{"id":2733,"name":"PyNomaly","description":"PyNomaly: Anomaly detection using Local Outlier Probabilities (LoOP). - Published in JOSS (2018)","url":"https://github.com/vc1492a/pynomaly","last_synced_at":"2025-09-04T16:51:52.448Z","repository":{"id":41063301,"uuid":"91844483","full_name":"vc1492a/PyNomaly","owner":"vc1492a","description":"Anomaly detection using LoOP: Local Outlier Probabilities, a local density based outlier detection method providing an outlier score in the range of [0,1].","archived":false,"fork":false,"pushed_at":"2025-09-02T18:24:37.000Z","size":35788,"stargazers_count":327,"open_issues_count":10,"forks_count":38,"subscribers_count":24,"default_branch":"main","last_synced_at":"2025-09-04T03:50:00.791Z","etag":null,"topics":["anomalies","anomaly-detection","machine-learning","nearest-neighbors","outlier-detection","outlier-scores","outliers","probability"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/vc1492a.png","metadata":{"files":{"readme":"readme.md","changelog":"changelog.md","contributing":null,"funding":".github/FUNDING.yml","license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null},"funding":{"github":["vc1492a"]}},"created_at":"2017-05-19T20:51:20.000Z","updated_at":"2025-09-02T18:23:29.000Z","dependencies_parsed_at":"2024-09-17T21:07:43.375Z","dependency_job_id":"8d2471a7-1f9e-427c-9f68-5965c87d3d37","html_url":"https://github.com/vc1492a/PyNomaly","commit_stats":{"total_commits":130,"total_committers":8,"mean_commits":16.25,"dds":0.09230769230769231,"last_synced_commit":"6f5077e57850f1814652860932aea9a82765b7c8"},"previous_names":[],"tags_count":21,"template":false,"template_full_name":null,"purl":"pkg:github/vc1492a/PyNomaly","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vc1492a","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/sbom","scorecard":{"id":917270,"data":{"date":"2025-08-11","repo":{"name":"github.com/vc1492a/PyNomaly","commit":"f292eb44e11eb09cda02c3bc4cd8edc60ada4c99"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":4.1,"checks":[{"name":"Code-Review","score":4,"reason":"Found 5/11 approved changesets -- score normalized to 4","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":"Dangerous-Workflow","score":10,"reason":"no dangerous workflow patterns detected","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Maintained","score":7,"reason":"8 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 7","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: topLevel 'contents' permission set to 'write': .github/workflows/release-please.yml:7","Warn: no topLevel permission defined: .github/workflows/tests.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":"Binary-Artifacts","score":6,"reason":"binaries present in source code","details":["Warn: binary detected: dist/PyNomaly-0.3.0-py3-none-any.whl:1","Warn: binary detected: dist/PyNomaly-0.3.1-py3-none-any.whl:1","Warn: binary detected: dist/PyNomaly-0.3.2-py3-none-any.whl:1","Warn: binary detected: dist/PyNomaly-0.3.3-py3-none-any.whl:1"],"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":"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":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"License","score":9,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Warn: project license file does not contain an FSF or OSI license."],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"Signed-Releases","score":-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":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: third-party GitHubAction not pinned by hash: .github/workflows/release-please.yml:16: update your workflow using https://app.stepsecurity.io/secureworkflow/vc1492a/PyNomaly/release-please.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tests.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/vc1492a/PyNomaly/tests.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tests.yml:24: update your workflow using https://app.stepsecurity.io/secureworkflow/vc1492a/PyNomaly/tests.yml/main?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/tests.yml:29","Warn: pipCommand not pinned by hash: .github/workflows/tests.yml:30","Warn: pipCommand not pinned by hash: .github/workflows/tests.yml:31","Warn: pipCommand not pinned by hash: .github/workflows/tests.yml:32","Info:   0 out of   2 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   1 third-party GitHubAction dependencies pinned","Info:   0 out of   4 pipCommand dependencies pinned"],"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"Branch-Protection","score":-1,"reason":"internal error: error during branchesHandler.setup: internal error: githubv4.Query: Resource not accessible by integration","details":null,"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"SAST","score":10,"reason":"SAST tool is run on all commits","details":["Info: all commits (30) are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}},{"name":"Vulnerabilities","score":0,"reason":"13 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-2017-1 / GHSA-frgw-fgh6-9g52","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: PYSEC-2022-43017 / GHSA-qwmp-2cf2-g9g6"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}}]},"last_synced_at":"2025-08-24T21:30:14.193Z","repository_id":41063301,"created_at":"2025-08-24T21:30:14.193Z","updated_at":"2025-08-24T21:30:14.193Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273609456,"owners_count":25136574,"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":"vc1492a","name":"Valentino Constantinou","uuid":"2057896","kind":"user","description":"Senior Data Scientist @ Terran Orbital\r\nOpen Source Software Enthusiast","email":"","website":"https://www.valentino.io/","location":"Pasadena, California","twitter":null,"company":"Terran Orbital","icon_url":"https://avatars.githubusercontent.com/u/2057896?u=6d0f45e842c69fa1be13cf633165a2ae9bb19f43\u0026v=4","repositories_count":40,"last_synced_at":"2024-05-01T11:10:04.922Z","metadata":{"has_sponsors_listing":true},"html_url":"https://github.com/vc1492a","funding_links":["https://github.com/sponsors/vc1492a"],"total_stars":570,"followers":171,"following":225,"created_at":"2022-11-09T20:28:39.407Z","updated_at":"2024-05-01T11:10:10.753Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vc1492a","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vc1492a/repositories"},"packages":[{"id":2877716,"name":"pynomaly","ecosystem":"pypi","description":"A