{"id":2927,"name":"Category Encoders","description":"Category Encoders: a scikit-learn-contrib package of transformers for encoding categorical data - Published in JOSS (2018)","url":"https://github.com/scikit-learn-contrib/category_encoders","last_synced_at":"2025-09-04T16:56:16.656Z","repository":{"id":37384586,"uuid":"47077067","full_name":"scikit-learn-contrib/category_encoders","owner":"scikit-learn-contrib","description":"A library of sklearn compatible categorical variable encoders","archived":false,"fork":false,"pushed_at":"2025-06-19T04:42:32.000Z","size":45269,"stargazers_count":2459,"open_issues_count":44,"forks_count":404,"subscribers_count":38,"default_branch":"master","last_synced_at":"2025-09-04T03:07:41.039Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"http://contrib.scikit-learn.org/category_encoders/","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/scikit-learn-contrib.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE.md","code_of_conduct":"CODE_OF_CONDUCT.md","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,"zenodo":null}},"created_at":"2015-11-29T19:32:37.000Z","updated_at":"2025-08-31T20:15:14.000Z","dependencies_parsed_at":"2023-10-10T23:07:01.856Z","dependency_job_id":"2c4f89fd-9ef2-4983-bedd-607121380af9","html_url":"https://github.com/scikit-learn-contrib/category_encoders","commit_stats":{"total_commits":798,"total_committers":71,"mean_commits":11.23943661971831,"dds":0.8095238095238095,"last_synced_commit":"11fbba6520341e9b960d35dafd44704a67b5bafe"},"previous_names":[],"tags_count":37,"template":false,"template_full_name":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/scikit-learn-contrib","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/sbom","scorecard":{"id":804791,"data":{"date":"2025-08-11","repo":{"name":"github.com/scikit-learn-contrib/category_encoders","commit":"9a86233c51d8ed3c2809126bb0ab9523c4c379bd"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":3.1,"checks":[{"name":"Code-Review","score":2,"reason":"Found 4/16 approved changesets -- score normalized to 2","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":"Maintained","score":0,"reason":"0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"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":"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":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/docs.yml:1","Warn: no topLevel permission defined: .github/workflows/pypi-publish.yml:1","Warn: no topLevel permission defined: .github/workflows/test-docs-build.yml:1","Warn: no topLevel permission defined: .github/workflows/test-suite.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":"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":"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":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE.md:0","Info: FSF or OSI recognized license: BSD 3-Clause \"New\" or \"Revised\" License: LICENSE.md:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Packaging","score":10,"reason":"packaging workflow detected","details":["Info: Project packages its releases by way of GitHub Actions.: .github/workflows/pypi-publish.yml:7"],"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":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'master'"],"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":"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":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 22 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"}},{"name":"Vulnerabilities","score":0,"reason":"15 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2021-856 / GHSA-5545-2q6w-2gh6","Warn: Project is vulnerable to: GHSA-6p56-wp2h-9hxr","Warn: Project is vulnerable to: PYSEC-2019-108 / GHSA-9fq2-x9r6-wfmf","Warn: Project is vulnerable to: PYSEC-2021-857 / GHSA-f7c7-j99h-c22f","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: PYSEC-2020-73","Warn: Project is vulnerable to: PYSEC-2020-107 / GHSA-jjw5-xxj6-pcv5","Warn: Project is vulnerable to: PYSEC-2024-110 / GHSA-jw8x-6495-233v","Warn: Project is vulnerable to: PYSEC-2020-108","Warn: Project is vulnerable to: PYSEC-2023-102","Warn: Project is vulnerable to: PYSEC-2023-114","Warn: Project is vulnerable to: GHSA-cpwx-vrp4-4pq7","Warn: Project is vulnerable to: GHSA-9hjg-9r4m-mvj7","Warn: Project is vulnerable to: GHSA-48p4-8xcf-vxj5","Warn: Project is vulnerable to: GHSA-pq67-6m6q-mj2v"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"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/docs.yml:11: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/docs.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docs.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/docs.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pypi-publish.yml:13: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/pypi-publish.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pypi-publish.yml:15: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/pypi-publish.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pypi-publish.yml:25: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/pypi-publish.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test-docs-build.yml:12: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/test-docs-build.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test-docs-build.yml:13: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/test-docs-build.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test-suite.yml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/test-suite.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test-suite.yml:23: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/test-suite.yml/master?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/docs.yml:14","Warn: pipCommand not pinned by hash: .github/workflows/docs.yml:15","Warn: pipCommand not pinned by hash: .github/workflows/docs.yml:19","Warn: pipCommand not pinned by hash: .github/workflows/pypi-publish.yml:20","Warn: pipCommand not pinned by hash: .github/workflows/pypi-publish.yml:21","Warn: pipCommand not pinned by hash: .github/workflows/test-docs-build.yml:18","Warn: pipCommand not pinned by hash: .github/workflows/test-suite.yml:28","Warn: pipCommand not pinned by hash: .github/workflows/test-suite.yml:29","Info:   0 out of   7 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   2 third-party GitHubAction dependencies pinned","Info:   0 out of   8 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"}}]},"last_synced_at":"2025-08-23T11:28:50.783Z","repository_id":37384586,"created_at":"2025-08-23T11:28:50.783Z","updated_at":"2025-08-23T11:28:50.783Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273611763,"owners_count":25136977,"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":"2025-09-04T02:00:08.968Z","response_time":61,"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":"scikit-learn-contrib","name":"scikit-learn-contrib","uuid":"17349883","kind":"organization","description":"scikit-learn compatible projects","email":null,"website":"http://contrib.scikit-learn.org","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/17349883?v=4","repositories_count":27,"last_synced_at":"2024-03-25T20:03:09.812Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/scikit-learn-contrib","funding_links":[],"total_stars":23674,"followers":403,"following":0,"created_at":"2022-11-02T16:23:34.537Z","updated_at":"2024-03-25T20:03:09.826Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/scikit-learn-contrib","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/scikit-learn-contrib/repositories"},"packages":[{"id":2665349,"name":"category-encoders-dev","ecosystem":"pypi","description":"A collection sklearn transformers to encode categorical variables as numeric","homepage":"https://github.com/scikit-learn-contrib/category_encoders","licenses":"BSD","normalized_licenses":["BSD-3-Clause"],"repository_url":"https://github.com/scikit-learn-contrib/category_encoders","keywords_array":["python","data","science","machine","learning","pandas","sklearn"],"namespace":null,"versions_count":1,"first_release_published_at":"2021-08-27T20:31:07.000Z","latest_release_published_at":"2021-08-27T20:31:07.000Z","latest_release_number":"2.2.2.post2021","last_synced_at":"2025-09-03T22:36:15.268Z","created_at":"2022-04-10T10:17:49.503Z","updated_at":"2025-09-04T15:28:35.520Z","registry_url":"https://pypi.org/project/category-encoders-dev/","install_command":"pip install category-encoders-dev --index-url https://pypi.org/simple","documentation_url":"https://category-encoders-dev.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":["Development Status :: 3 - Alpha","Intended Audience :: Developers","Programming Language :: Python :: 3"],"normalized_name":"category-encoders-dev","project_status":null},"repo_metadata":{"id":37384586,"uuid":"47077067","full_name":"scikit-learn-contrib/category_encoders","owner":"scikit-learn-contrib","description":"A library of sklearn compatible categorical variable encoders","archived":false,"fork":false,"pushed_at":"2025-06-19T04:42:32.000Z","size":45269,"stargazers_count":2459,"open_issues_count":44,"forks_count":404,"subscribers_count":38,"default_branch":"master","last_synced_at":"2025-09-04T03:07:41.039Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"http://contrib.scikit-learn.org/category_encoders/","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/scikit-learn-contrib.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE.md","code_of_conduct":"CODE_OF_CONDUCT.md","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,"zenodo":null}},"created_at":"2015-11-29T19:32:37.000Z","updated_at":"2025-08-31T20:15:14.000Z","dependencies_parsed_at":"2023-10-10T23:07:01.856Z","dependency_job_id":"2c4f89fd-9ef2-4983-bedd-607121380af9","html_url":"https://github.com/scikit-learn-contrib/category_encoders","commit_stats":{"total_commits":798,"total_committers":71,"mean_commits":11.23943661971831,"dds":0.8095238095238095,"last_synced_commit":"11fbba6520341e9b960d35dafd44704a67b5bafe"},"previous_names":[],"tags_count":37,"template":false,"template_full_name":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/scikit-learn-contrib","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/sbom","scorecard":{"id":804791,"data":{"date":"2025-08-11","repo":{"name":"github.com/scikit-learn-contrib/category_encoders","commit":"9a86233c51d8ed3c2809126bb0ab9523c4c379bd"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":3.1,"checks":[{"name":"Code-Review","score":2,"reason":"Found 4/16 approved changesets -- score normalized to 2","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":"Maintained","score":0,"reason":"0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"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":"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":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/docs.yml:1","Warn: no topLevel permission defined: .github/workflows/pypi-publish.yml:1","Warn: no topLevel permission defined: .github/workflows/test-docs-build.yml:1","Warn: no topLevel permission defined: .github/workflows/test-suite.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":"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":"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":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE.md:0","Info: FSF or OSI recognized license: BSD 3-Clause \"New\" or \"Revised\" License: LICENSE.md:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Packaging","score":10,"reason":"packaging workflow detected","details":["Info: Project packages its releases by way of GitHub Actions.: .github/workflows/pypi-publish.yml:7"],"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":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'master'"],"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":"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":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 22 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"}},{"name":"Vulnerabilities","score":0,"reason":"15 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2021-856 / GHSA-5545-2q6w-2gh6","Warn: Project is vulnerable to: GHSA-6p56-wp2h-9hxr","Warn: Project is vulnerable to: PYSEC-2019-108 / GHSA-9fq2-x9r6-wfmf","Warn: Project is vulnerable to: PYSEC-2021-857 / GHSA-f7c7-j99h-c22f","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: PYSEC-2020-73","Warn: Project is vulnerable to: PYSEC-2020-107 / GHSA-jjw5-xxj6-pcv5","Warn: Project is vulnerable to: PYSEC-2024-110 / GHSA-jw8x-6495-233v","Warn: Project is vulnerable to: PYSEC-2020-108","Warn: Project is vulnerable to: PYSEC-2023-102","Warn: Project is vulnerable to: PYSEC-2023-114","Warn: Project is vulnerable to: GHSA-cpwx-vrp4-4pq7","Warn: Project is vulnerable to: GHSA-9hjg-9r4m-mvj7","Warn: Project is vulnerable to: GHSA-48p4-8xcf-vxj5","Warn: Project is vulnerable to: GHSA-pq67-6m6q-mj2v"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"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/docs.yml:11: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/docs.