{"id":1636,"name":"VeridicalFlow","description":"VeridicalFlow: a Python package for building trustworthy data science pipelines with PCS - Published in JOSS (2022)","url":"https://github.com/yu-group/veridical-flow","last_synced_at":"2025-09-04T16:31:25.731Z","repository":{"id":42075181,"uuid":"329143976","full_name":"Yu-Group/veridical-flow","owner":"Yu-Group","description":"Making it easier to build stable, trustworthy data-science pipelines based on the PCS framework.","archived":false,"fork":false,"pushed_at":"2024-02-12T21:05:16.000Z","size":14092,"stargazers_count":71,"open_issues_count":7,"forks_count":7,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-08-29T00:06:05.686Z","etag":null,"topics":["ai","data-science","ensembling","machine-learning","ml","pandas","preprocessing","python3","stability","statistics","tutorial","workflow"],"latest_commit_sha":null,"homepage":"https://vflow.csinva.io","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Yu-Group.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"docs/contributing.md","funding":null,"license":"license.md","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":"2021-01-12T23:56:00.000Z","updated_at":"2025-05-01T17:43:37.000Z","dependencies_parsed_at":"2025-04-11T16:32:43.291Z","dependency_job_id":null,"html_url":"https://github.com/Yu-Group/veridical-flow","commit_stats":null,"previous_names":["yu-group/pcs-pipeline"],"tags_count":5,"template":false,"template_full_name":null,"purl":"pkg:github/Yu-Group/veridical-flow","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Yu-Group","download_url":"https://codeload.github.com/Yu-Group/veridical-flow/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273603931,"owners_count":25135669,"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":"Yu-Group","name":"Yu-Group","uuid":"26810483","kind":"organization","description":"Bin Yu Group at UC Berkeley","email":"chandan_singh@berkeley.edu","website":"https://www.stat.berkeley.edu/~yugroup/","location":"Berkeley, CA","twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/26810483?v=4","repositories_count":19,"last_synced_at":"2023-03-06T14:45:03.095Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/Yu-Group","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-16T17:00:42.865Z","updated_at":"2023-03-06T14:45:03.199Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Yu-Group","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Yu-Group/repositories"},"packages":[{"id":2963673,"name":"vflow","ecosystem":"pypi","description":"A framework for doing stability analysis with PCS.","homepage":"https://vflow.csinva.io/","licenses":"MIT","normalized_licenses":["MIT"],"repository_url":"https://github.com/Yu-Group/veridical-flow","keywords_array":[],"namespace":null,"versions_count":7,"first_release_published_at":"2021-09-06T22:21:43.000Z","latest_release_published_at":"2024-02-12T21:06:43.000Z","latest_release_number":"0.1.4","last_synced_at":"2025-09-03T22:35:32.943Z","created_at":"2022-04-10T13:00:17.005Z","updated_at":"2025-09-03T22:35:32.944Z","registry_url":"https://pypi.org/project/vflow/","install_command":"pip install vflow --index-url https://pypi.org/simple","documentation_url":"https://vflow.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":["Development Status :: 3 - Alpha","Intended Audience :: Science/Research","License :: OSI Approved :: MIT License","Operating System :: OS Independent","Programming Language :: Python :: 3","Topic :: Scientific/Engineering :: Artificial Intelligence"],"normalized_name":"vflow","project_status":null},"repo_metadata":{"id":42075181,"uuid":"329143976","full_name":"Yu-Group/veridical-flow","owner":"Yu-Group","description":"Making it easier to build stable, trustworthy data-science pipelines based on the PCS framework.","archived":false,"fork":false,"pushed_at":"2024-02-12T21:05:16.000Z","size":14092,"stargazers_count":71,"open_issues_count":7,"forks_count":7,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-08-29T00:06:05.686Z","etag":null,"topics":["ai","data-science","ensembling","machine-learning","ml","pandas","preprocessing","python3","stability","statistics","tutorial","workflow"],"latest_commit_sha":null,"homepage":"https://vflow.csinva.io","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Yu-Group.