{"id":16546,"name":"pywhy-stats","description":"Python package for (conditional) independence testing and statistical functions related to causality.","url":"https://github.com/py-why/pywhy-stats","last_synced_at":"2025-09-04T23:15:49.292Z","repository":{"id":172052224,"uuid":"621903408","full_name":"py-why/pywhy-stats","owner":"py-why","description":"Python package for (conditional) independence testing and statistical functions related to causality.","archived":false,"fork":false,"pushed_at":"2025-06-10T06:08:49.000Z","size":5030,"stargazers_count":28,"open_issues_count":9,"forks_count":4,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-07-06T09:26:25.015Z","etag":null,"topics":["conditional-independence-test","independence-testing","python","statistics"],"latest_commit_sha":null,"homepage":"https://www.pywhy.org/pywhy-stats/","language":"Python","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/py-why.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","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":"2023-03-31T16:30:41.000Z","updated_at":"2025-03-31T05:23:31.000Z","dependencies_parsed_at":"2023-12-13T18:35:01.573Z","dependency_job_id":"58ad7085-6e13-4eae-a484-6e1b9335d4f3","html_url":"https://github.com/py-why/pywhy-stats","commit_stats":null,"previous_names":["py-why/pywhy-stats"],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/py-why/pywhy-stats","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/py-why%2Fpywhy-stats","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/py-why%2Fpywhy-stats/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/py-why%2Fpywhy-stats/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/py-why%2Fpywhy-stats/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/py-why","download_url":"https://codeload.github.com/py-why/pywhy-stats/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/py-why%2Fpywhy-stats/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273685639,"owners_count":25149729,"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":"py-why","name":"PyWhy","uuid":"101266056","kind":"organization","description":"","email":null,"website":"pywhy.org","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/101266056?v=4","repositories_count":15,"last_synced_at":"2024-04-16T03:00:21.579Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/py-why","funding_links":[],"total_stars":11541,"followers":614,"following":0,"created_at":"2022-11-14T09:08:32.519Z","updated_at":"2024-04-16T03:00:26.876Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/py-why","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/py-why/repositories"},"packages":[{"id":8252077,"name":"pywhy-stats","ecosystem":"pypi","description":"Statistical methods for Python","homepage":"https://github.com/pywhy/pywhy-stats","licenses":"MIT","normalized_licenses":["MIT"],"repository_url":"https://github.com/py-why/pywhy-stats","keywords_array":["independence testing","causal statistics","conditional independence"],"namespace":null,"versions_count":1,"first_release_published_at":"2023-09-08T23:29:43.000Z","latest_release_published_at":"2023-09-08T23:29:43.000Z","latest_release_number":"0.1","last_synced_at":"2025-08-11T18:32:18.879Z","created_at":"2023-09-08T23:33:24.295Z","updated_at":"2025-08-11T18:32:18.880Z","registry_url":"https://pypi.org/project/pywhy-stats/","install_command":"pip install pywhy-stats --index-url https://pypi.org/simple","documentation_url":"https://py-why.github.io/pywhy-stats","metadata":{"funding":null,"documentation":"https://py-why.github.io/pywhy-stats","classifiers":["Development Status :: 4 - Beta","License :: OSI Approved :: MIT License","Programming Language :: Python :: 3","Programming Language :: Python :: 3.10","Programming Language :: Python :: 3.8","Programming Language :: Python :: 3.9"],"normalized_name":"pywhy-stats"},"repo_metadata":{"id":172052224,"uuid":"621903408","full_name":"py-why/pywhy-stats","owner":"py-why","description":"Python package for (conditional) independence testing and statistical functions related to causality.","archived":false,"fork":false,"pushed_at":"2025-06-06T06:06:17.000Z","size":5001,"stargazers_count":28,"open_issues_count":9,"forks_count":4,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-06-06T07:19:55.158Z","etag":null,"topics":["conditional-independence-test","independence-testing","python","statistics"],"latest_commit_sha":null,"homepage":"https://www.pywhy.org/pywhy-stats/","language":"Python","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/py-why.