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docs.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/docs.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pypi-publish.yml:13: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/pypi-publish.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pypi-publish.yml:15: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/pypi-publish.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pypi-publish.yml:25: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/pypi-publish.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test-docs-build.yml:12: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/test-docs-build.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test-docs-build.yml:13: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/test-docs-build.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test-suite.yml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/test-suite.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test-suite.yml:23: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/test-suite.yml/master?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/docs.yml:14","Warn: pipCommand not pinned by hash: .github/workflows/docs.yml:15","Warn: pipCommand not pinned by hash: .github/workflows/docs.yml:19","Warn: pipCommand not pinned by hash: .github/workflows/pypi-publish.yml:20","Warn: pipCommand not pinned by hash: .github/workflows/pypi-publish.yml:21","Warn: pipCommand not pinned by hash: .github/workflows/test-docs-build.yml:18","Warn: pipCommand not pinned by hash: .github/workflows/test-suite.yml:28","Warn: pipCommand not pinned by hash: .github/workflows/test-suite.yml:29","Info:   0 out of   7 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   2 third-party GitHubAction dependencies pinned","Info:   0 out of   8 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"}}]},"last_synced_at":"2025-08-23T11:28:50.783Z","repository_id":37384586,"created_at":"2025-08-23T11:28:50.783Z","updated_at":"2025-08-23T11:28:50.783Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273611763,"owners_count":25136977,"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":"2025-09-04T02:00:08.968Z","response_time":61,"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_record":{"login":"scikit-learn-contrib","name":"scikit-learn-contrib","uuid":"17349883","kind":"organization","description":"scikit-learn compatible projects","email":null,"website":"http://contrib.scikit-learn.org","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/17349883?v=4","repositories_count":27,"last_synced_at":"2024-03-25T20:03:09.812Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/scikit-learn-contrib","funding_links":[],"total_stars":23674,"followers":403,"following":0,"created_at":"2022-11-02T16:23:34.537Z","updated_at":"2024-03-25T20:03:09.826Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/scikit-learn-contrib","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/scikit-learn-contrib/repositories"},"tags":[{"name":"2.8.1","sha":"c8d64b9432411c9f049c5fb66a1610e3122627f5","kind":"commit","published_at":"2025-03-15T16:14:28.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.8.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.8.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.8.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.8.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.8.1/manifests"},{"name":"2.8.0","sha":"6f63a516e36cc7f5bb682e7466c0769ad0993ccf","kind":"commit","published_at":"2025-01-19T19:42:23.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.8.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.8.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.8.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.8.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.8.0/manifests"},{"name":"2.7.0","sha":"2a2e1a1438c4e39a8fbcf9f5a427e6ceae4ad296","kind":"commit","published_at":"2025-01-07T17:58:40.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.7.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.7.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.7.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.7.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.7.0/manifests"},{"name":"2.6.4.post1","sha":"75e8f5a0547b68b4ae24434bf52367d6b4479aba","kind":"commit","published_at":"2024-10-01T21:19:30.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.4.post1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.4.post1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.4.post1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4.post1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4.post1/manifests"},{"name":"2.6.4.post0","sha":"6651b67dd9572853eedc96392078788e866d40e6","kind":"commit","published_at":"2024-10-01T20:54:45.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.4.post0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.4.post0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.4.post0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4.post0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4.post0/manifests"},{"name":"2.6.4","sha":"fa0e3ee1dbc3d53961b035f08f0a2aec1d511bcd","kind":"commit","published_at":"2024-10-01T20:42:43.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.4","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4/manifests"},{"name":"2.6.3","sha":"26ef26106fcbadb281c162b76258955f66f2c741","kind":"commit","published_at":"2023-10-29T20:26:57.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.3","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.3/manifests"},{"name":"2.6.2","sha":"76be05c4bb139f95c1db68f40a022aad8d5f0d6f","kind":"commit","published_at":"2023-08-15T16:10:39.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.2","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.2/manifests"},{"name":"2.6.1","sha":"37fcf54613b0a23d52021862d8861600b51dc222","kind":"commit","published_at":"2023-05-15T21:24:00.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.1/manifests"},{"name":"2.6.0","sha":"b04514346ec633aa9c62ba408b715a5fffd1eaae","kind":"commit","published_at":"2023-01-14T21:15:04.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.0/manifests"},{"name":"2.5.1.post0","sha":"bcb9d9e6266d0010cf61df0fd6b351921c0be96a","kind":"commit","published_at":"2022-10-06T14:13:39.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.5.1.post0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.5.1.post0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.5.1.post0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.1.post0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.1.post0/manifests"},{"name":"2.5.1","sha":"ef720361dce9ac5a6d9385fd5cead115f20efb75","kind":"commit","published_at":"2022-10-05T13:53:56.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.5.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.5.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.5.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.1/manifests"},{"name":"2.5.0","sha":"6a13c14919d56fed8177a173d4b3b82c5ea2fef5","kind":"commit","published_at":"2022-06-02T14:42:09.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.5.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.5.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.5.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.0/manifests"},{"name":"2.4.1","sha":"3ae37104c2a5884f701d518fab234a3cb8859dd0","kind":"commit","published_at":"2022-05-10T14:46:27.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.4.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.4.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.4.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.4.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.4.1/manifests"},{"name":"2.4.0","sha":"4a4810775b1743c2569abe4464c4ab98045d0976","kind":"commit","published_at":"2022-03-09T20:48:35.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.4.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.4.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.4.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.4.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.4.0/manifests"},{"name":"2.3.0-rerelease","sha":"d85c9c5fe1e68e05c92680631c31ff8cfc5505c5","kind":"commit","published_at":"2021-10-13T15:12:38.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.3.0-rerelease","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.3.0-rerelease","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.3.0-rerelease","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.3.0-rerelease","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.3.0-rerelease/manifests"},{"name":"2.3.0","sha":"9189d445598247985416c98e1a07e2a4424eeca2","kind":"commit","published_at":"2021-10-07T22:50:50.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.3.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.3.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.3.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.3.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.3.0/manifests"},{"name":"2.2.2","sha":"ea9428a896bef77baf8b26159f7030cee924e916","kind":"commit","published_at":"2020-04-29T02:09:24.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.2.2","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.2.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.2.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.2/manifests"},{"name":"2.2.1","sha":"c82dc19d2646365ebffe318d0a49835cff797735","kind":"commit","published_at":"2020-04-29T02:00:01.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.2.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.2.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.2.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.1/manifests"},{"name":"2.2.0","sha":"ec9ffa8fe0184cb8fb6baf7302e70cb7706f47c8","kind":"commit","published_at":"2020-04-29T01:34:52.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.2.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.2.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.2.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.0/manifests"},{"name":"2.0.0","sha":"5e9e803c9131b377af305d5302723ba2415001da","kind":"commit","published_at":"2019-04-27T14:59:28.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.0.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.0.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.0.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.0.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.0.0/manifests"},{"name":"1.2.6","sha":"6e39566bd7cfbfb7601433f19c7cfa3a53782eb0","kind":"tag","published_at":"2018-01-21T16:21:56.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.6","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.6/manifests"},{"name":"1.2.5","sha":"8669f5b487b2e285771330d0ecfc166ca43b5e9a","kind":"tag","published_at":"2017-11-03T16:36:06.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.5","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.5/manifests"},{"name":"1.2.4","sha":"772ca51f031e4e5806b8901fe310bdf77e60ef47","kind":"tag","published_at":"2017-07-12T13:44:11.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.4","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.4/manifests"},{"name":"1.2.3","sha":"d437e956a704172b44f1a07a23097f745009aaad","kind":"tag","published_at":"2016-07-28T18:33:34.