{"id":59487,"name":"biomedical-kg-topological-imbalance","description":"Code to accompany  the \"Implications of Topological Imbalance for Representation Learning on Biomedical Knowledge Graphs\" (Briefings in Bioinformatics, 2022)","url":"https://github.com/astrazeneca/biomedical-kg-topological-imbalance","last_synced_at":"2025-09-05T15:34:44.154Z","repository":{"id":37099145,"uuid":"460403816","full_name":"AstraZeneca/biomedical-kg-topological-imbalance","owner":"AstraZeneca","description":"Code to accompany  the \"Implications of Topological Imbalance for Representation Learning on Biomedical Knowledge Graphs\" (Briefings in Bioinformatics, 2022)","archived":false,"fork":false,"pushed_at":"2025-05-06T09:23:27.000Z","size":50448,"stargazers_count":17,"open_issues_count":0,"forks_count":0,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-05-08T20:50:02.923Z","etag":null,"topics":["drug-discovery","drug-discovery-knowledge-graph","knowledge-graph","knowledge-graph-completion","target-prediction"],"latest_commit_sha":null,"homepage":"https://academic.oup.com/bib/article-abstract/23/5/bbac279/6649936","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/AstraZeneca.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.bib","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":"AUTHORS.md","dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2022-02-17T11:21:24.000Z","updated_at":"2025-05-06T09:23:28.000Z","dependencies_parsed_at":"2023-01-25T13:45:58.400Z","dependency_job_id":"75a7ca0e-f931-4819-a7ee-d394272bd414","html_url":"https://github.com/AstraZeneca/biomedical-kg-topological-imbalance","commit_stats":null,"previous_names":[],"tags_count":3,"template":false,"template_full_name":null,"purl":"pkg:github/AstraZeneca/biomedical-kg-topological-imbalance","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AstraZeneca%2Fbiomedical-kg-topological-imbalance","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AstraZeneca%2Fbiomedical-kg-topological-imbalance/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AstraZeneca%2Fbiomedical-kg-topological-imbalance/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AstraZeneca%2Fbiomedical-kg-topological-imbalance/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AstraZeneca","download_url":"https://codeload.github.com/AstraZeneca/biomedical-kg-topological-imbalance/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AstraZeneca%2Fbiomedical-kg-topological-imbalance/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273777553,"owners_count":25166353,"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":"2025-09-05T02:00:09.113Z","response_time":402,"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":"AstraZeneca","name":"AstraZeneca","uuid":"16338928","kind":"organization","description":"Data and AI: Unlocking new science insights","email":null,"website":"https://www.astrazeneca.com/","location":"Global","twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/16338928?v=4","repositories_count":33,"last_synced_at":"2023-03-03T19:42:51.767Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/AstraZeneca","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-14T05:06:13.834Z","updated_at":"2023-03-03T19:42:51.872Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AstraZeneca","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AstraZeneca/repositories"},"packages":[],"commits":{"id":6173700,"full_name":"astrazeneca/biomedical-kg-topological-imbalance","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":"2024-11-18T01:08:28.226Z","updated_at":"2024-11-18T01:08:28.226Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/astrazeneca%2Fbiomedical-kg-topological-imbalance/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-05T00:00:10.343Z","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":"astrazeneca/biomedical-kg-topological-imbalance","html_url":"https://github.com/astrazeneca/biomedical-kg-topological-imbalance","last_synced_at":"2025-05-08T20:30:24.633Z","status":null,"issues_count":0,"pull_requests_count":38,"avg_time_to_close_issue":null,"avg_time_to_close_pull_request":611365.4210526316,"issues_closed_count":0,"pull_requests_closed_count":38,"pull_request_authors_count":2,"issue_authors_count":0,"avg_comments_per_issue":null,"avg_comments_per_pull_request":0.0,"merged_pull_requests_count":38,"bot_issues_count":0,"bot_pull_requests_count":37,"past_year_issues_count":0,"past_year_pull_requests_count":9,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":1029406.8888888889,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":9,"past_year_pull_request