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","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":"2023-03-31T16:30:41.000Z","updated_at":"2025-03-31T05:23:31.000Z","dependencies_parsed_at":"2023-12-13T18:35:01.573Z","dependency_job_id":"58ad7085-6e13-4eae-a484-6e1b9335d4f3","html_url":"https://github.com/py-why/pywhy-stats","commit_stats":null,"previous_names":["py-why/pywhy-stats"],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/py-why/pywhy-stats","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/py-why%2Fpywhy-stats","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/py-why%2Fpywhy-stats/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/py-why%2Fpywhy-stats/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/py-why%2Fpywhy-stats/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/py-why","download_url":"https://codeload.github.com/py-why/pywhy-stats/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/py-why%2Fpywhy-stats/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":263876042,"owners_count":23523507,"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","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":"py-why","name":"PyWhy","uuid":"101266056","kind":"organization","description":"","email":null,"website":"pywhy.org","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/101266056?v=4","repositories_count":15,"last_synced_at":"2024-04-16T03:00:21.579Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/py-why","funding_links":[],"total_stars":11541,"followers":614,"following":0,"created_at":"2022-11-14T09:08:32.519Z","updated_at":"2024-04-16T03:00:26.876Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/py-why","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/py-why/repositories"},"tags":[{"name":"v0.1","sha":"3d8c73cb19f0d43690b4b57a24acbc4ea6fa15ba","kind":"commit","published_at":"2023-09-08T23:10:45.000Z","download_url":"https://codeload.github.com/py-why/pywhy-stats/tar.gz/v0.1","html_url":"https://github.com/py-why/pywhy-stats/releases/tag/v0.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/py-why/pywhy-stats@v0.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/py-why%2Fpywhy-stats/tags/v0.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/py-why%2Fpywhy-stats/tags/v0.1/manifests"}]},"repo_metadata_updated_at":"2025-07-06T09:20:38.724Z","dependent_packages_count":0,"downloads":11,"downloads_period":"last-month","dependent_repos_count":0,"rankings":{"downloads":null,"dependent_repos_count":69.15530059587567,"dependent_packages_count":7.412204836866827,"stargazers_count":null,"forks_count":null,"docker_downloads_count":null,"average":38.283752716371254},"purl":"pkg:pypi/pywhy-stats","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/pywhy-stats","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/pywhy-stats","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/pywhy-stats/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-06-06T07:21:11.493Z","issues_count":9,"pull_requests_count":29,"avg_time_to_close_issue":290230.5,"avg_time_to_close_pull_request":2415660.4615384615,"issues_closed_count":2,"pull_requests_closed_count":26,"pull_request_authors_count":3,"issue_authors_count":2,"avg_comments_per_issue":0.6666666666666666,"avg_comments_per_pull_request":1.793103448275862,"merged_pull_requests_count":22,"bot_issues_count":0,"bot_pull_requests_count":13,"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/py-why%2Fpywhy-stats/issues","maintainers":[{"login":"adam2392","count":17,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/adam2392"},{"login":"bloebp","count":7,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/bloebp"}],"active_maintainers":[]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/pywhy-stats/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/pywhy-stats/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/pywhy-stats/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/pywhy-stats/related_packages","maintainers":[{"uuid":"adam2392","login":"adam2392","name":null,"email":null,"url":null,"packages_count":12,"html_url":"https://pypi.org/user/adam2392/","role":null,"created_at":"2023-09-09T07:03:23.679Z","updated_at":"2023-09-09T07:03:23.679Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/adam2392/packages"},{"uuid":"bloebp","login":"bloebp","name":null,"email":null,"url":null,"packages_count":2,"html_url":"https://pypi.org/user/bloebp/","role":null,"created_at":"2023-09-09T07:03:23.796Z","updated_at":"2023-09-09T07:03:23.796Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/bloebp/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":724928,"maintainers_count":308249,"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":4448832,"full_name":"py-why/pywhy-stats","default_branch":"master","committers":null,"total_commits":null,"total_committers":null,"total_bot_commits":null,"total_bot_committers":null,"mean_commits":null,"dds":null,"past_year_committers":null,"past_year_total_commits":null,"past_year_total_committers":null,"past_year_total_bot_commits":null,"past_year_total_bot_committers":null,"past_year_mean_commits":null,"past_year_dds":null,"last_synced_at":null,"last_synced_commit":null,"created_at":"2024-11-08T00:19:17.994Z","updated_at":"2024-11-08T00:19:17.994Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/py-why%2Fpywhy-stats/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-04T00:00:25.936Z","repositories_count":5480019,"commits_count":853389012,"contributors_count":31098138,"owners_count":906558,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"py-why/pywhy-stats","html_url":"https://github.com/py-why/pywhy-stats","last_synced_at":"2025-07-06T09:23:33.503Z","status":null,"issues_count":9,"pull_requests_count":29,"avg_time_to_close_issue":290230.5,"avg_time_to_close_pull_request":2415660.4615384615,"issues_closed_count":2,"pull_requests_closed_count":26,"pull_request_authors_count":3,"issue_authors_count":2,"avg_comments_per_issue":0.6666666666666666,"avg_comments_per_pull_request":1.793103448275862,"merged_pull_requests_count":22,"bot_issues_count":0,"bot_pull_requests_count":13,"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":"2024-11-08T00:19:19.707Z","updated_at":"2025-09-01T13:00:41.199Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/py-why%2Fpywhy-stats","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/py-why%2Fpywhy-stats/issues","issue_labels_count":{"bug":2},"pull_request_labels_count":{"dependencies":19,"github_actions":15,"python":4,"No