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.3","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.3/manifests"},{"name":"1.2.2","sha":"f82541fd7418e0d46b3388db79ad52eb8548979a","kind":"tag","published_at":"2016-07-26T17:04:36.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.2","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.2/manifests"},{"name":"1.2.1","sha":"eea68e530fa7b8107e0a985e3ee86420277e0695","kind":"tag","published_at":"2016-06-20T12:50:20.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.1/manifests"},{"name":"1.2.0","sha":"8a30add01be160d2f163717645e1ede0bf68dd1b","kind":"tag","published_at":"2016-06-17T19:40:29.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.0/manifests"},{"name":"1.1.2","sha":"5682af459a4212f7bf01cee667ea49063294c214","kind":"tag","published_at":"2016-05-31T18:11:37.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.1.2","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.1.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.1.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.2/manifests"},{"name":"1.1.1","sha":"5682af459a4212f7bf01cee667ea49063294c214","kind":"tag","published_at":"2016-05-31T18:06:53.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.1.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.1.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.1.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.1/manifests"},{"name":"1.1.0","sha":"b921bc71c1f9e33e4dd399d8d68fd2196b908bde","kind":"tag","published_at":"2016-05-31T17:48:47.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.1.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.1.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.0/manifests"},{"name":"1.0.5","sha":"db34b416b066d249d994339bdc0d55706ec3d886","kind":"tag","published_at":"2016-05-18T15:25:52.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.5","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.5/manifests"},{"name":"1.0.4","sha":"c85a4e84727065531692a471f69b52f02341ea69","kind":"tag","published_at":"2016-04-06T02:05:08.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.4","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.4/manifests"},{"name":"1.0.3","sha":"f9ee39cc93e51fba3f38b075a40d7a4daf2b094a","kind":"tag","published_at":"2016-03-09T00:47:56.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.3","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.3/manifests"},{"name":"1.0.2","sha":"94860a6add2ac61eb3545f38de3b9978d425a493","kind":"tag","published_at":"2016-03-02T21:43:03.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.2","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.2/manifests"},{"name":"1.0.1","sha":"b5dd8f91bbe2177439b1e21a6947167ac6f28e88","kind":"tag","published_at":"2016-03-02T01:05:01.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.1/manifests"},{"name":"1.0.0","sha":"401b341075108c1c1c47e9c4f0dfb4e5e1980925","kind":"tag","published_at":"2016-02-24T14:50:17.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.0/manifests"}]},"repo_metadata_updated_at":"2025-09-04T15:28:35.520Z","dependent_packages_count":0,"downloads":29,"downloads_period":"last-month","dependent_repos_count":1,"rankings":{"downloads":24.101100389766238,"dependent_repos_count":22.077396024530657,"dependent_packages_count":7.306363177401113,"stargazers_count":1.4734687567876426,"forks_count":2.66124503217954,"docker_downloads_count":null,"average":11.523914676133037},"purl":"pkg:pypi/category-encoders-dev","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/category-encoders-dev","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/category-encoders-dev","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/category-encoders-dev/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-08-31T08:46:23.914Z","issues_count":101,"pull_requests_count":67,"avg_time_to_close_issue":47750752.98717949,"avg_time_to_close_pull_request":10722491.278688524,"issues_closed_count":78,"pull_requests_closed_count":61,"pull_request_authors_count":28,"issue_authors_count":84,"avg_comments_per_issue":3.5346534653465347,"avg_comments_per_pull_request":1.8059701492537312,"merged_pull_requests_count":50,"bot_issues_count":0,"bot_pull_requests_count":4,"past_year_issues_count":9,"past_year_pull_requests_count":16,"past_year_avg_time_to_close_issue":2429920.2,"past_year_avg_time_to_close_pull_request":910084.6363636364,"past_year_issues_closed_count":5,"past_year_pull_requests_closed_count":11,"past_year_pull_request_authors_count":5,"past_year_issue_authors_count":7,"past_year_avg_comments_per_issue":0.7777777777777778,"past_year_avg_comments_per_pull_request":0.5,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":4,"past_year_merged_pull_requests_count":9,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/issues","maintainers":[{"login":"PaulWestenthanner","count":33,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/PaulWestenthanner"},{"login":"janmotl","count":5,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/janmotl"},{"login":"wdm0006","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/wdm0006"},{"login":"amueller","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/amueller"}],"active_maintainers":[{"login":"PaulWestenthanner","count":11,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/PaulWestenthanner"}]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/category-encoders-dev/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/category-encoders-dev/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/category-encoders-dev/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/category-encoders-dev/related_packages","maintainers":[{"uuid":"minrock","login":"minrock","name":null,"email":null,"url":null,"packages_count":3,"html_url":"https://pypi.org/user/minrock/","role":null,"created_at":"2022-11-26T02:38:12.412Z","updated_at":"2022-11-26T02:38:12.412Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/minrock/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":724831,"maintainers_count":308214,"namespaces_count":0,"keywords_count":237984,"github":"pypi","metadata":{"funded_packages_count":50481},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2025-09-04T05:23:51.177Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/namespaces"}},{"id":5285189,"name":"category_encoders","ecosystem":"conda","description":"A set of scikit-learn-style transformers for encoding categorical variables into numeric with different techniques. While ordinal, one-hot, and hashing encoders have similar equivalents in the existing scikit-learn version, the transformers in this library all share a few useful properties: - First-class support for pandas dataframes as an input (and optionally as   output) - Can explicitly configure which columns in the data are encoded by name or   index, or infer non-numeric columns regardless of input type - Can drop any columns with very low variance based on training set   optionally - Portability: train a transformer on data, pickle it, reuse it later and   get the same thing out. - Full compatibility with sklearn pipelines, input an array-like dataset   like any other transformer","homepage":"https://github.com/scikit-learn-contrib/category_encoders","licenses":"BSD-3-Clause","normalized_licenses":["BSD-3-Clause"],"repository_url":"https://github.com/scikit-learn-contrib/category_encoders","keywords_array":[],"namespace":null,"versions_count":8,"first_release_published_at":"2023-07-26T15:21:01.000Z","latest_release_published_at":"2025-07-25T15:41:37.000Z","latest_release_number":"2.8.1","last_synced_at":"2025-09-03T22:36:15.556Z","created_at":"2022-10-03T15:42:13.520Z","updated_at":"2025-09-04T15:28:35.565Z","registry_url":"https://anaconda.org/anaconda/category_encoders","install_command":"conda install -c anaconda category_encoders","documentation_url":null,"metadata":{},"repo_metadata":{"id":37384586,"uuid":"47077067","full_name":"scikit-learn-contrib/category_encoders","owner":"scikit-learn-contrib","description":"A library of sklearn compatible categorical variable encoders","archived":false,"fork":false,"pushed_at":"2025-06-19T04:42:32.000Z","size":45269,"stargazers_count":2459,"open_issues_count":44,"forks_count":404,"subscribers_count":38,"default_branch":"master","last_synced_at":"2025-09-04T03:07:41.039Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"http://contrib.scikit-learn.org/category_encoders/","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/scikit-learn-contrib.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE.md","code_of_conduct":"CODE_OF_CONDUCT.md","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,"zenodo":null}},"created_at":"2015-11-29T19:32:37.000Z","updated_at":"2025-08-31T20:15:14.000Z","dependencies_parsed_at":"2023-10-10T23:07:01.856Z","dependency_job_id":"2c4f89fd-9ef2-4983-bedd-607121380af9","html_url":"https://github.com/scikit-learn-contrib/category_encoders","commit_stats":{"total_commits":798,"total_committers":71,"mean_commits":11.23943661971831,"dds":0.8095238095238095,"last_synced_commit":"11fbba6520341e9b960d35dafd44704a67b5bafe"},"previous_names":[],"tags_count":37,"template":false,"template_full_name":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/scikit-learn-contrib","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/sbom","scorecard":{"id":804791,"data":{"date":"2025-08-11","repo":{"name":"github.com/scikit-learn-contrib/category_encoders","commit":"9a86233c51d8ed3c2809126bb0ab9523c4c379bd"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":3.1,"checks":[{"name":"Code-Review","score":2,"reason":"Found 4/16 approved changesets -- score normalized to 2","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":"Maintained","score":0,"reason":"0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"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":"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":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/docs.yml:1","Warn: no topLevel permission defined: .github/workflows/pypi-publish.yml:1","Warn: no topLevel permission defined: .github/workflows/test-docs-build.yml:1","Warn: no topLevel permission defined: .github/workflows/test-suite.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":"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":"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":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE.md:0","Info: FSF or OSI recognized license: BSD 3-Clause \"New\" or \"Revised\" License: LICENSE.md:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Packaging","score":10,"reason":"packaging workflow detected","details":["Info: Project packages its releases by way of GitHub Actions.: .github/workflows/pypi-publish.yml:7"],"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":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'master'"],"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":"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":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 22 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"}},{"name":"Vulnerabilities","score":0,"reason":"15 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2021-856 / GHSA-5545-2q6w-2gh6","Warn: Project is vulnerable to: GHSA-6p56-wp2h-9hxr","Warn: Project is vulnerable to: PYSEC-2019-108 / GHSA-9fq2-x9r6-wfmf","Warn: Project is vulnerable to: PYSEC-2021-857 / GHSA-f7c7-j99h-c22f","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: PYSEC-2020-73","Warn: Project is vulnerable to: PYSEC-2020-107 / GHSA-jjw5-xxj6-pcv5","Warn: Project is vulnerable to: PYSEC-2024-110 / GHSA-jw8x-6495-233v","Warn: Project is vulnerable to: PYSEC-2020-108","Warn: Project is vulnerable to: PYSEC-2023-102","Warn: Project is vulnerable to: PYSEC-2023-114","Warn: Project is vulnerable to: GHSA-cpwx-vrp4-4pq7","Warn: Project is vulnerable to: GHSA-9hjg-9r4m-mvj7","Warn: Project is vulnerable to: GHSA-48p4-8xcf-vxj5","Warn: Project is vulnerable to: GHSA-pq67-6m6q-mj2v"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"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/docs.yml:11: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/docs.