_authors_count":1,"past_year_issue_authors_count":0,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":0.0,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":9,"past_year_merged_pull_requests_count":9,"created_at":"2024-11-18T01:08:29.486Z","updated_at":"2025-09-02T22:28:10.584Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/astrazeneca%2Fbiomedical-kg-topological-imbalance","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/astrazeneca%2Fbiomedical-kg-topological-imbalance/issues","issue_labels_count":{},"pull_request_labels_count":{"dependencies":53,"python":7},"issue_author_associations_count":{},"pull_request_author_associations_count":{"CONTRIBUTOR":53,"COLLABORATOR":1},"issue_authors":{},"pull_request_authors":{"dependabot[bot]":53,"sbonner0":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-05T00:00:10.444Z","repositories_count":10103789,"issues_count":31523126,"pull_requests_count":97734489,"authors_count":10703676,"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":{"dependencies":9,"python":7},"past_year_issue_author_associations_count":{},"past_year_pull_request_author_associations_count":{"CONTRIBUTOR":9},"past_year_issue_authors":{},"past_year_pull_request_authors":{"dependabot[bot]":9},"maintainers":[{"login":"sbonner0","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/sbonner0"}],"active_maintainers":[]},"events":{"total":{"WatchEvent":1,"DeleteEvent":7,"PushEvent":2,"PullRequestEvent":12,"CreateEvent":6},"last_year":{"WatchEvent":1,"DeleteEvent":7,"PushEvent":2,"PullRequestEvent":12,"CreateEvent":6}},"keywords":["drug-discovery","drug-discovery-knowledge-graph","knowledge-graph","knowledge-graph-completion","target-prediction"],"dependencies":[{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2022-06-24T12:18:31.491Z","updated_at":"2022-06-24T12:18:31.491Z","repository_link":"https://github.com/AstraZeneca/biomedical-kg-topological-imbalance/blob/master/requirements.txt","dependencies":[{"id":41583367,"package_name":"alembic","ecosystem":"pypi","requirements":"==1.7.6","direct":true,"kind":"runtime","optional":false},{"id":41583368,"package_name":"appnope","ecosystem":"pypi","requirements":"==0.1.2","direct":true,"kind":"runtime","optional":false},{"id":41583369,"package_name":"argon2-cffi","ecosystem":"pypi","requirements":"==21.3.0","direct":true,"kind":"runtime","optional":false},{"id":41583370,"package_name":"argon2-cffi-bindings","ecosystem":"pypi","requirements":"==21.2.0","direct":true,"kind":"runtime","optional":false},{"id":41583371,"package_name":"asttokens","ecosystem":"pypi","requirements":"==2.0.5","direct":true,"kind":"runtime","optional":false},{"id":41583372,"package_name":"attrs","ecosystem":"pypi","requirements":"==21.4.0","direct":true,"kind":"runtime","optional":false},{"id":41583373,"package_name":"autopage","ecosystem":"pypi","requirements":"==0.5.0","direct":true,"kind":"runtime","optional":false},{"id":41583374,"package_name":"backcall","ecosystem":"pypi","requirements":"==0.2.0","direct":true,"kind":"runtime","optional":false},{"id":41583375,"package_name":"black","ecosystem":"pypi","requirements":"==22.1.0","direct":true,"kind":"runtime","optional":false},{"id":41583376,"package_name":"bleach","ecosystem":"pypi","requirements":"==4.1.0","direct":true,"kind":"runtime","optional":false},{"id":41583377,"package_name":"certifi","ecosystem":"pypi","requirements":"==2021.10.8","direct":true,"kind":"runtime","optional":false},{"id":41583378,"package_name":"cffi","ecosystem":"pypi","requirements":"==1.15.0","direct":true,"kind":"runtime","optional":false},{"id":41583379,"package_name":"charset-normalizer","ecosystem":"pypi","requirements":"==2.0.12","direct":true,"kind":"runtime","optional":false},{"id":41583380,"package_name":"class-resolver","ecosystem":"pypi","requirements":"==0.3.3","direct":true,"kind":"runtime","optional":false},{"id":41583381,"package_name":"click","ecosystem":"pypi","requirements":"==8.0.3","direct":true,"kind":"runtime","optional":false},{"id":41583382,"package_name":"click-default-group","ecosystem":"pypi","requirements":"==1.2.2","direct":true,"kind":"runtime","optional":false},{"id":41583383,"package_name":"cliff","ecosystem":"pypi","requirements":"==3.10.0","direct":true,"kind":"runtime","optional":false},{"id":41583384,"package_name":"cmaes","ecosystem":"pypi","requirements":"==0.8.2","direct":true,"kind":"runtime","optional":false},{"id":41583385,"package_name":"cmd2","ecosystem":"pypi","requirements":"==2.3.3","direct":true,"kind":"runtime","optional":false},{"id":41583386,"package_name":"colorlog","ecosystem":"pypi","requirements":"==6.6.