Changelog Needed":1},"issue_author_associations_count":{"COLLABORATOR":6,"NONE":1},"pull_request_author_associations_count":{"CONTRIBUTOR":19,"COLLABORATOR":9,"MEMBER":7},"issue_authors":{"adam2392":6,"rafaela-amorim":1},"pull_request_authors":{"dependabot[bot]":19,"adam2392":9,"bloebp":7},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-03T00:00:08.273Z","repositories_count":10046920,"issues_count":30704063,"pull_requests_count":91816424,"authors_count":10486554,"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":"adam2392","count":15,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/adam2392"},{"login":"bloebp","count":7,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/bloebp"}],"active_maintainers":[]},"events":{"total":{"WatchEvent":6,"PushEvent":4},"last_year":{"WatchEvent":6,"PushEvent":4}},"keywords":["conditional-independence-test","independence-testing","python","statistics"],"dependencies":[{"ecosystem":"actions","filepath":".github/workflows/circle_artifacts.yml","sha":null,"kind":"manifest","created_at":"2023-10-04T04:20:46.496Z","updated_at":"2023-10-04T04:20:46.496Z","repository_link":"https://github.com/py-why/pywhy-stats/blob/main/.github/workflows/circle_artifacts.yml","dependencies":[{"id":14092600570,"package_name":"larsoner/circleci-artifacts-redirector-action","ecosystem":"actions","requirements":"master","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/docs-release.yml","sha":null,"kind":"manifest","created_at":"2023-10-04T04:20:46.551Z","updated_at":"2023-10-04T04:20:46.551Z","repository_link":"https://github.com/py-why/pywhy-stats/blob/main/.github/workflows/docs-release.yml","dependencies":[{"id":14092600571,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":14092600572,"package_name":"abatilo/actions-poetry","ecosystem":"actions","requirements":"v2.3.0","direct":true,"kind":"composite","optional":false},{"id":14092600573,"package_name":"peaceiris/actions-gh-pages","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/main.yml","sha":null,"kind":"manifest","created_at":"2023-10-04T04:20:46.574Z","updated_at":"2023-10-04T04:20:46.574Z","repository_link":"https://github.com/py-why/pywhy-stats/blob/main/.github/workflows/main.yml","dependencies":[{"id":14092600605,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":14092600606,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":14092600607,"package_name":"abatilo/actions-poetry","ecosystem":"actions","requirements":"v2.3.0","direct":true,"kind":"composite","optional":false},{"id":14092600608,"package_name":"actions/upload-artifact","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":14092600609,"package_name":"codecov/codecov-action","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":14092600610,"package_name":"actions/download-artifact","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":14092600611,"package_name":"softprops/action-gh-release","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/pr_checks.yml","sha":null,"kind":"manifest","created_at":"2023-10-04T04:20:46.594Z","updated_at":"2023-10-04T04:20:46.594Z","repository_link":"https://github.com/py-why/pywhy-stats/blob/main/.github/workflows/pr_checks.yml","dependencies":[{"id":14092600612,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/python-publish.yml","sha":null,"kind":"manifest","created_at":"2023-10-04T04:20:46.609Z","updated_at":"2023-10-04T04:20:46.609Z","repository_link":"https://github.com/py-why/pywhy-stats/blob/main/.github/workflows/python-publish.yml","dependencies":[{"id":14092600644,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":14092600645,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":14092600646,"package_name":"abatilo/actions-poetry","ecosystem":"actions","requirements":"v2.3.0","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"pypi","filepath":"poetry.lock","sha":null,"kind":"lockfile","created_at":"2023-10-04T04:20:46.617Z","updated_at":"2023-10-04T04:20:46.617Z","repository_link":"https://github.com/py-why/pywhy-stats/blob/main/poetry.lock","dependencies":[{"id":14092600647,"package_name":"alabaster","ecosystem":"pypi","requirements":"0.7.13","direct":false,"kind":null,"optional":false},{"id":14092600648,"package_name":"appnope","ecosystem":"pypi","requirements":"0.1.3","direct":false,"kind":null,"optional":false},{"id":14092600649,"package_name":"asttokens","ecosystem":"pypi","requirements":"2.2.1","direct":false,"kind":null,"optional":false},{"id":14092600650,"package_name