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docs.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/docs.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pypi-publish.yml:13: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/pypi-publish.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pypi-publish.yml:15: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/pypi-publish.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pypi-publish.yml:25: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/pypi-publish.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test-docs-build.yml:12: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/test-docs-build.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test-docs-build.yml:13: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/test-docs-build.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test-suite.yml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/test-suite.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test-suite.yml:23: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/test-suite.yml/master?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/docs.yml:14","Warn: pipCommand not pinned by hash: .github/workflows/docs.yml:15","Warn: pipCommand not pinned by hash: .github/workflows/docs.yml:19","Warn: pipCommand not pinned by hash: .github/workflows/pypi-publish.yml:20","Warn: pipCommand not pinned by hash: .github/workflows/pypi-publish.yml:21","Warn: pipCommand not pinned by hash: .github/workflows/test-docs-build.yml:18","Warn: pipCommand not pinned by hash: .github/workflows/test-suite.yml:28","Warn: pipCommand not pinned by hash: .github/workflows/test-suite.yml:29","Info:   0 out of   7 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   2 third-party GitHubAction dependencies pinned","Info:   0 out of   8 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"}}]},"last_synced_at":"2025-08-23T11:28:50.783Z","repository_id":37384586,"created_at":"2025-08-23T11:28:50.783Z","updated_at":"2025-08-23T11:28:50.783Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273611763,"owners_count":25136977,"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":"2025-09-04T02:00:08.968Z","response_time":61,"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_record":{"login":"scikit-learn-contrib","name":"scikit-learn-contrib","uuid":"17349883","kind":"organization","description":"scikit-learn compatible projects","email":null,"website":"http://contrib.scikit-learn.org","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/17349883?v=4","repositories_count":27,"last_synced_at":"2024-03-25T20:03:09.812Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/scikit-learn-contrib","funding_links":[],"total_stars":23674,"followers":403,"following":0,"created_at":"2022-11-02T16:23:34.537Z","updated_at":"2024-03-25T20:03:09.826Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/scikit-learn-contrib","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/scikit-learn-contrib/repositories"},"tags":[{"name":"2.8.1","sha":"c8d64b9432411c9f049c5fb66a1610e3122627f5","kind":"commit","published_at":"2025-03-15T16:14:28.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.8.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.8.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.8.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.8.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.8.1/manifests"},{"name":"2.8.0","sha":"6f63a516e36cc7f5bb682e7466c0769ad0993ccf","kind":"commit","published_at":"2025-01-19T19:42:23.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.8.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.8.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.8.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.8.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.8.0/manifests"},{"name":"2.7.0","sha":"2a2e1a1438c4e39a8fbcf9f5a427e6ceae4ad296","kind":"commit","published_at":"2025-01-07T17:58:40.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.7.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.7.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.7.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.7.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.7.0/manifests"},{"name":"2.6.4.post1","sha":"75e8f5a0547b68b4ae24434bf52367d6b4479aba","kind":"commit","published_at":"2024-10-01T21:19:30.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.4.post1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.4.post1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.4.post1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4.post1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4.post1/manifests"},{"name":"2.6.4.post0","sha":"6651b67dd9572853eedc96392078788e866d40e6","kind":"commit","published_at":"2024-10-01T20:54:45.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.4.post0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.4.post0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.4.post0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4.post0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4.post0/manifests"},{"name":"2.6.4","sha":"fa0e3ee1dbc3d53961b035f08f0a2aec1d511bcd","kind":"commit","published_at":"2024-10-01T20:42:43.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.4","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4/manifests"},{"name":"2.6.3","sha":"26ef26106fcbadb281c162b76258955f66f2c741","kind":"commit","published_at":"2023-10-29T20:26:57.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.3","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.3/manifests"},{"name":"2.6.2","sha":"76be05c4bb139f95c1db68f40a022aad8d5f0d6f","kind":"commit","published_at":"2023-08-15T16:10:39.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.2","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.2/manifests"},{"name":"2.6.1","sha":"37fcf54613b0a23d52021862d8861600b51dc222","kind":"commit","published_at":"2023-05-15T21:24:00.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.1/manifests"},{"name":"2.6.0","sha":"b04514346ec633aa9c62ba408b715a5fffd1eaae","kind":"commit","published_at":"2023-01-14T21:15:04.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.0/manifests"},{"name":"2.5.1.post0","sha":"bcb9d9e6266d0010cf61df0fd6b351921c0be96a","kind":"commit","published_at":"2022-10-06T14:13:39.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.5.1.post0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.5.1.post0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.5.1.post0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.1.post0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.1.post0/manifests"},{"name":"2.5.1","sha":"ef720361dce9ac5a6d9385fd5cead115f20efb75","kind":"commit","published_at":"2022-10-05T13:53:56.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.5.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.5.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.5.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.1/manifests"},{"name":"2.5.0","sha":"6a13c14919d56fed8177a173d4b3b82c5ea2fef5","kind":"commit","published_at":"2022-06-02T14:42:09.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.5.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.5.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.5.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.0/manifests"},{"name":"2.4.1","sha":"3ae37104c2a5884f701d518fab234a3cb8859dd0","kind":"commit","published_at":"2022-05-10T14:46:27.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.4.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.4.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.4.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.4.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.4.1/manifests"},{"name":"2.4.0","sha":"4a4810775b1743c2569abe4464c4ab98045d0976","kind":"commit","published_at":"2022-03-09T20:48:35.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.4.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.4.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.4.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.4.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.4.0/manifests"},{"name":"2.3.0-rerelease","sha":"d85c9c5fe1e68e05c92680631c31ff8cfc5505c5","kind":"commit","published_at":"2021-10-13T15:12:38.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.3.0-rerelease","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.3.0-rerelease","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.3.0-rerelease","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.3.0-rerelease","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.3.0-rerelease/manifests"},{"name":"2.3.0","sha":"9189d445598247985416c98e1a07e2a4424eeca2","kind":"commit","published_at":"2021-10-07T22:50:50.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.3.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.3.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.3.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.3.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.3.0/manifests"},{"name":"2.2.2","sha":"ea9428a896bef77baf8b26159f7030cee924e916","kind":"commit","published_at":"2020-04-29T02:09:24.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.2.2","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.2.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.2.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.2/manifests"},{"name":"2.2.1","sha":"c82dc19d2646365ebffe318d0a49835cff797735","kind":"commit","published_at":"2020-04-29T02:00:01.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.2.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.2.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.2.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.1/manifests"},{"name":"2.2.0","sha":"ec9ffa8fe0184cb8fb6baf7302e70cb7706f47c8","kind":"commit","published_at":"2020-04-29T01:34:52.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.2.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.2.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.2.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.0/manifests"},{"name":"2.0.0","sha":"5e9e803c9131b377af305d5302723ba2415001da","kind":"commit","published_at":"2019-04-27T14:59:28.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.0.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.0.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.0.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.0.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.0.0/manifests"},{"name":"1.2.6","sha":"6e39566bd7cfbfb7601433f19c7cfa3a53782eb0","kind":"tag","published_at":"2018-01-21T16:21:56.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.6","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.6/manifests"},{"name":"1.2.5","sha":"8669f5b487b2e285771330d0ecfc166ca43b5e9a","kind":"tag","published_at":"2017-11-03T16:36:06.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.5","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.5/manifests"},{"name":"1.2.4","sha":"772ca51f031e4e5806b8901fe310bdf77e60ef47","kind":"tag","published_at":"2017-07-12T13:44:11.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.4","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.4/manifests"},{"name":"1.2.3","sha":"d437e956a704172b44f1a07a23097f745009aaad","kind":"tag","published_at":"2016-07-28T18:33:34.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.3","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.3/manifests"},{"name":"1.2.2","sha":"f82541fd7418e0d46b3388db79ad52eb8548979a","kind":"tag","published_at":"2016-07-26T17:04:36.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.2","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.2/manifests"},{"name":"1.2.1","sha":"eea68e530fa7b8107e0a985e3ee86420277e0695","kind":"tag","published_at":"2016-06-20T12:50:20.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.1/manifests"},{"name":"1.2.0","sha":"8a30add01be160d2f163717645e1ede0bf68dd1b","kind":"tag","published_at":"2016-06-17T19:40:29.