Python 3 implementation of LoOP: Local Outlier Probabilities, a local density based outlier detection method providing an outlier score in the range of [0,1].","homepage":"https://github.com/vc1492a/PyNomaly","licenses":"Apache License, Version 2.0","normalized_licenses":["Apache-2.0"],"repository_url":"https://github.com/vc1492a/PyNomaly","keywords_array":["outlier","anomaly","detection","machine","learning","probability"],"namespace":null,"versions_count":21,"first_release_published_at":"2017-06-01T16:44:59.000Z","latest_release_published_at":"2024-10-18T15:45:30.000Z","latest_release_number":"0.3.4","last_synced_at":"2025-09-03T23:11:07.963Z","created_at":"2022-04-10T12:15:56.135Z","updated_at":"2025-09-04T16:26:50.970Z","registry_url":"https://pypi.org/project/pynomaly/","install_command":"pip install pynomaly --index-url https://pypi.org/simple","documentation_url":"https://pynomaly.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":[],"normalized_name":"pynomaly","project_status":null},"repo_metadata":{"id":41063301,"uuid":"91844483","full_name":"vc1492a/PyNomaly","owner":"vc1492a","description":"Anomaly detection using LoOP: Local Outlier Probabilities, a local density based outlier detection method providing an outlier score in the range of [0,1].","archived":false,"fork":false,"pushed_at":"2025-09-02T18:24:37.000Z","size":35788,"stargazers_count":327,"open_issues_count":10,"forks_count":38,"subscribers_count":24,"default_branch":"main","last_synced_at":"2025-09-04T03:50:00.791Z","etag":null,"topics":["anomalies","anomaly-detection","machine-learning","nearest-neighbors","outlier-detection","outlier-scores","outliers","probability"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/vc1492a.png","metadata":{"files":{"readme":"readme.md","changelog":"changelog.md","contributing":null,"funding":".github/FUNDING.yml","license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null},"funding":{"github":["vc1492a"]}},"created_at":"2017-05-19T20:51:20.000Z","updated_at":"2025-09-02T18:23:29.000Z","dependencies_parsed_at":"2024-09-17T21:07:43.375Z","dependency_job_id":"8d2471a7-1f9e-427c-9f68-5965c87d3d37","html_url":"https://github.com/vc1492a/PyNomaly","commit_stats":{"total_commits":130,"total_committers":8,"mean_commits":16.25,"dds":0.09230769230769231,"last_synced_commit":"6f5077e57850f1814652860932aea9a82765b7c8"},"previous_names":[],"tags_count":21,"template":false,"template_full_name":null,"purl":"pkg:github/vc1492a/PyNomaly","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vc1492a","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/sbom","scorecard":{"id":917270,"data":{"date":"2025-08-11","repo":{"name":"github.com/vc1492a/PyNomaly","commit":"f292eb44e11eb09cda02c3bc4cd8edc60ada4c99"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":4.1,"checks":[{"name":"Code-Review","score":4,"reason":"Found 5/11 approved changesets -- score normalized to 4","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":"Dangerous-Workflow","score":10,"reason":"no dangerous workflow patterns detected","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Maintained","score":7,"reason":"8 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 7","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: topLevel 'contents' permission set to 'write': .github/workflows/release-please.yml:7","Warn: no topLevel permission defined: .github/workflows/tests.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":"Binary-Artifacts","score":6,"reason":"binaries present in source code","details":["Warn: binary detected: dist/PyNomaly-0.3.0-py3-none-any.whl:1","Warn: binary detected: dist/PyNomaly-0.3.1-py3-none-any.whl:1","Warn: binary detected: dist/PyNomaly-0.3.2-py3-none-any.whl:1","Warn: binary detected: dist/PyNomaly-0.3.3-py3-none-any.whl:1"],"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":"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":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"License","score":9,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Warn: project license file does not contain an FSF or OSI license."],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"Signed-Releases","score":-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":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: third-party GitHubAction not pinned by hash: .github/workflows/release-please.yml:16: update your workflow using https://app.stepsecurity.io/secureworkflow/vc1492a/PyNomaly/release-please.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tests.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/vc1492a/PyNomaly/tests.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tests.yml:24: update your workflow using https://app.stepsecurity.io/secureworkflow/vc1492a/PyNomaly/tests.yml/main?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/tests.yml:29","Warn: pipCommand not pinned by hash: .github/workflows/tests.yml:30","Warn: pipCommand not pinned by hash: .github/workflows/tests.yml:31","Warn: pipCommand not pinned by hash: .github/workflows/tests.yml:32","Info:   0 out of   2 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   1 third-party GitHubAction dependencies pinned","Info:   0 out of   4 pipCommand dependencies pinned"],"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"Branch-Protection","score":-1,"reason":"internal error: error during branchesHandler.setup: internal error: githubv4.Query: Resource not accessible by integration","details":null,"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"SAST","score":10,"reason":"SAST tool is run on all commits","details":["Info: all commits (30) are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}},{"name":"Vulnerabilities","score":0,"reason":"13 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-2017-1 / GHSA-frgw-fgh6-9g52","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: PYSEC-2022-43017 / GHSA-qwmp-2cf2-g9g6"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}}]},"last_synced_at":"2025-08-24T21:30:14.193Z","repository_id":41063301,"created_at":"2025-08-24T21:30:14.193Z","updated_at":"2025-08-24T21:30:14.193Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273589537,"owners_count":25132861,"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":"vc1492a","name":"Valentino