":"attrs","ecosystem":"pypi","requirements":"23.1.0","direct":false,"kind":null,"optional":false},{"id":14092600651,"package_name":"babel","ecosystem":"pypi","requirements":"2.12.1","direct":false,"kind":null,"optional":false},{"id":14092600652,"package_name":"backcall","ecosystem":"pypi","requirements":"0.2.0","direct":false,"kind":null,"optional":false},{"id":14092600653,"package_name":"bandit","ecosystem":"pypi","requirements":"1.7.5","direct":false,"kind":null,"optional":false},{"id":14092600654,"package_name":"beautifulsoup4","ecosystem":"pypi","requirements":"4.12.2","direct":false,"kind":null,"optional":false},{"id":14092600655,"package_name":"black","ecosystem":"pypi","requirements":"22.12.0","direct":false,"kind":null,"optional":false},{"id":14092600656,"package_name":"bleach","ecosystem":"pypi","requirements":"6.0.0","direct":false,"kind":null,"optional":false},{"id":14092600657,"package_name":"bnlearn","ecosystem":"pypi","requirements":"0.7.14","direct":false,"kind":null,"optional":false},{"id":14092600687,"package_name":"causal-learn","ecosystem":"pypi","requirements":"0.1.3.4","direct":false,"kind":null,"optional":false},{"id":14092600719,"package_name":"certifi","ecosystem":"pypi","requirements":"2023.7.22","direct":false,"kind":null,"optional":false},{"id":14092600720,"package_name":"cffi","ecosystem":"pypi","requirements":"1.15.1","direct":false,"kind":null,"optional":false},{"id":14092600721,"package_name":"cfgv","ecosystem":"pypi","requirements":"3.4.0","direct":false,"kind":null,"optional":false},{"id":14092600722,"package_name":"charset-normalizer","ecosystem":"pypi","requirements":"3.2.0","direct":false,"kind":null,"optional":false},{"id":14092600723,"package_name":"click","ecosystem":"pypi","requirements":"8.1.7","direct":false,"kind":null,"optional":false},{"id":14092600724,"package_name":"codespell","ecosystem":"pypi","requirements":"2.2.5","direct":false,"kind":null,"optional":false},{"id":14092600725,"package_name":"colorama","ecosystem":"pypi","requirements":"0.4.6","direct":false,"kind":null,"optional":false},{"id":14092600726,"package_name":"comm","ecosystem":"pypi","requirements":"0.1.4","direct":false,"kind":null,"optional":false},{"id":14092600727,"package_name":"contourpy","ecosystem":"pypi","requirements":"1.1.0","direct":false,"kind":null,"optional":false},{"id":14092600728,"package_name":"coverage","ecosystem":"pypi","requirements":"7.3.0","direct":false,"kind":null,"optional":false},{"id":14092600729,"package_name":"cycler","ecosystem":"pypi","requirements":"0.11.0","direct":false,"kind":null,"optional":false},{"id":14092600730,"package_name":"datazets","ecosystem":"pypi","requirements":"0.1.8","direct":false,"kind":null,"optional":false},{"id":14092600731,"package_name":"decorator","ecosystem":"pypi","requirements":"5.1.1","direct":false,"kind":null,"optional":false},{"id":14092600732,"package_name":"defusedxml","ecosystem":"pypi","requirements":"0.7.1","direct":false,"kind":null,"optional":false},{"id":14092600733,"package_name":"df2onehot","ecosystem":"pypi","requirements":"1.0.6","direct":false,"kind":null,"optional":false},{"id":14092600734,"package_name":"distlib","ecosystem":"pypi","requirements":"0.3.7","direct":false,"kind":null,"optional":false},{"id":14092600735,"package_name":"docstring-parser","ecosystem":"pypi","requirements":"0.15","direct":false,"kind":null,"optional":false},{"id":14092600736,"package_name":"docutils","ecosystem":"pypi","requirements":"0.18.1","direct":false,"kind":null,"optional":false},{"id":14092600737,"package_name":"dowhy","ecosystem":"pypi","requirements":"0.8","direct":false,"kind":null,"optional":false},{"id":14092600926,"package_name":"exceptiongroup","ecosystem":"pypi","requirements":"1.1.3","direct":false,"kind":null,"optional":false},{"id":14092600927,"package_name":"executing","ecosystem":"pypi","requirements":"1.2.0","direct":false,"kind":null,"optional":false},{"id":14092600928,"package_name":"falcon","ecosystem":"pypi","requirements":"2.0.0","direct":false,"kind":null,"optional":false},{"id":14092600929,"package_name":"fastjsonschema","ecosystem":"pypi","requirements":"2.18.0","direct":false,"kind":null,"optional":false},{"id":14092600930,"package_name":"filelock","ecosystem":"pypi","requirements":"3.12.3","direct":false,"kind":null,"optional":false},{"id":14092600931,"package_name":"flake8","ecosystem":"pypi","requirements":"5.0.4","direct":false,"kind":null,"optional":false},{"id":14092600932,"package_name":"flaky","ecosystem":"pypi","requirements":"3.7.0","direct":false,"kind":null,"optional":false},{"id":14092600933,"package_name":"fonttools","ecosystem":"pypi","requirements":"4.42.1","direct":false,"kind":null,"optional":false},{"id":14092600934,"package_name":"fsspec","ecosystem":"pypi","requirements":"2023.6.0","direct":false,"kind":null,"optional":false},{"id":14092600935,"package_name":"funcsigs","ecosystem":"pypi","requirements":"1.0.2","direct":false,"kind":null,"optional":false},{"id":14092600936,"package_name":"ghp-import","ecosystem":"pypi","requirements":"2.1.0","direct":false,"kind":null,"optional":false},{"id":14092600937,"package_name":"gitdb","ecosystem":"pypi","requirements":"4.0.10","direct":