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"docs/contributing.md","funding":null,"license":"license.md","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":"2021-01-12T23:56:00.000Z","updated_at":"2025-05-01T17:43:37.000Z","dependencies_parsed_at":"2025-04-11T16:32:43.291Z","dependency_job_id":null,"html_url":"https://github.com/Yu-Group/veridical-flow","commit_stats":null,"previous_names":["yu-group/pcs-pipeline"],"tags_count":5,"template":false,"template_full_name":null,"purl":"pkg:github/Yu-Group/veridical-flow","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Yu-Group","download_url":"https://codeload.github.com/Yu-Group/veridical-flow/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273387912,"owners_count":25096446,"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":"2025-09-03T02:00:09.631Z","response_time":76,"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":"Yu-Group","name":"Yu-Group","uuid":"26810483","kind":"organization","description":"Bin Yu Group at UC Berkeley","email":"chandan_singh@berkeley.edu","website":"https://www.stat.berkeley.edu/~yugroup/","location":"Berkeley, CA","twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/26810483?v=4","repositories_count":19,"last_synced_at":"2023-03-06T14:45:03.095Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/Yu-Group","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-16T17:00:42.865Z","updated_at":"2023-03-06T14:45:03.199Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Yu-Group","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Yu-Group/repositories"},"tags":[{"name":"v0.1.4","sha":"00d0642b8bedb3add443e9f184a1cf39c6de103e","kind":"commit","published_at":"2024-02-12T21:00:49.000Z","download_url":"https://codeload.github.com/Yu-Group/veridical-flow/tar.gz/v0.1.4","html_url":"https://github.com/Yu-Group/veridical-flow/releases/tag/v0.1.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/Yu-Group/veridical-flow@v0.1.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/tags/v0.1.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/tags/v0.1.4/manifests"},{"name":"v0.1.3","sha":"a7ad3a56774557a2c5443ddb0386c4a029a76f3e","kind":"commit","published_at":"2024-02-10T01:35:21.000Z","download_url":"https://codeload.github.com/Yu-Group/veridical-flow/tar.gz/v0.1.3","html_url":"https://github.com/Yu-Group/veridical-flow/releases/tag/v0.1.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/Yu-Group/veridical-flow@v0.1.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/tags/v0.1.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/tags/v0.1.3/manifests"},{"name":"v0.1.2","sha":"18c4e6a61b2c8f5906e330d4987de8473600f231","kind":"commit","published_at":"2023-03-13T20:32:50.000Z","download_url":"https://codeload.github.com/Yu-Group/veridical-flow/tar.gz/v0.1.2","html_url":"https://github.com/Yu-Group/veridical-flow/releases/tag/v0.1.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/Yu-Group/veridical-flow@v0.1.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/tags/v0.1.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/tags/v0.1.2/manifests"},{"name":"v0.1.1","sha":"a06c03fdb7a72ff578058d6a12f53a8aede9697a","kind":"commit","published_at":"2022-01-12T16:27:22.000Z","download_url":"https://codeload.github.com/Yu-Group/veridical-flow/tar.gz/v0.1.1","html_url":"https://github.com/Yu-Group/veridical-flow/releases/tag/v0.1.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/Yu-Group/veridical-flow@v0.1.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/tags/v0.1.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/tags/v0.1.1/manifests"},{"name":"v0.1.0","sha":"12f73d4f8cb015d88247b8a541cc59de4fa0e7bb","kind":"commit","published_at":"2022-01-10T22:01:35.000Z","download_url":"https://codeload.github.com/Yu-Group/veridical-flow/tar.gz/v0.1.0","html_url":"https://github.com/Yu-Group/veridical-flow/releases/tag/v0.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/Yu-Group/veridical-flow@v0.1.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/tags/v0.