Constantinou","uuid":"2057896","kind":"user","description":"Senior Data Scientist @ Terran Orbital\r\nOpen Source Software Enthusiast","email":"","website":"https://www.valentino.io/","location":"Pasadena, California","twitter":null,"company":"Terran Orbital","icon_url":"https://avatars.githubusercontent.com/u/2057896?u=6d0f45e842c69fa1be13cf633165a2ae9bb19f43\u0026v=4","repositories_count":40,"last_synced_at":"2024-05-01T11:10:04.922Z","metadata":{"has_sponsors_listing":true},"html_url":"https://github.com/vc1492a","funding_links":["https://github.com/sponsors/vc1492a"],"total_stars":570,"followers":171,"following":225,"created_at":"2022-11-09T20:28:39.407Z","updated_at":"2024-05-01T11:10:10.753Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vc1492a","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vc1492a/repositories"},"tags":[{"name":"0.3.4","sha":"21687f1e0c317ed7892e38b7a0ccdb2f271a8b71","kind":"tag","published_at":"2024-10-18T14:56:34.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.3.4","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.3.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.3.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.4/manifests"},{"name":"0.3.3","sha":"4c34dc1de41be8a9fe20612ab48fe4de483d375b","kind":"tag","published_at":"2020-06-18T22:41:13.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.3.3","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.3.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.3.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.3/manifests"},{"name":"0.3.2","sha":"744fa57fde27f369f6265ffe57ecb3db3d3374ea","kind":"commit","published_at":"2020-02-15T16:48:08.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.3.2","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.3.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.3.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.2/manifests"},{"name":"0.3.1","sha":"0b82d9dbbb830e71cb0a8c8ffe332dfa217fe715","kind":"tag","published_at":"2019-08-05T02:45:29.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.3.1","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.3.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.3.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.1/manifests"},{"name":"0.3.0","sha":"c6151c8f7459e2bef4d0441666af477548c9a70a","kind":"tag","published_at":"2019-06-20T06:56:57.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.3.0","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.3.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.3.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.0/manifests"},{"name":"0.2.7","sha":"39afdd497afb5a21fa2094970007c9f6e7a761b1","kind":"tag","published_at":"2019-04-09T21:25:23.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.2.7","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.2.7","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.2.7","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.7/manifests"},{"name":"0.2.6","sha":"34c85131d01dda10abe575169c1dcbf7ba2ba414","kind":"tag","published_at":"2019-01-03T16:20:14.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.2.6","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.2.6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.2.6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.6/manifests"},{"name":"0.2.5","sha":"de8415fca6bf7c42064fc31a348a2064af8aeb90","kind":"tag","published_at":"2018-11-22T13:03:35.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.2.5","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.2.5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.2.5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.5/manifests"},{"name":"0.2.4","sha":"184e221438da6718ba85bb679027708ab9d3f4fd","kind":"commit","published_at":"2018-10-27T01:34:04.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.2.4","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.2.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.2.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.4/manifests"},{"name":"0.2.3","sha":"75803b3ee801191574f4a91ed06b604a4e1b7142","kind":"tag","published_at":"2018-08-30T04:32:48.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.2.3","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.2.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.2.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.3/manifests"},{"name":"0.2.2","sha":"e02c03599fed5dcc0db3dc6de70433e39f466656","kind":"tag","published_at":"2018-08-30T03:49:48.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.2.2","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.2.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.2.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.2/manifests"},{"name":"0.2.1","sha":"bb62253b94b4a3683cf64455905092a6a29a2088","kind":"tag","published_at":"2018-05-26T00:48:08.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.2.1","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.2.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.2.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.1/manifests"},{"name":"0.2.0","sha":"9e1996f08da3d151461adbb2b86c5d9447aaafa4","kind":"tag","published_at":"2018-04-30T19:36:19.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.2.0","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.2.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.2.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.0/manifests"},{"name":"0.1.8","sha":"cfcd2c7dfd9e2b1f46a91e7058feaa8a4ba8fda0","kind":"tag","published_at":"2018-04-03T02:59:33.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.1.8","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.1.8","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.1.8","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.8","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.8/manifests"},{"name":"0.1.7","sha":"33f8119c297d8b4e8adc022ba3c11c45aeb57199","kind":"tag","published_at":"2017-12-21T06:43:39.