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.0/manifests"},{"name":"1.1.2","sha":"5682af459a4212f7bf01cee667ea49063294c214","kind":"tag","published_at":"2016-05-31T18:11:37.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.1.2","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.1.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.1.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.2/manifests"},{"name":"1.1.1","sha":"5682af459a4212f7bf01cee667ea49063294c214","kind":"tag","published_at":"2016-05-31T18:06:53.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.1.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.1.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.1.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.1/manifests"},{"name":"1.1.0","sha":"b921bc71c1f9e33e4dd399d8d68fd2196b908bde","kind":"tag","published_at":"2016-05-31T17:48:47.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.1.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.1.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.0/manifests"},{"name":"1.0.5","sha":"db34b416b066d249d994339bdc0d55706ec3d886","kind":"tag","published_at":"2016-05-18T15:25:52.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.5","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.5/manifests"},{"name":"1.0.4","sha":"c85a4e84727065531692a471f69b52f02341ea69","kind":"tag","published_at":"2016-04-06T02:05:08.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.4","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.4/manifests"},{"name":"1.0.3","sha":"f9ee39cc93e51fba3f38b075a40d7a4daf2b094a","kind":"tag","published_at":"2016-03-09T00:47:56.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.3","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.3/manifests"},{"name":"1.0.2","sha":"94860a6add2ac61eb3545f38de3b9978d425a493","kind":"tag","published_at":"2016-03-02T21:43:03.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.2","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.2/manifests"},{"name":"1.0.1","sha":"b5dd8f91bbe2177439b1e21a6947167ac6f28e88","kind":"tag","published_at":"2016-03-02T01:05:01.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.1/manifests"},{"name":"1.0.0","sha":"401b341075108c1c1c47e9c4f0dfb4e5e1980925","kind":"tag","published_at":"2016-02-24T14:50:17.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.0/manifests"}]},"repo_metadata_updated_at":"2025-09-04T15:28:35.565Z","dependent_packages_count":2,"downloads":null,"downloads_period":null,"dependent_repos_count":12,"rankings":{"downloads":null,"dependent_repos_count":36.71497584541063,"dependent_packages_count":20.446994865599518,"stargazers_count":17.059178743961354,"forks_count":17.059178743961354,"docker_downloads_count":null,"average":22.820082049733212},"purl":"pkg:conda/category_encoders","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/conda/category_encoders","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/conda/category_encoders","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/conda/category_encoders/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-08-31T08:46:23.914Z","issues_count":101,"pull_requests_count":67,"avg_time_to_close_issue":47750752.98717949,"avg_time_to_close_pull_request":10722491.278688524,"issues_closed_count":78,"pull_requests_closed_count":61,"pull_request_authors_count":28,"issue_authors_count":84,"avg_comments_per_issue":3.5346534653465347,"avg_comments_per_pull_request":1.8059701492537312,"merged_pull_requests_count":50,"bot_issues_count":0,"bot_pull_requests_count":4,"past_year_issues_count":9,"past_year_pull_requests_count":16,"past_year_avg_time_to_close_issue":2429920.2,"past_year_avg_time_to_close_pull_request":910084.6363636364,"past_year_issues_closed_count":5,"past_year_pull_requests_closed_count":11,"past_year_pull_request_authors_count":5,"past_year_issue_authors_count":7,"past_year_avg_comments_per_issue":0.7777777777777778,"past_year_avg_comments_per_pull_request":0.5,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":4,"past_year_merged_pull_requests_count":9,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/issues","maintainers":[{"login":"PaulWestenthanner","count":33,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/PaulWestenthanner"},{"login":"janmotl","count":5,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/janmotl"},{"login":"wdm0006","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/wdm0006"},{"login":"amueller","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/amueller"}],"active_maintainers":[{"login":"PaulWestenthanner","count":11,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/PaulWestenthanner"}]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/anaconda.org/packages/category_encoders/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/anaconda.org/packages/category_encoders/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/anaconda.org/packages/category_encoders/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/anaconda.org/packages/category_encoders/related_packages","maintainers":[],"registry":{"name":"anaconda.org","url":"https://anaconda.org","ecosystem":"conda","default":true,"packages_count":4324,"maintainers_count":0,"namespaces_count":0,"keywords_count":2901,"github":"Anaconda","metadata":{"kind":"anaconda","key":"Main","api":"https://repo.ananconda.com","funded_packages_count":611},"icon_url":"https://github.com/Anaconda.png","created_at":"2022-10-03T15:37:08.736Z","updated_at":"2025-09-04T06:59:49.169Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/anaconda.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/anaconda.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/anaconda.org/namespaces"}},{"id":5283102,"name":"category_encoders","ecosystem":"conda","description":"A set of scikit-learn-style transformers for encoding categorical variables into numeric with different techniques. While ordinal, one-hot, and hashing encoders have similar equivalents in the existing scikit-learn version, the transformers in this library all share a few useful properties:  - First-class support for pandas dataframes as an input (and optionally as output)  - Can explicitly configure which columns in the data are encoded by name or index, or infer non-numeric columns regardless of input type  - Can drop any columns with very low variance based on training set optionally  - Portability: train a transformer on data, pickle it, reuse it later and get the same thing out.  - Full compatibility with sklearn pipelines, input an array-like dataset like any other transformer","homepage":"https://github.com/scikit-learn-contrib/category_encoders","licenses":"BSD-3-Clause","normalized_licenses":["BSD-3-Clause"],"repository_url":"https://github.com/scikit-learn-contrib/category_encoders","keywords_array":[],"namespace":null,"versions_count":16,"first_release_published_at":"2022-10-03T15:38:50.849Z","latest_release_published_at":"2022-06-02T22:05:08.000Z","latest_release_number":"2.5.0","last_synced_at":"2025-09-03T22:36:29.587Z","created_at":"2022-10-03T15:38:50.842Z","updated_at":"2025-09-04T15:28:35.565Z","registry_url":"https://anaconda.org/conda-forge/category_encoders","install_command":"conda install -c conda-forge category_encoders","documentation_url":null,"metadata":{},"repo_metadata":{"id":37384586,"uuid":"47077067","full_name":"scikit-learn-contrib/category_encoders","owner":"scikit-learn-contrib","description":"A library of sklearn compatible categorical variable encoders","archived":false,"fork":false,"pushed_at":"2025-06-19T04:42:32.000Z","size":45269,"stargazers_count":2459,"open_issues_count":44,"forks_count":404,"subscribers_count":38,"default_branch":"master","last_synced_at":"2025-09-04T03:07:41.039Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"http://contrib.scikit-learn.org/category_encoders/","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/scikit-learn-contrib.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE.md","code_of_conduct":"CODE_OF_CONDUCT.md","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,"zenodo":null}},"created_at":"2015-11-29T19:32:37.000Z","updated_at":"2025-08-31T20:15:14.000Z","dependencies_parsed_at":"2023-10-10T23:07:01.856Z","dependency_job_id":"2c4f89fd-9ef2-4983-bedd-607121380af9","html_url":"https://github.com/scikit-learn-contrib/category_encoders","commit_stats":{"total_commits":798,"total_committers":71,"mean_commits":11.23943661971831,"dds":0.8095238095238095,"last_synced_commit":"11fbba6520341e9b960d35dafd44704a67b5bafe"},"previous_names":[],"tags_count":37,"template":false,"template_full_name":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/scikit-learn-contrib","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/sbom","scorecard":{"id":804791,"data":{"date":"2025-08-11","repo":{"name":"github.com/scikit-learn-contrib/category_encoders","commit":"9a86233c51d8ed3c2809126bb0ab9523c4c379bd"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":3.1,"checks":[{"name":"Code-Review","score":2,"reason":"Found 4/16 approved changesets -- score normalized to 2","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":"Maintained","score":0,"reason":"0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"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":"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":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/docs.yml:1","Warn: no topLevel permission defined: .github/workflows/pypi-publish.yml:1","Warn: no topLevel permission defined: .github/workflows/test-docs-build.yml:1","Warn: no topLevel permission defined: .github/workflows/test-suite.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":"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":"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":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE.md:0","Info: FSF or OSI recognized license: BSD 3-Clause \"New\" or \"Revised\" License: LICENSE.md:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Packaging","score":10,"reason":"packaging workflow detected","details":["Info: Project packages its releases by way of GitHub Actions.: .github/workflows/pypi-publish.yml:7"],"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":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'master'"],"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":"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":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 22 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"}},{"name":"Vulnerabilities","score":0,"reason":"15 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2021-856 / GHSA-5545-2q6w-2gh6","Warn: Project is vulnerable to: GHSA-6p56-wp2h-9hxr","Warn: Project is vulnerable to: PYSEC-2019-108 / GHSA-9fq2-x9r6-wfmf","Warn: Project is vulnerable to: PYSEC-2021-857 / GHSA-f7c7-j99h-c22f","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: PYSEC-2020-73","Warn: Project is vulnerable to: PYSEC-2020-107 / GHSA-jjw5-xxj6-pcv5","Warn: Project is vulnerable to: PYSEC-2024-110 / GHSA-jw8x-6495-233v","Warn: Project is vulnerable to: PYSEC-2020-108","Warn: Project is vulnerable to: PYSEC-2023-102","Warn: Project is vulnerable to: PYSEC-2023-114","Warn: Project is vulnerable to: GHSA-cpwx-vrp4-4pq7","Warn: Project is vulnerable to: GHSA-9hjg-9r4m-mvj7","Warn: Project is vulnerable to: GHSA-48p4-8xcf-vxj5","Warn: Project is vulnerable to: GHSA-pq67-6m6q-mj2v"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"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/docs.yml:11: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/docs.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docs.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/docs.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pypi-publish.yml:13: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/pypi-publish.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pypi-publish.yml:15: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/pypi-publish.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pypi-publish.yml:25: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/pypi-publish.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test-docs-build.yml:12: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/test-docs-build.