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/tags/v0.1.0/manifests"}]},"repo_metadata_updated_at":"2025-09-03T04:12:29.337Z","dependent_packages_count":0,"downloads":44,"downloads_period":"last-month","dependent_repos_count":1,"rankings":{"downloads":45.296582155724444,"dependent_repos_count":21.581012154157165,"dependent_packages_count":10.107632597300897,"stargazers_count":9.457111503993172,"forks_count":16.879491810900003,"docker_downloads_count":null,"average":20.664366044415136},"purl":"pkg:pypi/vflow","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/vflow","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/vflow","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/vflow/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-08-31T21:13:03.665Z","issues_count":21,"pull_requests_count":37,"avg_time_to_close_issue":1492885.9411764706,"avg_time_to_close_pull_request":393107.6176470588,"issues_closed_count":17,"pull_requests_closed_count":34,"pull_request_authors_count":8,"issue_authors_count":7,"avg_comments_per_issue":1.1904761904761905,"avg_comments_per_pull_request":0.8648648648648649,"merged_pull_requests_count":32,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":0,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":0,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/issues","maintainers":[{"login":"jpdunc23","count":22,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/jpdunc23"},{"login":"rushk014","count":11,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/rushk014"},{"login":"ssaxena00","count":6,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/ssaxena00"},{"login":"csinva","count":4,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/csinva"}],"active_maintainers":[]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/vflow/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/vflow/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/vflow/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/vflow/related_packages","maintainers":[{"uuid":"csinva","login":"csinva","name":null,"email":null,"url":null,"packages_count":13,"html_url":"https://pypi.org/user/csinva/","role":null,"created_at":"2023-02-25T18:19:15.667Z","updated_at":"2023-02-25T18:19:15.667Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/csinva/packages"},{"uuid":"jpduncan","login":"jpduncan","name":null,"email":null,"url":null,"packages_count":1,"html_url":"https://pypi.org/user/jpduncan/","role":null,"created_at":"2023-03-14T02:33:43.694Z","updated_at":"2023-03-14T02:33:43.694Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/jpduncan/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":724829,"maintainers_count":308212,"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"}}],"commits":{"id":1379834,"full_name":"Yu-Group/veridical-flow","default_branch":"master","committers":[{"name":"James Duncan","email":"jpduncan@berkeley.edu","login":"jpdunc23","count":93},{"name":"Chandan Singh","email":"chandan_singh@berkeley.edu","login":"csinva","count":82},{"name":"Rushk014","email":"rush.kapoor@berkeley.edu","login":"rushk014","count":57},{"name":"Abhineet","email":"aa3797@berkeley.edu","login":"aagarwal1996","count":5},{"name":"Sahil Saxena","email":"sahilsaxena18@berkeley.edu","login":"ssaxena00","count":3},{"name":"Michał Kuźba","email":"kmichael00968@gmail.com","login":"kmichael08","count":2},{"name":"Mehmet Hakan Satman","email":"mhsatman@gmail.com","login":"jbytecode","count":2},{"name":"Daniel S. Katz","email":"d.katz@ieee.org","login":"danielskatz","count":2},{"name":"Matthew Feickert","email":"matthew.feickert@cern.ch","login":"matthewfeickert","count":1}],"total_commits":247,"total_committers":9,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":27.444444444444443,"dds":0.6234817813765182,"past_year_committers":[],"past_year_total_commits":0,"past_year_total_committers":0,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":0.0,"past_year_dds":0.0,"last_synced_at":"2025-08-07T08:01:12.250Z","last_synced_commit":"00d0642b8bedb3add443e9f184a1cf39c6de103e","created_at":"2023-09-18T15:11:35.533Z","updated_at":"2025-08-07T08:01:12.260Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-08-27T00:00:29.048Z","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":"Yu-Group/veridical-flow","html_url":"https://github.com/Yu-Group/veridical-flow","last_synced_at":"2025-08-31T21:13:03.665Z","status":"error","issues_count":21,"pull_requests_count":37,"avg_time_to_close_issue":1492885.9411764706,"avg_time_to_close_pull_request":393107.6176470588,"issues_closed_count":17,"pull_requests_closed_count":34,"pull_request_authors_count":8,"issue_authors_count":7,"avg_comments_per_issue":1.1904761904761905,"avg_comments_per_pull_request":0.8648648648648649,"merged_pull_requests_count":32,