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.1.7","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.1.7","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.1.7","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.7/manifests"},{"name":"0.1.6","sha":"15be3d6e6eaca91651880e79d81b993124534194","kind":"tag","published_at":"2017-12-17T18:38:47.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.1.6","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.1.6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.1.6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.6/manifests"},{"name":"0.1.5","sha":"c4119b3652c62f703a5b857ffb6b22e845e120fb","kind":"tag","published_at":"2017-07-30T03:57:59.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.1.5","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.1.5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.1.5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.5/manifests"},{"name":"0.1.4","sha":"ae4692b6f2d0871130a02b9ee54049321b854524","kind":"tag","published_at":"2017-06-29T05:55:44.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.1.4","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.1.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.1.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.4/manifests"},{"name":"0.1.3","sha":"fe39782b0c93acb91db817ed29469838c8eb7c63","kind":"tag","published_at":"2017-06-10T23:17:54.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.1.3","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.1.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.1.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.3/manifests"},{"name":"0.1.2","sha":"57a741147cbaa6ab9a2af6dee25b8983c23360f1","kind":"tag","published_at":"2017-06-01T16:57:29.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.1.2","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.1.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.1.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.2/manifests"},{"name":"0.1.0","sha":"57a741147cbaa6ab9a2af6dee25b8983c23360f1","kind":"tag","published_at":"2017-06-01T16:27:35.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.1.0","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.1.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.0/manifests"}]},"repo_metadata_updated_at":"2025-09-04T16:26:50.969Z","dependent_packages_count":1,"downloads":62453,"downloads_period":"last-month","dependent_repos_count":26,"rankings":{"downloads":1.5851893934339036,"dependent_repos_count":2.845234575437057,"dependent_packages_count":4.776193953166494,"stargazers_count":3.658566826069291,"forks_count":6.6945893854269345,"docker_downloads_count":null,"average":3.9119548267067357},"purl":"pkg:pypi/pynomaly","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/pynomaly","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/pynomaly","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/pynomaly/dependencies","status":null,"funding_links":["https://github.com/sponsors/vc1492a"],"critical":null,"issue_metadata":{"last_synced_at":"2025-09-02T23:01:47.985Z","issues_count":48,"pull_requests_count":53,"avg_time_to_close_issue":20654251.756097563,"avg_time_to_close_pull_request":646156.8510638297,"issues_closed_count":41,"pull_requests_closed_count":47,"pull_request_authors_count":10,"issue_authors_count":20,"avg_comments_per_issue":1.9791666666666667,"avg_comments_per_pull_request":0.8679245283018868,"merged_pull_requests_count":37,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":4,"past_year_pull_requests_count":31,"past_year_avg_time_to_close_issue":1046936.5,"past_year_avg_time_to_close_pull_request":168395.53846153847,"past_year_issues_closed_count":2,"past_year_pull_requests_closed_count":26,"past_year_pull_request_authors_count":3,"past_year_issue_authors_count":3,"past_year_avg_comments_per_issue":0.25,"past_year_avg_comments_per_pull_request":0.0967741935483871,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":19,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/issues","maintainers":[{"login":"vc1492a","count":56,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/vc1492a"},{"login":"IroNEDR","count":15,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/IroNEDR"}],"active_maintainers":[{"login":"vc1492a","count":29,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/vc1492a"},{"login":"IroNEDR","count":6,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/IroNEDR"}]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/pynomaly/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/pynomaly/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/pynomaly/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/pynomaly/related_packages","maintainers":[{"uuid":"vc1492a","login":"vc1492a","name":null,"email":null,"url":null,"packages_count":3,"html_url":"https://pypi.org/user/vc1492a/","role":null,"created_at":"2023-02-25T04:44:38.164Z","updated_at":"2023-02-25T04:44:38.164Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/vc1492a/packages"},{"uuid":"IroNEDR","login":"IroNEDR","name":null,"email":null,"url":null,"packages_count":1,"html_url":"https://pypi.org/user/IroNEDR/","role":null,"created_at":"2024-10-18T16:03:38.629Z","updated_at":"2024-10-18T16:03:38.629Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/IroNEDR/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":5300998,"name":"pynomaly","ecosystem":"conda","description":null,"homepage":"https://github.com/vc1492a/PyNomaly","licenses":"Apache-2.0","normalized_licenses":["Apache-2.0"],"repository_url":"https://github.com/vc1492a/PyNomaly","keywords_array":[],"namespace":null,"versions_count":1,"first_release_published_at":"2022-04-28T15:52:20.000Z","latest_release_published_at":"2022-04-28T15:52:20.000Z","latest_release_number":"0.3.3","last_synced_at":"2025-09-03T23:11:21.352Z","created_at":"2022-10-03T16:10:00.402Z","updated_at":"2025-09-04T16:27:05.237Z","registry_url":"https://anaconda.org/conda-forge/pynomaly","install_command":"conda install -c conda-forge pynomaly","documentation_url":null,"metadata":{},"repo_metadata":{"id":41063301,"uuid":"91844483","full_name":"vc1492a/PyNomaly","owner":"vc1492a","description":"Anomaly detection using LoOP: Local Outlier Probabilities, a local density based outlier detection method providing an outlier score in the range of [0,1].","archived":false,"fork":false,"pushed_at":"2025-09-02T18:24:37.000Z","size":35788,"stargazers_count":327,"open_issues_count":10,"forks_count":38,"subscribers_count":24,"default_branch":"main","last_synced_at":"2025-09-04T03:50:00.791Z","etag":null,"topics":["anomalies","anomaly-detection","machine-learning","nearest-neighbors","outlier-detection","outlier-scores","outliers","probability"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/vc1492a.png","metadata":{"files":{"readme":"readme.md","changelog":"changelog.md","contributing":null,"funding":".github/FUNDING.yml","license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null},"funding":{"github":["vc1492a"]}},"created_at":"2017-05-19T20:51:20.000Z","updated_at":"2025-09-02T18:23:29.000Z","dependencies_parsed_at":"2024-09-17T21:07:43.375Z","dependency_job_id":"8d2471a7-1f9e-427c-9f68-5965c87d3d37","html_url":"https://github.com/vc1492a/PyNomaly","commit_stats":{"total_commits":130,"total_committers":8,"mean_commits":16.25,"dds":0.09230769230769231,"last_synced_commit":"6f5077e57850f1814652860932aea9a82765b7c8"},"previous_names":[],"tags_count":21,"template":false,"template_full_name":null,"purl":"pkg:github/vc1492a/PyNomaly","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vc1492a","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/sbom","scorecard":{"id":917270,"data":{"date":"2025-08-11","repo":{"name":"github.com/vc1492a/PyNomaly","commit":"f292eb44e11eb09cda02c3bc4cd8edc60ada4c99"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":4.1,"checks":[{"name":"Code-Review","score":4,"reason":"Found 5/11 approved changesets -- score normalized to 4","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":"Dangerous-Workflow","score":10,"reason":"no dangerous workflow patterns detected","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Maintained","score":7,"reason":"8 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 7","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: topLevel 'contents' permission set to 'write': .github/workflows/release-please.yml:7","Warn: no topLevel permission defined: .github/workflows/tests.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":"Binary-Artifacts","score":6,"reason":"binaries present in source code","details":["Warn: binary detected: dist/PyNomaly-0.3.0-py3-none-any.whl:1","Warn: binary detected: dist/PyNomaly-0.3.1-py3-none-any.whl:1","Warn: binary detected: dist/PyNomaly-0.3.2-py3-none-any.whl:1","Warn: binary detected: dist/PyNomaly-0.3.3-py3-none-any.whl:1"],"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":"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":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"License","score":9,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Warn: project license file does not contain an FSF or OSI license."],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"Signed-Releases","score":-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":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: third-party GitHubAction not pinned by hash: .github/workflows/release-please.yml:16: update your workflow using https://app.stepsecurity.io/secureworkflow/vc1492a/PyNomaly/release-please.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tests.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/vc1492a/PyNomaly/tests.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/tests.yml:24: update your workflow using https://app.stepsecurity.io/secureworkflow/vc1492a/PyNomaly/tests.yml/main?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/tests.yml:29","Warn: pipCommand not pinned by hash: .github/workflows/tests.yml:30","Warn: pipCommand not pinned by hash: .github/workflows/tests.yml:31","Warn: pipCommand not pinned by hash: .github/workflows/tests.yml:32","Info:   0 out of   2 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   1 third-party GitHubAction dependencies pinned","Info:   0 out of   4 pipCommand dependencies pinned"],"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"Branch-Protection","score":-1,"reason":"internal error: error during branchesHandler.setup: internal error: githubv4.Query: Resource not accessible by integration","details":null,"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"SAST","score":10,"reason":"SAST tool is run on all commits","details":["Info: all commits (30) are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}},{"name":"Vulnerabilities","score":0,"reason":"13 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-2017-1 / GHSA-frgw-fgh6-9g52","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: PYSEC-2022-43017 / GHSA-qwmp-2cf2-g9g6"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}}]},"last_synced_at":"2025-08-24T21:30:14.193Z","repository_id":41063301,"created_at":"2025-08-24T21:30:14.193Z","updated_at":"2025-08-24T21:30:14.193Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273589537,"owners_count":25132861,"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":"vc1492a","name":"Valentino Constantinou","uuid":"2057896","kind":"user","description":"Senior Data Scientist @ Terran Orbital\r\nOpen Source Software Enthusiast","email":"","website":"https://www.valentino.io/","location":"Pasadena, California","twitter":null,"company":"Terran Orbital","icon_url":"https://avatars.githubusercontent.com/u/2057896?u=6d0f45e842c69fa1be13cf633165a2ae9bb19f43\u0026v=4","repositories_count":40,"last_synced_at":"2024-05-01T11:10:04.922Z","metadata":{"has_sponsors_listing":true},"html_url":"https://github.com/vc1492a","funding_links":["https://github.com/sponsors/vc1492a"],"total_stars":570,"followers":171,"following":225,"created_at":"2022-11-09T20:28:39.407Z","updated_at":"2024-05-01T11:10:10.753Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vc1492a","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vc1492a/repositories"},"tags":[{"name":"0.3.4","sha":"21687f1e0c317ed7892e38b7a0ccdb2f271a8b71","kind":"tag","published_at":"2024-10-18T14:56:34.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.3.4","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.3.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.3.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.4/manifests"},{"name":"0.3.3","sha":"4c34dc1de41be8a9fe20612ab48fe4de483d375b","kind":"tag","published_at":"2020-06-18T22:41:13.