{"id":20172,"name":"bias.myti.report","description":"A visualization tool to facilitate the comparison of user-implemented bias mitigation methods for AI models","url":"https://github.com/didsr/bias.myti.report","last_synced_at":"2025-09-05T00:32:31.902Z","repository":{"id":242573957,"uuid":"722268919","full_name":"DIDSR/bias.myti.report","owner":"DIDSR","description":"A visualization tool to facilitate the comparison of user-implemented bias mitigation methods for AI models","archived":false,"fork":false,"pushed_at":"2025-02-12T17:46:47.000Z","size":102163,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-08-27T10:35:29.935Z","etag":null,"topics":["artificial-intelligence","bias","bias-mitigation","image-classification","quantitative-misrepresentation","transfer-learning"],"latest_commit_sha":null,"homepage":"https://www.fda.gov/medical-devices/medical-device-regulatory-science-research-programs-conducted-osel/artificial-intelligence-and-machine-learning-program-research-aiml-based-medical-devices","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"cc0-1.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/DIDSR.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2023-11-22T19:27:13.000Z","updated_at":"2025-05-27T15:54:19.000Z","dependencies_parsed_at":"2025-02-12T18:30:37.363Z","dependency_job_id":"b0d9893c-bcdc-46f4-a684-af04414510fb","html_url":"https://github.com/DIDSR/bias.myti.report","commit_stats":null,"previous_names":["didsr/bias.myti.report"],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/DIDSR/bias.myti.report","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DIDSR%2Fbias.myti.report","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DIDSR%2Fbias.myti.report/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DIDSR%2Fbias.myti.report/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DIDSR%2Fbias.myti.report/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/DIDSR","download_url":"https://codeload.github.com/DIDSR/bias.myti.report/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/DIDSR%2Fbias.myti.report/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273694747,"owners_count":25151479,"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":"DIDSR","name":"DIDSR (Aldo Badano, Director)","uuid":"13058575","kind":"organization","description":"FDA, CDRH, OSEL, Division of Imaging, Diagnostics, and Software Reliability","email":null,"website":"https://www.fda.gov/about-fda/cdrh-offices/division-imaging-diagnostics-and-software-reliability","location":"United States of America","twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/13058575?v=4","repositories_count":68,"last_synced_at":"2024-05-03T13:38:08.328Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/DIDSR","funding_links":[],"total_stars":301,"followers":46,"following":0,"created_at":"2022-11-06T18:49:31.175Z","updated_at":"2024-05-03T13:38:22.369Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/DIDSR","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/DIDSR/repositories"},"packages":[],"commits":{"message":"Repository syncing started."},"issues_stats":{"full_name":"didsr/bias.myti.report","html_url":"https://github.com/didsr/bias.myti.report","last_synced_at":null,"status":null,"issues_count":null,"pull_requests_count":null,"avg_time_to_close_issue":null,"avg_time_to_close_pull_request":null,"issues_closed_count":null,"pull_requests_closed_count":null,"pull_request_authors_count":null,"issue_authors_count":null,"avg_comments_per_issue":null,"avg_comments_per_pull_request":null,"merged_pull_requests_count":null,"bot_issues_count":null,"bot_pull_requests_count":null,"past_year_issues_count":null,"past_year_pull_requests_count":null,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":null,"past_year_pull_requests_closed_count":null,"past_year_pull_request_authors_count":null,"past_year_issue_authors_count":null,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":null,"past_year_bot_pull_requests_count":null,"past_year_merged_pull_requests_count":null,"created_at":"2025-09-05T00:31:29.271Z","updated_at":"2025-09-05T00:31:29.271Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/didsr%2Fbias.myti.report","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/didsr%2Fbias.myti.report/