false,"kind":null,"optional":false},{"id":14092600938,"package_name":"gitpython","ecosystem":"pypi","requirements":"3.1.32","direct":false,"kind":null,"optional":false},{"id":14092600939,"package_name":"graphviz","ecosystem":"pypi","requirements":"0.20.1","direct":false,"kind":null,"optional":false},{"id":14092600940,"package_name":"hug","ecosystem":"pypi","requirements":"2.6.1","direct":false,"kind":null,"optional":false},{"id":14092600941,"package_name":"identify","ecosystem":"pypi","requirements":"2.5.27","direct":false,"kind":null,"optional":false},{"id":14092600942,"package_name":"idna","ecosystem":"pypi","requirements":"3.4","direct":false,"kind":null,"optional":false},{"id":14092600943,"package_name":"imagesize","ecosystem":"pypi","requirements":"1.4.1","direct":false,"kind":null,"optional":false},{"id":14092600944,"package_name":"importlib-metadata","ecosystem":"pypi","requirements":"6.8.0","direct":false,"kind":null,"optional":false},{"id":14092600945,"package_name":"importlib-resources","ecosystem":"pypi","requirements":"6.0.1","direct":false,"kind":null,"optional":false},{"id":14092600946,"package_name":"iniconfig","ecosystem":"pypi","requirements":"2.0.0","direct":false,"kind":null,"optional":false},{"id":14092600947,"package_name":"ipython","ecosystem":"pypi","requirements":"8.12.2","direct":false,"kind":null,"optional":false},{"id":14092600948,"package_name":"ipywidgets","ecosystem":"pypi","requirements":"8.1.0","direct":false,"kind":null,"optional":false},{"id":14092600949,"package_name":"ismember","ecosystem":"pypi","requirements":"1.0.2","direct":false,"kind":null,"optional":false},{"id":14092601380,"package_name":"isort","ecosystem":"pypi","requirements":"5.12.0","direct":false,"kind":null,"optional":false},{"id":14092601384,"package_name":"jedi","ecosystem":"pypi","requirements":"0.19.0","direct":false,"kind":null,"optional":false},{"id":14092601387,"package_name":"jinja2","ecosystem":"pypi","requirements":"3.1.2","direct":false,"kind":null,"optional":false},{"id":14092601391,"package_name":"joblib","ecosystem":"pypi","requirements":"1.3.2","direct":false,"kind":null,"optional":false},{"id":14092601394,"package_name":"jsonpickle","ecosystem":"pypi","requirements":"3.0.2","direct":false,"kind":null,"optional":false},{"id":14092601397,"package_name":"jsonschema","ecosystem":"pypi","requirements":"4.19.0","direct":false,"kind":null,"optional":false},{"id":14092601401,"package_name":"jsonschema-specifications","ecosystem":"pypi","requirements":"2023.7.1","direct":false,"kind":null,"optional":false},{"id":14092601405,"package_name":"jupyter-client","ecosystem":"pypi","requirements":"8.3.1","direct":false,"kind":null,"optional":false},{"id":14092601408,"package_name":"jupyter-core","ecosystem":"pypi","requirements":"5.3.1","direct":false,"kind":null,"optional":false},{"id":14092601412,"package_name":"jupyterlab-pygments","ecosystem":"pypi","requirements":"0.2.2","direct":false,"kind":null,"optional":false},{"id":14092601416,"package_name":"jupyterlab-widgets","ecosystem":"pypi","requirements":"3.0.8","direct":false,"kind":null,"optional":false},{"id":14092601419,"package_name":"kiwisolver","ecosystem":"pypi","requirements":"1.4.5","direct":false,"kind":null,"optional":false},{"id":14092601423,"package_name":"latexcodec","ecosystem":"pypi","requirements":"2.0.1","direct":false,"kind":null,"optional":false},{"id":14092602120,"package_name":"livereload","ecosystem":"pypi","requirements":"2.6.3","direct":false,"kind":null,"optional":false},{"id":14092602121,"package_name":"mako","ecosystem":"pypi","requirements":"1.2.4","direct":false,"kind":null,"optional":false},{"id":14092602122,"package_name":"markdown","ecosystem":"pypi","requirements":"3.4.4","direct":false,"kind":null,"optional":false},{"id":14092602123,"package_name":"markdown-it-py","ecosystem":"pypi","requirements":"3.0.0","direct":false,"kind":null,"optional":false},{"id":14092602124,"package_name":"markupsafe","ecosystem":"pypi","requirements":"2.1.3","direct":false,"kind":null,"optional":false},{"id":14092602125,"package_name":"matplotlib","ecosystem":"pypi","requirements":"3.7.2","direct":false,"kind":null,"optional":false},{"id":14092602126,"package_name":"matplotlib-inline","ecosystem":"pypi","requirements":"0.1.6","direct":false,"kind":null,"optional":false},{"id":14092602127,"package_name":"mccabe","ecosystem":"pypi","requirements":"0.7.0","direct":false,"kind":null,"optional":false},{"id":14092602128,"package_name":"mdurl","ecosystem":"pypi","requirements":"0.1.2","direct":false,"kind":null,"optional":false},{"id":14092602129,"package_name":"memory-profiler","ecosystem":"pypi","requirements":"0.60.0","direct":false,"kind":null,"optional":false},{"id":14092602130,"package_name":"mergedeep","ecosystem":"pypi","requirements":"1.3.4","direct":false,"kind":null,"optional":false},{"id":14092602131,"package_name":"mistune","ecosystem":"pypi","requirements":"3.0.1","direct":false,"kind":null,"optional":false},{"id":14092602132,"package_name":"mkdocs","ecosystem":"pypi","requirements":"1.3.0","direct":false,"kind":null,"optional":false},{"id":14092602133,"package_name":"mkdocs-material","ecosystem":"pypi","requirements":"8.5.4","