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test-docs-build.yml:13: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/test-docs-build.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test-suite.yml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/test-suite.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test-suite.yml:23: update your workflow using https://app.stepsecurity.io/secureworkflow/scikit-learn-contrib/category_encoders/test-suite.yml/master?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/docs.yml:14","Warn: pipCommand not pinned by hash: .github/workflows/docs.yml:15","Warn: pipCommand not pinned by hash: .github/workflows/docs.yml:19","Warn: pipCommand not pinned by hash: .github/workflows/pypi-publish.yml:20","Warn: pipCommand not pinned by hash: .github/workflows/pypi-publish.yml:21","Warn: pipCommand not pinned by hash: .github/workflows/test-docs-build.yml:18","Warn: pipCommand not pinned by hash: .github/workflows/test-suite.yml:28","Warn: pipCommand not pinned by hash: .github/workflows/test-suite.yml:29","Info:   0 out of   7 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   2 third-party GitHubAction dependencies pinned","Info:   0 out of   8 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"}}]},"last_synced_at":"2025-08-23T11:28:50.783Z","repository_id":37384586,"created_at":"2025-08-23T11:28:50.783Z","updated_at":"2025-08-23T11:28:50.783Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273611763,"owners_count":25136977,"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":"2025-09-04T02:00:08.968Z","response_time":61,"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_record":{"login":"scikit-learn-contrib","name":"scikit-learn-contrib","uuid":"17349883","kind":"organization","description":"scikit-learn compatible projects","email":null,"website":"http://contrib.scikit-learn.org","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/17349883?v=4","repositories_count":27,"last_synced_at":"2024-03-25T20:03:09.812Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/scikit-learn-contrib","funding_links":[],"total_stars":23674,"followers":403,"following":0,"created_at":"2022-11-02T16:23:34.537Z","updated_at":"2024-03-25T20:03:09.826Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/scikit-learn-contrib","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/scikit-learn-contrib/repositories"},"tags":[{"name":"2.8.1","sha":"c8d64b9432411c9f049c5fb66a1610e3122627f5","kind":"commit","published_at":"2025-03-15T16:14:28.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.8.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.8.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.8.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.8.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.8.1/manifests"},{"name":"2.8.0","sha":"6f63a516e36cc7f5bb682e7466c0769ad0993ccf","kind":"commit","published_at":"2025-01-19T19:42:23.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.8.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.8.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.8.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.8.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.8.0/manifests"},{"name":"2.7.0","sha":"2a2e1a1438c4e39a8fbcf9f5a427e6ceae4ad296","kind":"commit","published_at":"2025-01-07T17:58:40.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.7.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.7.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.7.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.7.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.7.0/manifests"},{"name":"2.6.4.post1","sha":"75e8f5a0547b68b4ae24434bf52367d6b4479aba","kind":"commit","published_at":"2024-10-01T21:19:30.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.4.post1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.4.post1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.4.post1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4.post1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4.post1/manifests"},{"name":"2.6.4.post0","sha":"6651b67dd9572853eedc96392078788e866d40e6","kind":"commit","published_at":"2024-10-01T20:54:45.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.4.post0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.4.post0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.4.post0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4.post0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4.post0/manifests"},{"name":"2.6.4","sha":"fa0e3ee1dbc3d53961b035f08f0a2aec1d511bcd","kind":"commit","published_at":"2024-10-01T20:42:43.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.4","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.4/manifests"},{"name":"2.6.3","sha":"26ef26106fcbadb281c162b76258955f66f2c741","kind":"commit","published_at":"2023-10-29T20:26:57.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.3","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.3/manifests"},{"name":"2.6.2","sha":"76be05c4bb139f95c1db68f40a022aad8d5f0d6f","kind":"commit","published_at":"2023-08-15T16:10:39.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.2","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.2/manifests"},{"name":"2.6.1","sha":"37fcf54613b0a23d52021862d8861600b51dc222","kind":"commit","published_at":"2023-05-15T21:24:00.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.1/manifests"},{"name":"2.6.0","sha":"b04514346ec633aa9c62ba408b715a5fffd1eaae","kind":"commit","published_at":"2023-01-14T21:15:04.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.6.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.6.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.6.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.6.0/manifests"},{"name":"2.5.1.post0","sha":"bcb9d9e6266d0010cf61df0fd6b351921c0be96a","kind":"commit","published_at":"2022-10-06T14:13:39.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.5.1.post0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.5.1.post0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.5.1.post0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.1.post0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.1.post0/manifests"},{"name":"2.5.1","sha":"ef720361dce9ac5a6d9385fd5cead115f20efb75","kind":"commit","published_at":"2022-10-05T13:53:56.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.5.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.5.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.5.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.1/manifests"},{"name":"2.5.0","sha":"6a13c14919d56fed8177a173d4b3b82c5ea2fef5","kind":"commit","published_at":"2022-06-02T14:42:09.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.5.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.5.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.5.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.5.0/manifests"},{"name":"2.4.1","sha":"3ae37104c2a5884f701d518fab234a3cb8859dd0","kind":"commit","published_at":"2022-05-10T14:46:27.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.4.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.4.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.4.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.4.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.4.1/manifests"},{"name":"2.4.0","sha":"4a4810775b1743c2569abe4464c4ab98045d0976","kind":"commit","published_at":"2022-03-09T20:48:35.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.4.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.4.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.4.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.4.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.4.0/manifests"},{"name":"2.3.0-rerelease","sha":"d85c9c5fe1e68e05c92680631c31ff8cfc5505c5","kind":"commit","published_at":"2021-10-13T15:12:38.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.3.0-rerelease","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.3.0-rerelease","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.3.0-rerelease","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.3.0-rerelease","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.3.0-rerelease/manifests"},{"name":"2.3.0","sha":"9189d445598247985416c98e1a07e2a4424eeca2","kind":"commit","published_at":"2021-10-07T22:50:50.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.3.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.3.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.3.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.3.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.3.0/manifests"},{"name":"2.2.2","sha":"ea9428a896bef77baf8b26159f7030cee924e916","kind":"commit","published_at":"2020-04-29T02:09:24.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.2.2","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.2.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.2.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.2/manifests"},{"name":"2.2.1","sha":"c82dc19d2646365ebffe318d0a49835cff797735","kind":"commit","published_at":"2020-04-29T02:00:01.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.2.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.2.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.2.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.1/manifests"},{"name":"2.2.0","sha":"ec9ffa8fe0184cb8fb6baf7302e70cb7706f47c8","kind":"commit","published_at":"2020-04-29T01:34:52.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.2.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.2.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.2.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.2.0/manifests"},{"name":"2.0.0","sha":"5e9e803c9131b377af305d5302723ba2415001da","kind":"commit","published_at":"2019-04-27T14:59:28.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/2.0.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/2.0.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@2.0.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.0.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/2.0.0/manifests"},{"name":"1.2.6","sha":"6e39566bd7cfbfb7601433f19c7cfa3a53782eb0","kind":"tag","published_at":"2018-01-21T16:21:56.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.6","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.6/manifests"},{"name":"1.2.5","sha":"8669f5b487b2e285771330d0ecfc166ca43b5e9a","kind":"tag","published_at":"2017-11-03T16:36:06.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.5","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.5/manifests"},{"name":"1.2.4","sha":"772ca51f031e4e5806b8901fe310bdf77e60ef47","kind":"tag","published_at":"2017-07-12T13:44:11.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.4","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.4/manifests"},{"name":"1.2.3","sha":"d437e956a704172b44f1a07a23097f745009aaad","kind":"tag","published_at":"2016-07-28T18:33:34.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.3","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.3/manifests"},{"name":"1.2.2","sha":"f82541fd7418e0d46b3388db79ad52eb8548979a","kind":"tag","published_at":"2016-07-26T17:04:36.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.2","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.2/manifests"},{"name":"1.2.1","sha":"eea68e530fa7b8107e0a985e3ee86420277e0695","kind":"tag","published_at":"2016-06-20T12:50:20.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.1/manifests"},{"name":"1.2.0","sha":"8a30add01be160d2f163717645e1ede0bf68dd1b","kind":"tag","published_at":"2016-06-17T19:40:29.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.2.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.2.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.2.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.2.0/manifests"},{"name":"1.1.2","sha":"5682af459a4212f7bf01cee667ea49063294c214","kind":"tag","published_at":"2016-05-31T18:11:37.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.1.2","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.1.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.1.