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":0,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":0,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"created_at":"2023-05-15T02:19:56.103Z","updated_at":"2025-09-01T01:29:47.712Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yu-Group%2Fveridical-flow/issues","issue_labels_count":{"question":1,"bug":1},"pull_request_labels_count":{},"issue_author_associations_count":{"CONTRIBUTOR":9,"COLLABORATOR":6,"NONE":5,"MEMBER":1},"pull_request_author_associations_count":{"COLLABORATOR":33,"CONTRIBUTOR":5,"MEMBER":3,"NONE":1},"issue_authors":{"kmichael08":9,"rushk014":3,"richrobe":3,"GiannisPikoulis":2,"jpdunc23":2,"csinva":1,"ssaxena00":1},"pull_request_authors":{"jpdunc23":20,"rushk014":8,"ssaxena00":5,"csinva":3,"kmichael08":2,"matthewfeickert":2,"jbytecode":1,"danielskatz":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-02T00:00:07.986Z","repositories_count":10042729,"issues_count":30645220,"pull_requests_count":91402388,"authors_count":10443886,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{},"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":[{"login":"jpdunc23","count":22,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/jpdunc23"},{"login":"rushk014","count":11,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/rushk014"},{"login":"ssaxena00","count":6,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/ssaxena00"},{"login":"csinva","count":4,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/csinva"}],"active_maintainers":[]},"events":{"total":{"WatchEvent":3,"ForkEvent":1},"last_year":{"WatchEvent":3,"ForkEvent":1}},"keywords":["ai","data-science","ensembling","machine-learning","ml","pandas","preprocessing","python3","stability","statistics","tutorial","workflow"],"dependencies":[{"ecosystem":"actions","filepath":".github/workflows/python-package.yml","sha":null,"kind":"manifest","created_at":"2023-07-16T20:52:59.017Z","updated_at":"2023-07-16T20:52:59.017Z","repository_link":"https://github.com/Yu-Group/veridical-flow/blob/master/.github/workflows/python-package.yml","dependencies":[{"id":11578264259,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":11578264265,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":11578264270,"package_name":"codecov/codecov-action","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"pypi","filepath":"pyproject.toml","sha":null,"kind":"manifest","created_at":"2025-04-11T11:17:30.896Z","updated_at":"2025-04-11T11:17:30.896Z","repository_link":"https://github.com/Yu-Group/veridical-flow/blob/master/pyproject.toml","dependencies":[]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2025-04-11T11:17:31.165Z","updated_at":"2025-04-11T11:17:31.165Z","repository_link":"https://github.com/Yu-Group/veridical-flow/blob/master/requirements.txt","dependencies":[{"id":22639393492,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":22639393493,"package_name":"scipy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":22639393494,"package_name":"matplotlib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":22639393495,"package_name":"networkx","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":22639393496,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=2.0.0","direct":true,"kind":"runtime","optional":false},{"id":22639393497,"package_name":"joblib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":22639393498,"package_name":"pytest","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":22639393499,"package_name":"ray","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":22639393500,"package_name":"mlflow","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]}],"score":10.40408100573587,"created_at":"2025-09-04T09:17:50.446Z","updated_at":"2025-10-07T08:04:33.789Z","avatar_url":"https://github.com/Yu-Group.png","language":"Jupyter Notebook","category":"Scientific Software","sub_category":"Peer-reviewed","monthly_downloads":44,"funding_links":[],"readme_doi_urls":["https://doi.org/10.21105/joss.03895"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["explainable-ai","interpretability","supervised-learning"],"project_url":"https://science.ecosyste.ms/api/v1/projects/1636","html_url":"https://science.ecosyste.ms/projects/1636","bibtex_url":"https://science.ecosyste.ms/projects/1636/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/1636/export.apalike"}