direct":false,"kind":null,"optional":false},{"id":14092602134,"package_name":"mkdocs-material-extensions","ecosystem":"pypi","requirements":"1.1.1","direct":false,"kind":null,"optional":false},{"id":14092602135,"package_name":"mpmath","ecosystem":"pypi","requirements":"1.3.0","direct":false,"kind":null,"optional":false},{"id":14092602136,"package_name":"mypy","ecosystem":"pypi","requirements":"0.971","direct":false,"kind":null,"optional":false},{"id":14092602137,"package_name":"mypy-extensions","ecosystem":"pypi","requirements":"1.0.0","direct":false,"kind":null,"optional":false},{"id":14092602138,"package_name":"nbclient","ecosystem":"pypi","requirements":"0.8.0","direct":false,"kind":null,"optional":false},{"id":14092602139,"package_name":"nbconvert","ecosystem":"pypi","requirements":"7.8.0","direct":false,"kind":null,"optional":false},{"id":14092602140,"package_name":"nbformat","ecosystem":"pypi","requirements":"5.9.2","direct":false,"kind":null,"optional":false},{"id":14092602141,"package_name":"nbsphinx","ecosystem":"pypi","requirements":"0.8.12","direct":false,"kind":null,"optional":false},{"id":14092602142,"package_name":"networkx","ecosystem":"pypi","requirements":"3.1","direct":false,"kind":null,"optional":false},{"id":14092602143,"package_name":"nodeenv","ecosystem":"pypi","requirements":"1.8.0","direct":false,"kind":null,"optional":false},{"id":14092602144,"package_name":"numpy","ecosystem":"pypi","requirements":"1.24.4","direct":false,"kind":null,"optional":false},{"id":14092602145,"package_name":"numpydoc","ecosystem":"pypi","requirements":"1.5.0","direct":false,"kind":null,"optional":false},{"id":14092602146,"package_name":"opt-einsum","ecosystem":"pypi","requirements":"3.3.0","direct":false,"kind":null,"optional":false},{"id":14092602147,"package_name":"packaging","ecosystem":"pypi","requirements":"23.1","direct":false,"kind":null,"optional":false},{"id":14092602148,"package_name":"pandas","ecosystem":"pypi","requirements":"2.0.3","direct":false,"kind":null,"optional":false},{"id":14092602149,"package_name":"pandocfilters","ecosystem":"pypi","requirements":"1.5.0","direct":false,"kind":null,"optional":false},{"id":14092602150,"package_name":"parso","ecosystem":"pypi","requirements":"0.8.3","direct":false,"kind":null,"optional":false},{"id":14092602151,"package_name":"pastel","ecosystem":"pypi","requirements":"0.2.1","direct":false,"kind":null,"optional":false},{"id":14092602152,"package_name":"pathspec","ecosystem":"pypi","requirements":"0.11.2","direct":false,"kind":null,"optional":false},{"id":14092602153,"package_name":"patsy","ecosystem":"pypi","requirements":"0.5.3","direct":false,"kind":null,"optional":false},{"id":14092602154,"package_name":"pbr","ecosystem":"pypi","requirements":"5.11.1","direct":false,"kind":null,"optional":false},{"id":14092602155,"package_name":"pdocs","ecosystem":"pypi","requirements":"1.2.0","direct":false,"kind":null,"optional":false},{"id":14092602164,"package_name":"pexpect","ecosystem":"pypi","requirements":"4.8.0","direct":false,"kind":null,"optional":false},{"id":14092602165,"package_name":"pgmpy","ecosystem":"pypi","requirements":"0.1.23","direct":false,"kind":null,"optional":false},{"id":14092602178,"package_name":"pickleshare","ecosystem":"pypi","requirements":"0.7.5","direct":false,"kind":null,"optional":false},{"id":14092602179,"package_name":"pillow","ecosystem":"pypi","requirements":"9.5.0","direct":false,"kind":null,"optional":false},{"id":14092602180,"package_name":"pkgutil-resolve-name","ecosystem":"pypi","requirements":"1.3.10","direct":false,"kind":null,"optional":false},{"id":14092602181,"package_name":"platformdirs","ecosystem":"pypi","requirements":"3.10.0","direct":false,"kind":null,"optional":false},{"id":14092602182,"package_name":"pluggy","ecosystem":"pypi","requirements":"1.3.0","direct":false,"kind":null,"optional":false},{"id":14092602183,"package_name":"poethepoet","ecosystem":"pypi","requirements":"0.16.5","direct":false,"kind":null,"optional":false},{"id":14092602184,"package_name":"portray","ecosystem":"pypi","requirements":"1.8.0","direct":false,"kind":null,"optional":false},{"id":14092602185,"package_name":"pre-commit","ecosystem":"pypi","requirements":"3.3.3","direct":false,"kind":null,"optional":false},{"id":14092602186,"package_name":"prompt-toolkit","ecosystem":"pypi","requirements":"3.0.39","direct":false,"kind":null,"optional":false},{"id":14092602187,"package_name":"psutil","ecosystem":"pypi","requirements":"5.9.5","direct":false,"kind":null,"optional":false},{"id":14092602188,"package_name":"ptyprocess","ecosystem":"pypi","requirements":"0.7.0","direct":false,"kind":null,"optional":false},{"id":14092602189,"package_name":"pure-eval","ecosystem":"pypi","requirements":"0.2.2","direct":false,"kind":null,"optional":false},{"id":14092602190,"package_name":"pybtex","ecosystem":"pypi","requirements":"0.24.0","direct":false,"kind":null,"optional":false},{"id":14092603106,"package_name":"pybtex-docutils","ecosystem":"pypi","requirements":"1.0.3","direct":false,"kind":null,"optional":false},{"id":14092603182,"package_name":"pycodestyle","ecosystem":"pypi","requirements":"2.9.1","direct":false,"kind":null,"optional":false},