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.2/manifests"},{"name":"1.1.1","sha":"5682af459a4212f7bf01cee667ea49063294c214","kind":"tag","published_at":"2016-05-31T18:06:53.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.1.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.1.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.1.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.1/manifests"},{"name":"1.1.0","sha":"b921bc71c1f9e33e4dd399d8d68fd2196b908bde","kind":"tag","published_at":"2016-05-31T17:48:47.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.1.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.1.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.1.0/manifests"},{"name":"1.0.5","sha":"db34b416b066d249d994339bdc0d55706ec3d886","kind":"tag","published_at":"2016-05-18T15:25:52.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.5","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.5/manifests"},{"name":"1.0.4","sha":"c85a4e84727065531692a471f69b52f02341ea69","kind":"tag","published_at":"2016-04-06T02:05:08.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.4","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.4/manifests"},{"name":"1.0.3","sha":"f9ee39cc93e51fba3f38b075a40d7a4daf2b094a","kind":"tag","published_at":"2016-03-09T00:47:56.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.3","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.3/manifests"},{"name":"1.0.2","sha":"94860a6add2ac61eb3545f38de3b9978d425a493","kind":"tag","published_at":"2016-03-02T21:43:03.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.2","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.2/manifests"},{"name":"1.0.1","sha":"b5dd8f91bbe2177439b1e21a6947167ac6f28e88","kind":"tag","published_at":"2016-03-02T01:05:01.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.1","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.1/manifests"},{"name":"1.0.0","sha":"401b341075108c1c1c47e9c4f0dfb4e5e1980925","kind":"tag","published_at":"2016-02-24T14:50:17.000Z","download_url":"https://codeload.github.com/scikit-learn-contrib/category_encoders/tar.gz/1.0.0","html_url":"https://github.com/scikit-learn-contrib/category_encoders/releases/tag/1.0.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/scikit-learn-contrib/category_encoders@1.0.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/tags/1.0.0/manifests"}]},"repo_metadata_updated_at":"2025-09-04T15:28:35.565Z","dependent_packages_count":7,"downloads":null,"downloads_period":null,"dependent_repos_count":12,"rankings":{"downloads":null,"dependent_repos_count":10.142251060643872,"dependent_packages_count":8.01098078362865,"stargazers_count":8.535063638632394,"forks_count":8.505116046917893,"docker_downloads_count":null,"average":8.798352882455703},"purl":"pkg:conda/category_encoders","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/conda/category_encoders","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/conda/category_encoders","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/conda/category_encoders/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-08-31T08:46:23.914Z","issues_count":101,"pull_requests_count":67,"avg_time_to_close_issue":47750752.98717949,"avg_time_to_close_pull_request":10722491.278688524,"issues_closed_count":78,"pull_requests_closed_count":61,"pull_request_authors_count":28,"issue_authors_count":84,"avg_comments_per_issue":3.5346534653465347,"avg_comments_per_pull_request":1.8059701492537312,"merged_pull_requests_count":50,"bot_issues_count":0,"bot_pull_requests_count":4,"past_year_issues_count":9,"past_year_pull_requests_count":16,"past_year_avg_time_to_close_issue":2429920.2,"past_year_avg_time_to_close_pull_request":910084.6363636364,"past_year_issues_closed_count":5,"past_year_pull_requests_closed_count":11,"past_year_pull_request_authors_count":5,"past_year_issue_authors_count":7,"past_year_avg_comments_per_issue":0.7777777777777778,"past_year_avg_comments_per_pull_request":0.5,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":4,"past_year_merged_pull_requests_count":9,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/issues","maintainers":[{"login":"PaulWestenthanner","count":33,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/PaulWestenthanner"},{"login":"janmotl","count":5,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/janmotl"},{"login":"wdm0006","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/wdm0006"},{"login":"amueller","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/amueller"}],"active_maintainers":[{"login":"PaulWestenthanner","count":11,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/PaulWestenthanner"}]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/packages/category_encoders/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/packages/category_encoders/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/packages/category_encoders/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/packages/category_encoders/related_packages","maintainers":[],"registry":{"name":"conda-forge.org","url":"https://conda-forge.org","ecosystem":"conda","default":false,"packages_count":20636,"maintainers_count":0,"namespaces_count":0,"keywords_count":13387,"github":"conda-forge","metadata":{"kind":"conda-forge","key":"CondaForge","api":"https://conda.anaconda.org","funded_packages_count":2180},"icon_url":"https://github.com/conda-forge.png","created_at":"2022-10-03T15:37:08.743Z","updated_at":"2025-09-04T07:00:12.892Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/namespaces"}}],"commits":{"id":6660,"full_name":"scikit-learn-contrib/category_encoders","default_branch":"master","committers":[{"name":"Jan Motl","email":"jan@motl.us","login":"janmotl","count":152},{"name":"jcastaldo08","email":"jcastaldo08@gmail.com","login":"JohnnyC08","count":100},{"name":"Will McGinnis","email":"will@predikto.com","login":null,"count":96},{"name":"paul","email":"paul.westenthanner@web.de","login":"PaulWestenthanner","count":63},{"name":"SLLiu","email":"slliu96@163.com","login":null,"count":60},{"name":"florian","email":"datarian@againstthecurrent.ch","login":null,"count":34},{"name":"Will McGinnis","email":"will@pedalwrencher.com","login":null,"count":32},{"name":"Carlos Mougan","email":"carmougan@gmail.com","login":"cmougan","count":26},{"name":"Lisa","email":"lisamhhall@gmail.com","login":"nercisla","count":24},{"name":"Ben Reiniger","email":"40676050+bmreiniger","login":"bmreiniger","count":20},{"name":"PaulWestenthanner","email":"paul@westenthanner.dev","login":null,"count":17},{"name":"florian","email":"contact@againstthecurrent.ch","login":null,"count":16},{"name":"joshua.dunn","email":"joshua.dunn@engie.com","login":null,"count":15},{"name":"makrobios","email":"bayer.christoph@gmail.com","login":"pyrrhull","count":15},{"name":"JaimeArboleda","email":"jaime.arboleda.castilla@gmail.com","login":"JaimeArboleda","count":10},{"name":"Will McGinnis","email":"wdm0006","login":"wdm0006","count":10},{"name":"bkhant1","email":"bkhantun@gmail.com","login":"bkhant1","count":9},{"name":"anjum","email":"anjum.sayed48@gmail.com","login":"Anjum48","count":7},{"name":"Gleb Levitski","email":"36483986+glevv","login":"glevv","count":7},{"name":"hhy","email":"hbghhy@126.com","login":"hbghhy","count":7},{"name":"Nicholas Bollweg","email":"nick.bollweg@gmail.com","login":"bollwyvl","count":6},{"name":"david26694","email":"david26694@gmail.com","login":"david26694","count":6},{"name":"taowenwu","email":"724683889@qq.com","login":"wenwu313","count":6},{"name":"Chapman Siu","email":"chapm0n.siu@gmail.com","login":"SourdoughCat","count":5},{"name":"Mavs","email":"m.524687@gmail.com","login":"tvdboom","count":5},{"name":"Rishoban","email":"rishoban27@gmail.com","login":"Rishoban","count":5},{"name":"Cameron Davison","email":"cameron@novilabs.com","login":"camerondavison","count":4},{"name":"John Hopfensperger","email":"45150804+s-banach","login":"s-banach","count":4},{"name":"Gijsbers","email":"p.gijsbers@tue.nl","login":"PGijsbers","count":4},{"name":"jona.sassenhagen","email":"jona.sassenhagen@datarobot.com","login":"jona-sassenhagen","count":3},{"name":"Pal Westenthanner","email":"paul.westenthanner@contractors.roche.com","login":null,"count":3},{"name":"jkleint","email":"jkleint","login":null,"count":3},{"name":"andrethrill","email":"andrethrill","login":"andrethrill","count":2},{"name":"Mausam Kumar","email":"70390027+mausam3407","login":"mausam3407","count":2},{"name":"joeybricks","email":"84076451+joeybricks","login":"joeybricks","count":2},{"name":"woodly0","email":"57896921+woodly0","login":"woodly0","count":2},{"name":"Andre Silva","email":"andrethrilldev@gmail.com","login":null,"count":2},{"name":"Justine Kunz","email":"jkunz@jkunz-lt.local","login":null,"count":1},{"name":"Joe Clayton","email":"joeclayton@hotmaul.co.uk","login":null,"count":1},{"name":"Jean-Francois Zinque","email":"jzinque@gmail.com","login":null,"count":1},{"name":"oxhelili","email":"ornela.xhelili@lesara.de","login":null,"count":1},{"name":"mausam.singh","email":"mausam.singh@iqgateway.com","login":null,"count":1},{"name":"deil_87@mail.ru","email":"spasatel1987","login":null,"count":1},{"name":"SIU, Chapman","email":"Chapman.SIU@suncorp.com.au","login":null,"count":1},{"name":"Rakesh Paul","email":"rakeshpaul@Rakeshs-MacBook-Pro.local","login":null,"count":1},{"name":"quentin","email":"quentin.bernard@ly.st","login":"quentinbernardlyst","count":1},{"name":"pesuchin","email":"gp11a110@oecu.jp","login":"pesuchin","count":1},{"name":"felunka","email":"vfelix@student.ethz.ch","login":"felunka","count":1},{"name":"akalankag","email":"boney.ag@gmail.com","login":"boneyag","count":1},{"name":"Tim Hargreaves","email":"38204689+THargreaves","login":"THargreaves","count":1},{"name":"Thomas Fan","email":"thomasjpfan@gmail.com","login":"thomasjpfan","count":1},{"name":"Piotr Mlocek","email":"piotr@gretel.ai","login":"pimlock","count":1},{"name":"SLLiu","email":"38213534+SLLiu96","login":"SLLiu96","count":1},{"name":"yag_ays","email":"yanagi.ayase@gmail.com","login":"yagays","count":1},{"name":"Philip Khor","email":"35039795+philip-khor","login":"philip-khor","count":1},{"name":"Michal","email":"michal.chromcak@heidelbergcement.com","login":"MichalChromcak","count":1},{"name":"Liutong Zhou","email":"liutong.zhou@columbia.edu","login":"LiutongZhou","count":1},{"name":"Leonardo Fiedler","email":"leonardo.fiedler.96@gmail.com","login":"leonardoFiedler","count":1},{"name":"Kerrick Staley","email":"kerrick@kerrickstaley.com","login":"kerrickstaley","count":1},{"name":"Jordan Barker","email":"Jordanbarker5@gmail.com","login":"Jordanbarker","count":1},{"name":"Jonathan Garcia Lima","email":"jonathanglima@gmail.com","login":"jonathanglima","count":1},{"name":"Gleb Levitskiy","email":"36483986+GLevV","login":"GLevV","count":1},{"name":"Gaurav Sheni","email":"gvsheni@gmail.com","login":"gsheni","count":1},{"name":"Asiaticum","email":"hamasiaticum@gmail.com","login":"Asiaticum","count":1},{"name":"Amane Suzuki","email":"amane.suzu@gmail.com","login":"amaotone","count":1},{"name":"Adithya Balaji","email":"adithyabsk@gmail.com","login":"adithyabsk","count":1},{"name":"Adam Hajari","email":"adamhajari@gmail.com","login":"adamhajari","count":1},{"name":"wakabame","email":"wakabame89@gmail.com","login":"wakabame","count":1},{"name":"Seungyun Baek","email":"64528476+L0Z1K","login":"L0Z1K","count":1}],"total_commits":816,"total_committers":69,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":11.826086956521738,"dds":0.8137254901960784,"past_year_committers":[{"name":"PaulWestenthanner","email":"paul@westenthanner.dev","login":null,"count":16},{"name":"Will McGinnis","email":"willmcg4132@gmail.com","login":"wdm0006","count":1},{"name":"Jordan