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{},"pull_request_author_associations_count":{},"issue_authors":{},"pull_request_authors":{},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-05T00:00:10.444Z","repositories_count":10082319,"issues_count":31220811,"pull_requests_count":96069974,"authors_count":10694166,"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":{},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{},"past_year_pull_request_authors":{},"maintainers":[],"active_maintainers":[]},"events":{"total":{"PushEvent":3},"last_year":{"PushEvent":3}},"keywords":["artificial-intelligence","bias","bias-mitigation","image-classification","quantitative-misrepresentation","transfer-learning"],"dependencies":[{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2024-06-07T20:11:23.462Z","updated_at":"2024-06-07T20:11:23.462Z","repository_link":"https://github.com/DIDSR/bias.myti.report/blob/main/requirements.txt","dependencies":[{"id":18474023403,"package_name":"jupyter","ecosystem":"pypi","requirements":"==1.0.0","direct":true,"kind":"runtime","optional":false},{"id":18474023404,"package_name":"ipywidgets","ecosystem":"pypi","requirements":"==8.0.6","direct":true,"kind":"runtime","optional":false},{"id":18474023405,"package_name":"matplotlib","ecosystem":"pypi","requirements":"==3.7.1","direct":true,"kind":"runtime","optional":false},{"id":18474023406,"package_name":"numpy","ecosystem":"pypi","requirements":"==1.26.4","direct":true,"kind":"runtime","optional":false},{"id":18474023407,"package_name":"onnx","ecosystem":"pypi","requirements":"==1.13.1","direct":true,"kind":"runtime","optional":false},{"id":18474023408,"package_name":"onnxruntime-gpu","ecosystem":"pypi","requirements":"==1.14.0","direct":true,"kind":"runtime","optional":false},{"id":18474023409,"package_name":"opencv-python","ecosystem":"pypi","requirements":"==4.7.0.72","direct":true,"kind":"runtime","optional":false},{"id":18474023410,"package_name":"pandas","ecosystem":"pypi","requirements":"==1.5.3","direct":true,"kind":"runtime","optional":false},{"id":18474023411,"package_name":"Pillow","ecosystem":"pypi","requirements":"==9.5.0","direct":true,"kind":"runtime","optional":false},{"id":18474023412,"package_name":"pydicom","ecosystem":"pypi","requirements":"==2.4.1","direct":true,"kind":"runtime","optional":false},{"id":18474023434,"package_name":"pylibjpeg","ecosystem":"pypi","requirements":"==2.0.0","direct":true,"kind":"runtime","optional":false},{"id":18474023488,"package_name":"pylibjpeg-libjpeg","ecosystem":"pypi","requirements":"==2.0.2","direct":true,"kind":"runtime","optional":false},{"id":18474023489,"package_name":"PyQt6","ecosystem":"pypi","requirements":"==6.6.0","direct":true,"kind":"runtime","optional":false},{"id":18474023529,"package_name":"PyQt6-Qt6","ecosystem":"pypi","requirements":"==6.6.0","direct":true,"kind":"runtime","optional":false},{"id":18474023530,"package_name":"reportlab","ecosystem":"pypi","requirements":"==4.1.0","direct":true,"kind":"runtime","optional":false},{"id":18474023531,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"==1.2.2","direct":true,"kind":"runtime","optional":false},{"id":18474023532,"package_name":"tabulate","ecosystem":"pypi","requirements":"==0.9.0","direct":true,"kind":"runtime","optional":false},{"id":18474023533,"package_name":"torch","ecosystem":"pypi","requirements":"==1.13.1","direct":true,"kind":"runtime","optional":false},{"id":18474023534,"package_name":"torchvision","ecosystem":"pypi","requirements":"==0.14.1","direct":true,"kind":"runtime","optional":false},{"id":18474023535,"package_name":"tqdm","ecosystem":"pypi","requirements":"==4.65.0","direct":true,"kind":"runtime","optional":false}]}],"score":null,"created_at":"2025-09-04T15:50:51.564Z","updated_at":"2025-10-07T08:09:56.726Z","avatar_url":"https://github.com/DIDSR.png","language":"Jupyter Notebook","category":null,"sub_category":null,"monthly_downloads":0,"funding_links":[],"readme_doi_urls":["https://doi.org/10.1109/JBHI.2024.3491946","https://doi.org/10.1117/12.3008267"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/20172","html_url":"https://science.ecosyste.ms/projects/20172","bibtex_url":"https://science.ecosyste.ms/projects/20172/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/20172/export.apalike"}