{"id":14092603183,"package_name":"pycparser","ecosystem":"pypi","requirements":"2.21","direct":false,"kind":null,"optional":false},{"id":14092603184,"package_name":"pydata-sphinx-theme","ecosystem":"pypi","requirements":"0.9.0","direct":false,"kind":null,"optional":false},{"id":14092603185,"package_name":"pydocstyle","ecosystem":"pypi","requirements":"6.3.0","direct":false,"kind":null,"optional":false},{"id":14092603186,"package_name":"pydot","ecosystem":"pypi","requirements":"1.4.2","direct":false,"kind":null,"optional":false},{"id":14092603187,"package_name":"pyflakes","ecosystem":"pypi","requirements":"2.5.0","direct":false,"kind":null,"optional":false},{"id":14092603188,"package_name":"pygments","ecosystem":"pypi","requirements":"2.16.1","direct":false,"kind":null,"optional":false},{"id":14092603189,"package_name":"pymdown-extensions","ecosystem":"pypi","requirements":"10.2.1","direct":false,"kind":null,"optional":false},{"id":14092603190,"package_name":"pyparsing","ecosystem":"pypi","requirements":"3.0.9","direct":false,"kind":null,"optional":false},{"id":14092603191,"package_name":"pypickle","ecosystem":"pypi","requirements":"1.1.0","direct":false,"kind":null,"optional":false},{"id":14092603192,"package_name":"pytest","ecosystem":"pypi","requirements":"7.4.0","direct":false,"kind":null,"optional":false},{"id":14092603193,"package_name":"pytest-cov","ecosystem":"pypi","requirements":"3.0.0","direct":false,"kind":null,"optional":false},{"id":14092603194,"package_name":"python-dateutil","ecosystem":"pypi","requirements":"2.8.2","direct":false,"kind":null,"optional":false},{"id":14092603195,"package_name":"python-louvain","ecosystem":"pypi","requirements":"0.16","direct":false,"kind":null,"optional":false},{"id":14092603196,"package_name":"pytz","ecosystem":"pypi","requirements":"2023.3","direct":false,"kind":null,"optional":false},{"id":14092603197,"package_name":"pyvis","ecosystem":"pypi","requirements":"0.3.2","direct":false,"kind":null,"optional":false},{"id":14092603198,"package_name":"pywin32","ecosystem":"pypi","requirements":"306","direct":false,"kind":null,"optional":false},{"id":14092603199,"package_name":"pyyaml","ecosystem":"pypi","requirements":"6.0.1","direct":false,"kind":null,"optional":false},{"id":14092603200,"package_name":"pyyaml-env-tag","ecosystem":"pypi","requirements":"0.1","direct":false,"kind":null,"optional":false},{"id":14092603201,"package_name":"pyzmq","ecosystem":"pypi","requirements":"25.1.1","direct":false,"kind":null,"optional":false},{"id":14092603202,"package_name":"referencing","ecosystem":"pypi","requirements":"0.30.2","direct":false,"kind":null,"optional":false},{"id":14092603203,"package_name":"requests","ecosystem":"pypi","requirements":"2.31.0","direct":false,"kind":null,"optional":false},{"id":14092603204,"package_name":"rich","ecosystem":"pypi","requirements":"13.5.2","direct":false,"kind":null,"optional":false},{"id":14092603205,"package_name":"rpds-py","ecosystem":"pypi","requirements":"0.10.0","direct":false,"kind":null,"optional":false},{"id":14092603206,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"1.3.0","direct":false,"kind":null,"optional":false},{"id":14092603207,"package_name":"scipy","ecosystem":"pypi","requirements":"1.10.1","direct":false,"kind":null,"optional":false},{"id":14092603208,"package_name":"setuptools","ecosystem":"pypi","requirements":"68.1.2","direct":false,"kind":null,"optional":false},{"id":14092603209,"package_name":"six","ecosystem":"pypi","requirements":"1.16.0","direct":false,"kind":null,"optional":false},{"id":14092603210,"package_name":"smmap","ecosystem":"pypi","requirements":"5.0.0","direct":false,"kind":null,"optional":false},{"id":14092603211,"package_name":"snowballstemmer","ecosystem":"pypi","requirements":"2.2.0","direct":false,"kind":null,"optional":false},{"id":14092603212,"package_name":"soupsieve","ecosystem":"pypi","requirements":"2.4.1","direct":false,"kind":null,"optional":false},{"id":14092603213,"package_name":"sphinx","ecosystem":"pypi","requirements":"5.3.0","direct":false,"kind":null,"optional":false},{"id":14092603214,"package_name":"sphinx-copybutton","ecosystem":"pypi","requirements":"0.5.2","direct":false,"kind":null,"optional":false},{"id":14092603215,"package_name":"sphinx-gallery","ecosystem":"pypi","requirements":"0.11.1","direct":false,"kind":null,"optional":false},{"id":14092603216,"package_name":"sphinx-issues","ecosystem":"pypi","requirements":"3.0.1","direct":false,"kind":null,"optional":false},{"id":14092603217,"package_name":"sphinx-rtd-theme","ecosystem":"pypi","requirements":"1.3.0","direct":false,"kind":null,"optional":false},{"id":14092603218,"package_name":"sphinxcontrib-applehelp","ecosystem":"pypi","requirements":"1.0.4","direct":false,"kind":null,"optional":false},{"id":14092603219,"package_name":"sphinxcontrib-bibtex","ecosystem":"pypi","requirements":"2.5.0","direct":false,"kind":null,"optional":false},{"id":14092603227,"package_name":"sphinxcontrib-devhelp","ecosystem":"pypi","requirements":"1.0.2","direct":false,"kind":null,"optional":false},{"id":14092603228,"package_name":"sphinxcontrib-htmlhelp","ecosystem":"pypi","requirements":"2.0.1","direct":false,"kind":null,