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.3.3","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.3.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.3.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.3/manifests"},{"name":"0.3.2","sha":"744fa57fde27f369f6265ffe57ecb3db3d3374ea","kind":"commit","published_at":"2020-02-15T16:48:08.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.3.2","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.3.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.3.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.2/manifests"},{"name":"0.3.1","sha":"0b82d9dbbb830e71cb0a8c8ffe332dfa217fe715","kind":"tag","published_at":"2019-08-05T02:45:29.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.3.1","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.3.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.3.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.1/manifests"},{"name":"0.3.0","sha":"c6151c8f7459e2bef4d0441666af477548c9a70a","kind":"tag","published_at":"2019-06-20T06:56:57.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.3.0","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.3.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.3.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.3.0/manifests"},{"name":"0.2.7","sha":"39afdd497afb5a21fa2094970007c9f6e7a761b1","kind":"tag","published_at":"2019-04-09T21:25:23.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.2.7","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.2.7","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.2.7","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.7/manifests"},{"name":"0.2.6","sha":"34c85131d01dda10abe575169c1dcbf7ba2ba414","kind":"tag","published_at":"2019-01-03T16:20:14.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.2.6","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.2.6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.2.6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.6/manifests"},{"name":"0.2.5","sha":"de8415fca6bf7c42064fc31a348a2064af8aeb90","kind":"tag","published_at":"2018-11-22T13:03:35.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.2.5","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.2.5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.2.5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.5/manifests"},{"name":"0.2.4","sha":"184e221438da6718ba85bb679027708ab9d3f4fd","kind":"commit","published_at":"2018-10-27T01:34:04.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.2.4","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.2.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.2.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.4/manifests"},{"name":"0.2.3","sha":"75803b3ee801191574f4a91ed06b604a4e1b7142","kind":"tag","published_at":"2018-08-30T04:32:48.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.2.3","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.2.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.2.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.3/manifests"},{"name":"0.2.2","sha":"e02c03599fed5dcc0db3dc6de70433e39f466656","kind":"tag","published_at":"2018-08-30T03:49:48.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.2.2","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.2.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.2.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.2/manifests"},{"name":"0.2.1","sha":"bb62253b94b4a3683cf64455905092a6a29a2088","kind":"tag","published_at":"2018-05-26T00:48:08.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.2.1","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.2.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.2.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.1/manifests"},{"name":"0.2.0","sha":"9e1996f08da3d151461adbb2b86c5d9447aaafa4","kind":"tag","published_at":"2018-04-30T19:36:19.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.2.0","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.2.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.2.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.2.0/manifests"},{"name":"0.1.8","sha":"cfcd2c7dfd9e2b1f46a91e7058feaa8a4ba8fda0","kind":"tag","published_at":"2018-04-03T02:59:33.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.1.8","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.1.8","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.1.8","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.8","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.8/manifests"},{"name":"0.1.7","sha":"33f8119c297d8b4e8adc022ba3c11c45aeb57199","kind":"tag","published_at":"2017-12-21T06:43:39.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.1.7","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.1.7","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.1.7","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.7/manifests"},{"name":"0.1.6","sha":"15be3d6e6eaca91651880e79d81b993124534194","kind":"tag","published_at":"2017-12-17T18:38:47.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.1.6","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.1.6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.1.6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.6/manifests"},{"name":"0.1.5","sha":"c4119b3652c62f703a5b857ffb6b22e845e120fb","kind":"tag","published_at":"2017-07-30T03:57:59.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.1.5","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.1.5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.1.5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.5/manifests"},{"name":"0.1.4","sha":"ae4692b6f2d0871130a02b9ee54049321b854524","kind":"tag","published_at":"2017-06-29T05:55:44.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.1.4","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.1.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.1.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.4/manifests"},{"name":"0.1.3","sha":"fe39782b0c93acb91db817ed29469838c8eb7c63","kind":"tag","published_at":"2017-06-10T23:17:54.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.1.3","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.1.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.1.