10.1111/ectj.12097"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/39249","html_url":"https://science.ecosyste.ms/projects/39249","bibtex_url":"https://science.ecosyste.ms/projects/39249/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/39249/export.apalike"}