"optional":false},{"id":14092603229,"package_name":"sphinxcontrib-jquery","ecosystem":"pypi","requirements":"4.1","direct":false,"kind":null,"optional":false},{"id":14092603230,"package_name":"sphinxcontrib-jsmath","ecosystem":"pypi","requirements":"1.0.1","direct":false,"kind":null,"optional":false},{"id":14092603231,"package_name":"sphinxcontrib-qthelp","ecosystem":"pypi","requirements":"1.0.3","direct":false,"kind":null,"optional":false},{"id":14092603232,"package_name":"sphinxcontrib-serializinghtml","ecosystem":"pypi","requirements":"1.1.5","direct":false,"kind":null,"optional":false},{"id":14092603233,"package_name":"stack-data","ecosystem":"pypi","requirements":"0.6.2","direct":false,"kind":null,"optional":false},{"id":14092603234,"package_name":"statsmodels","ecosystem":"pypi","requirements":"0.14.0","direct":false,"kind":null,"optional":false},{"id":14092603235,"package_name":"stevedore","ecosystem":"pypi","requirements":"5.1.0","direct":false,"kind":null,"optional":false},{"id":14092603236,"package_name":"sympy","ecosystem":"pypi","requirements":"1.12","direct":false,"kind":null,"optional":false},{"id":14092603237,"package_name":"tabulate","ecosystem":"pypi","requirements":"0.9.0","direct":false,"kind":null,"optional":false},{"id":14092603238,"package_name":"termcolor","ecosystem":"pypi","requirements":"2.3.0","direct":false,"kind":null,"optional":false},{"id":14092603239,"package_name":"threadpoolctl","ecosystem":"pypi","requirements":"3.2.0","direct":false,"kind":null,"optional":false},{"id":14092603240,"package_name":"tinycss2","ecosystem":"pypi","requirements":"1.2.1","direct":false,"kind":null,"optional":false},{"id":14092603241,"package_name":"tokenize-rt","ecosystem":"pypi","requirements":"5.2.0","direct":false,"kind":null,"optional":false},{"id":14092603242,"package_name":"toml","ecosystem":"pypi","requirements":"0.10.2","direct":false,"kind":null,"optional":false},{"id":14092603243,"package_name":"tomli","ecosystem":"pypi","requirements":"2.0.1","direct":false,"kind":null,"optional":false},{"id":14092603244,"package_name":"torch","ecosystem":"pypi","requirements":"2.0.1","direct":false,"kind":null,"optional":false},{"id":14092603245,"package_name":"tornado","ecosystem":"pypi","requirements":"6.3.3","direct":false,"kind":null,"optional":false},{"id":14092603246,"package_name":"tqdm","ecosystem":"pypi","requirements":"4.66.1","direct":false,"kind":null,"optional":false},{"id":14092603247,"package_name":"traitlets","ecosystem":"pypi","requirements":"5.9.0","direct":false,"kind":null,"optional":false},{"id":14092603248,"package_name":"typing-extensions","ecosystem":"pypi","requirements":"4.7.1","direct":false,"kind":null,"optional":false},{"id":14092603249,"package_name":"tzdata","ecosystem":"pypi","requirements":"2023.3","direct":false,"kind":null,"optional":false},{"id":14092603250,"package_name":"urllib3","ecosystem":"pypi","requirements":"2.0.4","direct":false,"kind":null,"optional":false},{"id":14092603251,"package_name":"virtualenv","ecosystem":"pypi","requirements":"20.24.4","direct":false,"kind":null,"optional":false},{"id":14092603252,"package_name":"watchdog","ecosystem":"pypi","requirements":"3.0.0","direct":false,"kind":null,"optional":false},{"id":14092603253,"package_name":"wcwidth","ecosystem":"pypi","requirements":"0.2.6","direct":false,"kind":null,"optional":false},{"id":14092603254,"package_name":"webencodings","ecosystem":"pypi","requirements":"0.5.1","direct":false,"kind":null,"optional":false},{"id":14092603255,"package_name":"widgetsnbextension","ecosystem":"pypi","requirements":"4.0.8","direct":false,"kind":null,"optional":false},{"id":14092603256,"package_name":"yaspin","ecosystem":"pypi","requirements":"2.4.0","direct":false,"kind":null,"optional":false},{"id":14092603384,"package_name":"zipp","ecosystem":"pypi","requirements":"3.16.2","direct":false,"kind":null,"optional":false}]},{"ecosystem":"pypi","filepath":"pyproject.toml","sha":null,"kind":"manifest","created_at":"2023-10-04T04:20:48.369Z","updated_at":"2023-10-04T04:20:48.369Z","repository_link":"https://github.com/py-why/pywhy-stats/blob/main/pyproject.toml","dependencies":[{"id":14092603385,"package_name":"python","ecosystem":"pypi","requirements":"\u003e=3.8,\u003c3.12","direct":true,"kind":"runtime","optional":false},{"id":14092603386,"package_name":"numpy","ecosystem":"pypi","requirements":"^1.23.0","direct":true,"kind":"runtime","optional":false},{"id":14092603387,"package_name":"scipy","ecosystem":"pypi","requirements":"^1.9.0","direct":true,"kind":"runtime","optional":false},{"id":14092603388,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e= 1.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2023-10-04T04:20:48.385Z","updated_at":"2023-10-04T04:20:48.385Z","repository_link":"https://github.com/py-why/pywhy-stats/blob/main/setup.py","dependencies":[]}],"score":null,"created_at":"2025-09-04T15:50:47.571Z","updated_at":"2025-10-07T08:08:46.655Z","avatar_url":"https://github.com/py-why.png","language":"Python","category":null,"sub_category":null,"monthly_downloads":11,"funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/16546","html_url":"https://science.ecosyste.ms/projects/16546"}