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.3/manifests"},{"name":"0.1.2","sha":"57a741147cbaa6ab9a2af6dee25b8983c23360f1","kind":"tag","published_at":"2017-06-01T16:57:29.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.1.2","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.1.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.1.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.2/manifests"},{"name":"0.1.0","sha":"57a741147cbaa6ab9a2af6dee25b8983c23360f1","kind":"tag","published_at":"2017-06-01T16:27:35.000Z","download_url":"https://codeload.github.com/vc1492a/PyNomaly/tar.gz/0.1.0","html_url":"https://github.com/vc1492a/PyNomaly/releases/tag/0.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vc1492a/PyNomaly@0.1.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/tags/0.1.0/manifests"}]},"repo_metadata_updated_at":"2025-09-04T16:27:05.237Z","dependent_packages_count":1,"downloads":null,"downloads_period":null,"dependent_repos_count":0,"rankings":{"downloads":null,"dependent_repos_count":34.025455452957324,"dependent_packages_count":28.819565759920142,"stargazers_count":20.524082855003744,"forks_count":27.13251809333666,"average":27.625405540304467},"purl":"pkg:conda/pynomaly","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/conda/pynomaly","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/conda/pynomaly","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/conda/pynomaly/dependencies","status":null,"funding_links":["https://github.com/sponsors/vc1492a"],"critical":null,"issue_metadata":{"last_synced_at":"2025-09-02T23:01:47.985Z","issues_count":48,"pull_requests_count":53,"avg_time_to_close_issue":20654251.756097563,"avg_time_to_close_pull_request":646156.8510638297,"issues_closed_count":41,"pull_requests_closed_count":47,"pull_request_authors_count":10,"issue_authors_count":20,"avg_comments_per_issue":1.9791666666666667,"avg_comments_per_pull_request":0.8679245283018868,"merged_pull_requests_count":37,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":4,"past_year_pull_requests_count":31,"past_year_avg_time_to_close_issue":1046936.5,"past_year_avg_time_to_close_pull_request":168395.53846153847,"past_year_issues_closed_count":2,"past_year_pull_requests_closed_count":26,"past_year_pull_request_authors_count":3,"past_year_issue_authors_count":3,"past_year_avg_comments_per_issue":0.25,"past_year_avg_comments_per_pull_request":0.0967741935483871,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":19,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/issues","maintainers":[{"login":"vc1492a","count":56,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/vc1492a"},{"login":"IroNEDR","count":15,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/IroNEDR"}],"active_maintainers":[{"login":"vc1492a","count":29,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/vc1492a"},{"login":"IroNEDR","count":6,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/IroNEDR"}]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/packages/pynomaly/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/packages/pynomaly/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/packages/pynomaly/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/packages/pynomaly/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":33691,"full_name":"vc1492a/PyNomaly","default_branch":"main","committers":[{"name":"vc1492a","email":"vc1492a@gmail.com","login":"vc1492a","count":139},{"name":"IroNEDR","email":"tirasekin@gmail.com","login":"IroNEDR","count":18},{"name":"Michael Schreier","email":"m.schreier@gmx.de","login":"MichaelSchreier","count":5},{"name":"Robin","email":"robmarkcole@gmail.com","login":"robmarkcole","count":1},{"name":"Lini Mestar","email":"lmEshoo","login":"lmEshoo","count":1},{"name":"Blake Bambico","email":"bbambico@codeauthority.com","login":"bbambico","count":1},{"name":"vc1492a","email":"valentinos.constantinou@jpl.nasa.gov","login":null,"count":1},{"name":"Joe Jevnik","email":"joe@quantopian.com","login":null,"count":1}],"total_commits":167,"total_committers":8,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":20.875,"dds":0.16766467065868262,"past_year_committers":[{"name":"IroNEDR","email":"tirasekin@gmail.com","login":"IroNEDR","count":11},{"name":"vc1492a","email":"vc1492a@gmail.com","login":"vc1492a","count":10}],"past_year_total_commits":21,"past_year_total_committers":2,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":10.5,"past_year_dds":0.47619047619047616,"last_synced_at":"2025-08-08T08:51:53.272Z","last_synced_commit":"684dd3916b15d015d9b5e80a284dab75018ec278","created_at":"2023-03-07T16:53:32.894Z","updated_at":"2025-08-08T08:51:53.306Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-08-22T00:00:16.844Z","repositories_count":5479765,"commits_count":853308191,"contributors_count":31095157,"owners_count":906558,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"vc1492a/PyNomaly","html_url":"https://github.com/vc1492a/PyNomaly","last_synced_at":"2025-09-02T23:01:47.985Z","status":null,"issues_count":48,"pull_requests_count":53,"avg_time_to_close_issue":20654251.756097563,"avg_time_to_close_pull_request":646156.8510638297,"issues_closed_count":41,"pull_requests_closed_count":47,"pull_request_authors_count":10,"issue_authors_count":20,"avg_comments_per_issue":1.9791666666666667,"avg_comments_per_pull_request":0.8679245283018868,"merged_pull_requests_count":37,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":4,"past_year_pull_requests_count":31,"past_year_avg_time_to_close_issue":1046936.5,"past_year_avg_time_to_close_pull_request":168395.53846153847,"past_year_issues_closed_count":2,"past_year_pull_requests_closed_count":26,"past_year_pull_request_authors_count":3,"past_year_issue_authors_count":3,"past_year_avg_comments_per_issue":0.25,"past_year_avg_comments_per_pull_request":0.0967741935483871,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":19,"created_at":"2023-05-10T21:51:05.166Z","updated_at":"2025-09-02T23:38:00.941Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/vc1492a%2FPyNomaly/issues","issue_labels_count":{"enhancement":23,"bug":10,"packaging":6,"documentation":5,"in progress":5,"low priority":3,"on hold":3,"high priority":2,"review":2,"good first issue":1,"test":1},"pull_request_labels_count":{"documentation":15,"autorelease: pending":10,"bug":8,"review":6,"enhancement":3,"low priority":3,"test":2,"in progress":1,"help wanted":1,"on hold":1},"issue_author_associations_count":{"OWNER":24,"NONE":19,"COLLABORATOR":3,"CONTRIBUTOR":2},"pull_request_author_associations_count":{"OWNER":32,"COLLABORATOR":12,"CONTRIBUTOR":6,"NONE":5},"issue_authors":{"vc1492a":24,"IroNEDR":3,"ali-Eskandarian":2,"lisongs1995":2,"maxcw":2,"NicoleRR":1,"TSFelg":1,"RockLeeStudio":1,"zhaohan-xi":1,"MichaelSchreier":1,"nghiadanh26":1,"atthom":1,"jnpsk":1,"ghost":1,"mdruiter":1,"paddymul":1,"ayushgupt":1,"llllllllll":1,"manuelgodoy":1,"aadharna":1},"pull_request_authors":{"vc1492a":32,"IroNEDR":12,"MichaelSchreier":3,"romajain1":2,"lmEshoo":1,"paddymul":1,"nghiadanh26":1,"llllllllll":1,"robmarkcole":1,"ghost":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-03T00:00:08.273Z","repositories_count":10070501,"issues_count":31240645,"pull_requests_count":95394471,"authors_count":10689216,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{"enhancement":1,"in progress":1,"low priority":1,"documentation":1},"past_year_pull_request_labels_count":{"documentation":13,"autorelease: pending":10,"bug":8,"review":4},"past_year_issue_author_associations_count":{"COLLABORATOR":2,"NONE":1,"OWNER":1},"past_year_pull_request_author_associations_count":{"OWNER":28,"COLLABORATOR":4,"NONE":1},"past_year_issue_authors":{"IroNEDR":2,"paddymul":1,"vc1492a":1},"past_year_pull_request_authors":{"vc1492a":28,"IroNEDR":4,"paddymul":1},"maintainers":[{"login":"vc1492a","count":56,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/vc1492a"},{"login":"IroNEDR","count":15,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/IroNEDR"}],"active_maintainers":[{"login":"vc1492a","count":29,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/vc1492a"},{"login":"IroNEDR","count":6,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/IroNEDR"}]},"events":{"total":{"CreateEvent":7,"ReleaseEvent":1,"IssuesEvent":9,"WatchEvent":15,"DeleteEvent":6,"IssueCommentEvent":9,"PushEvent":21,"PullRequestReviewCommentEvent":1,"PullRequestEvent":29,"PullRequestReviewEvent":4,"ForkEvent":1},"last_year":{"CreateEvent":7,"ReleaseEvent":1,"IssuesEvent":9,"WatchEvent":15,"DeleteEvent":6,"IssueCommentEvent":9,"PushEvent":21,"PullRequestReviewCommentEvent":1,"PullRequestEvent":29,"PullRequestReviewEvent":4,"ForkEvent":1}},"keywords":["anomalies","anomaly-detection","machine-learning","nearest-neighbors","outlier-detection","outlier-scores","outliers","probability"],"dependencies":[{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-10T01:29:42.345Z","updated_at":"2022-08-10T01:29:42.345Z","repository_link":"https://github.com/vc1492a/PyNomaly/blob/main/requirements.txt","dependencies":[{"id":990963698,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.12.0","direct":true,"kind":"runtime","optional":false},{"id":990963699,"package_name":"python-utils","ecosystem":"pypi","requirements":"\u003e=2.3.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements_ci.txt","sha":null,"kind":"manifest","created_at":"2022-08-10T01:29:42.449Z","updated_at":"2022-08-10T01:29:42.449Z","repository_link":"https://github.com/vc1492a/PyNomaly/blob/main/requirements_ci.txt","dependencies":[{"id":990963869,"package_name":"coveralls","ecosystem":"pypi","requirements":"\u003e=1.8.0","direct":true,"kind":"runtime","optional":false},{"id":990963870,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=0.24.2","direct":true,"kind":"runtime","optional":false},{"id":990963871,"package_name":"pytest","ecosystem":"pypi","requirements":"\u003e=4.6.2","direct":true,"kind":"runtime","optional":false},{"id":990963872,"package_name":"pytest-cov","ecosystem":"pypi","requirements":"\u003e=2.7.1","direct":true,"kind":"runtime","optional":false},{"id":990963873,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=0.21.2","direct":true,"kind":"runtime","optional":false},{"id":990963874,"package_name":"scipy","ecosystem":"pypi","requirements":"\u003e=1.3.0","direct":true,"kind":"runtime","optional":false},{"id":990963875,"package_name":"wheel","ecosystem":"pypi","requirements":"\u003e=0.33.4","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements_examples.txt","sha":null,"kind":"manifest","created_at":"2022-08-10T01:29:42.554Z","updated_at":"2022-08-10T01:29:42.554Z","repository_link":"https://github.com/vc1492a/PyNomaly/blob/main/requirements_examples.txt","dependencies":[{"id":990965531,"package_name":"matplotlib","ecosystem":"pypi","requirements":"==3.1.0","direct":true,"kind":"runtime","optional":false},{"id":990965535,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=0.24.2","direct":true,"kind":"runtime","optional":false},{"id":990965538,"package_name":"pydataset","ecosystem":"pypi","requirements":"\u003e=0.2.0","direct":true,"kind":"runtime","optional":false},{"id":990965540,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=0.21.2","direct":true,"kind":"runtime","optional":false},{"id":990965542,"package_name":"scipy","ecosystem":"pypi","requirements":"\u003e=1.3.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2022-08-10T01:29:42.668Z","updated_at":"2022-08-10T01:29:42.668Z","repository_link":"https://github.com/vc1492a/PyNomaly/blob/main/setup.py","dependencies":[{"id":990967073,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":990967074,"package_name":"python-utils","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/tests.yml","sha":null,"kind":"manifest","created_at":"2024-09-17T21:07:42.385Z","updated_at":"2024-09-17T21:07:42.385Z","repository_link":"https://github.com/vc1492a/PyNomaly/blob/main/.github/workflows/tests.yml","dependencies":[{"id":20193741349,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":20193741350,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false}]}],"score":18.94217427075798,"created_at":"2025-09-04T09:18:05.423Z","updated_at":"2025-10-07T08:04:41.805Z","avatar_url":"https://github.com/vc1492a.png","language":"Python","category":"Scientific Software","sub_category":"Peer-reviewed","monthly_downloads":62453,"funding_links":["https://github.com/sponsors/vc1492a"],"readme_doi_urls":["https://doi.org/10.21105/joss.00845"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/2733","html_url":"https://science.ecosyste.ms/projects/2733"}