Barker","email":"Jordanbarker5@gmail.com","login":"Jordanbarker","count":1}],"past_year_total_commits":18,"past_year_total_committers":3,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":6.0,"past_year_dds":0.11111111111111116,"last_synced_at":"2025-08-07T08:12:54.807Z","last_synced_commit":"9a86233c51d8ed3c2809126bb0ab9523c4c379bd","created_at":"2023-03-07T09:43:27.884Z","updated_at":"2025-08-07T08:13:29.358Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-08-16T00:00:20.572Z","repositories_count":5478895,"commits_count":853239477,"contributors_count":31092509,"owners_count":906530,"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":"scikit-learn-contrib/category_encoders","html_url":"https://github.com/scikit-learn-contrib/category_encoders","last_synced_at":"2025-08-31T08:46:23.914Z","status":null,"issues_count":101,"pull_requests_count":67,"avg_time_to_close_issue":47750752.98717949,"avg_time_to_close_pull_request":10722491.278688524,"issues_closed_count":78,"pull_requests_closed_count":61,"pull_request_authors_count":28,"issue_authors_count":84,"avg_comments_per_issue":3.5346534653465347,"avg_comments_per_pull_request":1.8059701492537312,"merged_pull_requests_count":50,"bot_issues_count":0,"bot_pull_requests_count":4,"past_year_issues_count":9,"past_year_pull_requests_count":16,"past_year_avg_time_to_close_issue":2429920.2,"past_year_avg_time_to_close_pull_request":910084.6363636364,"past_year_issues_closed_count":5,"past_year_pull_requests_closed_count":11,"past_year_pull_request_authors_count":5,"past_year_issue_authors_count":7,"past_year_avg_comments_per_issue":0.7777777777777778,"past_year_avg_comments_per_pull_request":0.5,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":4,"past_year_merged_pull_requests_count":9,"created_at":"2023-05-10T11:05:42.536Z","updated_at":"2025-09-02T10:08:43.295Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-learn-contrib%2Fcategory_encoders/issues","issue_labels_count":{"enhancement":22,"good first issue":8,"bug":8,"help wanted":7,"non-reproducible":6,"question":3,"discussion":3,"wontfix":2,"documentation":2},"pull_request_labels_count":{"dependencies":4,"python":4},"issue_author_associations_count":{"NONE":72,"COLLABORATOR":14,"CONTRIBUTOR":13,"MEMBER":1},"pull_request_author_associations_count":{"COLLABORATOR":26,"CONTRIBUTOR":25,"NONE":17},"issue_authors":{"PaulWestenthanner":8,"janmotl":4,"bmreiniger":3,"wdm0006":2,"JoshuaC3":2,"eddietaylor":2,"willsthompson":2,"tvdboom":2,"DZIMDZEM":1,"CoteDave":1,"PraveshKoirala":1,"TobiasSackmannDacoso":1,"euisuk-chung":1,"nexusme":1,"iuiu34":1,"iki77":1,"djrscally":1,"ManuelZ":1,"Pacman1984":1,"Karnav123":1,"DelgadoPanadero":1,"kylegilde":1,"sbrugman":1,"hongG1997EQ":1,"valwu":1,"lqrz":1,"Fish-Soup":1,"Nathan-Furnal":1,"onilton":1,"itsaugat":1,"s-banach":1,"DSOTM-pf":1,"xKHUNx":1,"hotohoto":1,"jerheff":1,"celestinoxp":1,"sebastiangonsal":1,"newini":1,"philip-khor":1,"eangius":1,"nassimtaleb":1,"mirix":1,"JulienRoussel77":1,"princyok":1,"cmougan":1,"Piecer-plc":1,"khaldon":1,"adriencrtr":1,"diff7":1,"alrichardbollans":1,"mdalvi":1,"woodly0":1,"GuillaumeDesforges":1,"wildcat47":1,"alexjwang":1,"mglowacki100":1,"MarcBresson":1,"ScoobyQ":1,"shauryauppal":1,"Venki-Kavuri":1,"solegalli":1,"bkj":1,"ImSo3K":1,"neal301":1,"shi8tou":1,"JonathanBechtel":1,"amueller":1,"ccylance":1,"JPFrancoia":1,"DerSchneemann94":1,"No-Stream":1,"HWiese1980":1,"RNarayan73":1,"vkhodygo":1,"ShahinDerakht":1,"pyrrhull":1,"stepthom":1,"julia-kraus":1,"sunishchal-recentive":1,"Timaos123":1,"suramja":1,"pimlock":1,"mathisdrn":1},"pull_request_authors":{"PaulWestenthanner":25,"glevv":4,"dependabot[bot]":4,"bmreiniger":4,"fullflu":2,"bkhant1":2,"nercisla":2,"Jordanbarker":2,"marekschneider":2,"s-banach":2,"tvdboom":2,"bollwyvl":2,"ederson-souza":1,"woodly0":1,"dennisobrien":1,"boneyag":1,"pimlock":1,"janmotl":1,"felunka":1,"willsthompson":1,"JaimeArboleda":1,"fredmontet":1,"cmougan":1,"Khaled-Issa":1,"Rishoban":1,"slundberg":1,"mausam3407":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-02T00:00:07.986Z","repositories_count":10042729,"issues_count":30645220,"pull_requests_count":91402388,"authors_count":10443886,"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":{"bug":1},"past_year_pull_request_labels_count":{"dependencies":4,"python":4},"past_year_issue_author_associations_count":{"NONE":5,"COLLABORATOR":3,"CONTRIBUTOR":1},"past_year_pull_request_author_associations_count":{"NONE":8,"COLLABORATOR":8,"CONTRIBUTOR":1},"past_year_issue_authors":{"PaulWestenthanner":3,"adriencrtr":1,"bmreiniger":1,"euisuk-chung":1,"MarcBresson":1,"mathisdrn":1,"neal301":1},"past_year_pull_request_authors":{"PaulWestenthanner":8,"dependabot[bot]":4,"marekschneider":2,"Jordanbarker":2,"dennisobrien":1},"maintainers":[{"login":"PaulWestenthanner","count":33,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/PaulWestenthanner"},{"login":"janmotl","count":5,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/janmotl"},{"login":"wdm0006","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/wdm0006"},{"login":"amueller","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/amueller"}],"active_maintainers":[{"login":"PaulWestenthanner","count":11,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/PaulWestenthanner"}]},"events":{"total":{"CreateEvent":5,"ReleaseEvent":3,"IssuesEvent":17,"WatchEvent":60,"IssueCommentEvent":15,"PushEvent":9,"PullRequestEvent":12,"ForkEvent":12},"last_year":{"CreateEvent":5,"ReleaseEvent":3,"IssuesEvent":17,"WatchEvent":60,"IssueCommentEvent":15,"PushEvent":9,"PullRequestEvent":12,"ForkEvent":12}},"keywords":[],"dependencies":[{"ecosystem":"actions","filepath":".github/workflows/docs.yml","sha":null,"kind":"manifest","created_at":"2023-02-13T23:30:25.258Z","updated_at":"2023-02-13T23:30:25.258Z","repository_link":"https://github.com/scikit-learn-contrib/category_encoders/blob/master/.github/workflows/docs.yml","dependencies":[{"id":7635730852,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":7635730853,"package_name":"ammaraskar/sphinx-action","ecosystem":"actions","requirements":"master","direct":true,"kind":"composite","optional":false},{"id":7635730854,"package_name":"peaceiris/actions-gh-pages","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/pypi-publish.yml","sha":null,"kind":"manifest","created_at":"2023-02-13T23:30:25.350Z","updated_at":"2023-02-13T23:30:25.350Z","repository_link":"https://github.com/scikit-learn-contrib/category_encoders/blob/master/.github/workflows/pypi-publish.yml","dependencies":[{"id":7635730974,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":7635730975,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":7635730976,"package_name":"pypa/gh-action-pypi-publish","ecosystem":"actions","requirements":"master","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/test-docs-build.yml","sha":null,"kind":"manifest","created_at":"2023-02-13T23:30:25.501Z","updated_at":"2023-02-13T23:30:25.501Z","repository_link":"https://github.com/scikit-learn-contrib/category_encoders/blob/master/.github/workflows/test-docs-build.yml","dependencies":[{"id":7635731046,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":7635731047,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":7635731048,"package_name":"ammaraskar/sphinx-action","ecosystem":"actions","requirements":"master","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/test-suite.yml","sha":null,"kind":"manifest","created_at":"2023-02-13T23:30:25.580Z","updated_at":"2023-02-13T23:30:25.580Z","repository_link":"https://github.com/scikit-learn-contrib/category_encoders/blob/master/.github/workflows/test-suite.yml","dependencies":[{"id":7635731067,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":7635731068,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"pypi","filepath":"docs/requirements.txt","sha":null,"kind":"manifest","created_at":"2023-02-13T23:30:25.685Z","updated_at":"2023-02-13T23:30:25.685Z","repository_link":"https://github.com/scikit-learn-contrib/category_encoders/blob/master/docs/requirements.txt","dependencies":[{"id":7635732438,"package_name":"sphinx","ecosystem":"pypi","requirements":"\u003e=3.0","direct":true,"kind":"runtime","optional":false},{"id":7635732439,"package_name":"sphinx_rtd_theme","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":7635732440,"package_name":"numpydoc","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":7635732441,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.14.0","direct":true,"kind":"runtime","optional":false},{"id":7635732442,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=0.20.0","direct":true,"kind":"runtime","optional":false},{"id":7635732443,"package_name":"scipy","ecosystem":"pypi","requirements":"\u003e=1.0.0","direct":true,"kind":"runtime","optional":false},{"id":7635732444,"package_name":"statsmodels","ecosystem":"pypi","requirements":"\u003e=0.9.0","direct":true,"kind":"runtime","optional":false},{"id":7635732445,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=0.21.1","direct":true,"kind":"runtime","optional":false},{"id":7635732446,"package_name":"patsy","ecosystem":"pypi","requirements":"\u003e=0.5.1","direct":true,"kind":"runtime","optional":false},{"id":7635732451,"package_name":"unittest2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements-dev.txt","sha":null,"kind":"manifest","created_at":"2023-02-13T23:30:25.825Z","updated_at":"2023-02-13T23:30:25.825Z","repository_link":"https://github.com/scikit-learn-contrib/category_encoders/blob/master/requirements-dev.txt","dependencies":[{"id":7635733736,"package_name":"sphinx","ecosystem":"pypi","requirements":"*","direct":true,"kind":"development","optional":false},{"id":7635733737,"package_name":"sphinx_rtd_theme","ecosystem":"pypi","requirements":"*","direct":true,"kind":"development","optional":false},{"id":7635733738,"package_name":"pytest","ecosystem":"pypi","requirements":"*","direct":true,"kind":"development","optional":false},{"id":7635733739,"package_name":"numpydoc","ecosystem":"pypi","requirements":"*","direct":true,"kind":"development","optional":false}]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2023-02-13T23:30:25.948Z","updated_at":"2023-02-13T23:30:25.948Z","repository_link":"https://github.com/scikit-learn-contrib/category_encoders/blob/master/requirements.txt","dependencies":[{"id":7635733857,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.14.0","direct":true,"kind":"runtime","optional":false},{"id":7635733858,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=1.0.0","direct":true,"kind":"runtime","optional":false},{"id":7635733859,"package_name":"scipy","ecosystem":"pypi","requirements":"\u003e=1.0.0","direct":true,"kind":"runtime","optional":false},{"id":7635733860,"package_name":"statsmodels","ecosystem":"pypi","requirements":"\u003e=0.9.0","direct":true,"kind":"runtime","optional":false},{"id":7635733861,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=1.0.5","direct":true,"kind":"runtime","optional":false},{"id":7635733862,"package_name":"patsy","ecosystem":"pypi","requirements":"\u003e=0.5.1","direct":true,"kind":"runtime","optional":false},{"id":7635733863,"package_name":"unittest2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2023-02-13T23:30:26.089Z","updated_at":"2023-02-13T23:30:26.089Z","repository_link":"https://github.com/scikit-learn-contrib/category_encoders/blob/master/setup.py","dependencies":[{"id":7635734258,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.14.0","direct":true,"kind":"runtime","optional":false},{"id":7635734259,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=0.20.0","direct":true,"kind":"runtime","optional":false},{"id":7635734260,"package_name":"scipy","ecosystem":"pypi","requirements":"\u003e=1.0.0","direct":true,"kind":"runtime","optional":false},{"id":7635734261,"package_name":"statsmodels","ecosystem":"pypi","requirements":"\u003e=0.9.0","direct":true,"kind":"runtime","optional":false},{"id":7635734262,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=1.0.5","direct":true,"kind":"runtime","optional":false},{"id":7635734263,"package_name":"patsy","ecosystem":"pypi","requirements":"\u003e=0.5.1","direct":true,"kind":"runtime","optional":false}]}],"score":16.218234879388707,"created_at":"2025-09-04T09:18:08.084Z","updated_at":"2025-10-07T08:04:43.166Z","avatar_url":"https://github.com/scikit-learn-contrib.png","language":"Python","category":"Scientific Software","sub_category":"Peer-reviewed","monthly_downloads":29,"funding_links":[],"readme_doi_urls":["http://dx.doi.org/10.1145/507533.507538"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/2927","html_url":"https://science.ecosyste.ms/projects/2927"}