0","direct":true,"kind":"runtime","optional":false},{"id":41583387,"package_name":"cycler","ecosystem":"pypi","requirements":"==0.11.0","direct":true,"kind":"runtime","optional":false},{"id":41583388,"package_name":"dataclasses-json","ecosystem":"pypi","requirements":"==0.5.6","direct":true,"kind":"runtime","optional":false},{"id":41583389,"package_name":"debugpy","ecosystem":"pypi","requirements":"==1.5.1","direct":true,"kind":"runtime","optional":false},{"id":41583390,"package_name":"decorator","ecosystem":"pypi","requirements":"==5.1.1","direct":true,"kind":"runtime","optional":false},{"id":41583391,"package_name":"defusedxml","ecosystem":"pypi","requirements":"==0.7.1","direct":true,"kind":"runtime","optional":false},{"id":41583392,"package_name":"docdata","ecosystem":"pypi","requirements":"==0.0.3","direct":true,"kind":"runtime","optional":false},{"id":41583393,"package_name":"entrypoints","ecosystem":"pypi","requirements":"==0.4","direct":true,"kind":"runtime","optional":false},{"id":41583394,"package_name":"executing","ecosystem":"pypi","requirements":"==0.8.2","direct":true,"kind":"runtime","optional":false},{"id":41583395,"package_name":"fonttools","ecosystem":"pypi","requirements":"==4.29.1","direct":true,"kind":"runtime","optional":false},{"id":41583396,"package_name":"greenlet","ecosystem":"pypi","requirements":"==1.1.2","direct":true,"kind":"runtime","optional":false},{"id":41583397,"package_name":"idna","ecosystem":"pypi","requirements":"==3.3","direct":true,"kind":"runtime","optional":false},{"id":41583398,"package_name":"ipykernel","ecosystem":"pypi","requirements":"==6.9.1","direct":true,"kind":"runtime","optional":false},{"id":41583399,"package_name":"ipython","ecosystem":"pypi","requirements":"==8.0.1","direct":true,"kind":"runtime","optional":false},{"id":41583400,"package_name":"ipython-genutils","ecosystem":"pypi","requirements":"==0.2.0","direct":true,"kind":"runtime","optional":false},{"id":41583401,"package_name":"jedi","ecosystem":"pypi","requirements":"==0.18.1","direct":true,"kind":"runtime","optional":false},{"id":41583402,"package_name":"Jinja2","ecosystem":"pypi","requirements":"==3.0.3","direct":true,"kind":"runtime","optional":false},{"id":41583403,"package_name":"joblib","ecosystem":"pypi","requirements":"==1.1.0","direct":true,"kind":"runtime","optional":false},{"id":41583404,"package_name":"jsonschema","ecosystem":"pypi","requirements":"==4.4.0","direct":true,"kind":"runtime","optional":false},{"id":41583405,"package_name":"jupyter-client","ecosystem":"pypi","requirements":"==7.1.2","direct":true,"kind":"runtime","optional":false},{"id":41583406,"package_name":"jupyter-core","ecosystem":"pypi","requirements":"==4.9.2","direct":true,"kind":"runtime","optional":false},{"id":41583407,"package_name":"jupyterlab-pygments","ecosystem":"pypi","requirements":"==0.1.2","direct":true,"kind":"runtime","optional":false},{"id":41583408,"package_name":"kiwisolver","ecosystem":"pypi","requirements":"==1.3.2","direct":true,"kind":"runtime","optional":false},{"id":41583409,"package_name":"Mako","ecosystem":"pypi","requirements":"==1.1.6","direct":true,"kind":"runtime","optional":false},{"id":41583410,"package_name":"MarkupSafe","ecosystem":"pypi","requirements":"==2.0.1","direct":true,"kind":"runtime","optional":false},{"id":41583411,"package_name":"marshmallow","ecosystem":"pypi","requirements":"==3.14.1","direct":true,"kind":"runtime","optional":false},{"id":41583412,"package_name":"marshmallow-enum","ecosystem":"pypi","requirements":"==1.5.1","direct":true,"kind":"runtime","optional":false},{"id":41583413,"package_name":"matplotlib","ecosystem":"pypi","requirements":"==3.5.1","direct":true,"kind":"runtime","optional":false},{"id":41583414,"package_name":"matplotlib-inline","ecosystem":"pypi","requirements":"==0.1.3","direct":true,"kind":"runtime","optional":false},{"id":41583415,"package_name":"mistune","ecosystem":"pypi","requirements":"==0.8.4","direct":true,"kind":"runtime","optional":false},{"id":41583416,"package_name":"more-click","ecosystem":"pypi","requirements":"==0.0.6","direct":true,"kind":"runtime","optional":false},{"id":41583417,"package_name":"more-itertools","ecosystem":"pypi","requirements":"==8.12.0","direct":true,"kind":"runtime","optional":false},{"id":41583418,"package_name":"mypy-extensions","ecosystem":"pypi","requirements":"==0.4.3","direct":true,"kind":"runtime","optional":false},{"id":41583419,"package_name":"nbclient","ecosystem":"pypi","requirements":"==0.5.11","direct":true,"kind":"runtime","optional":false},{"id":41583420,"package_name":"nbconvert","ecosystem":"pypi","requirements":"==6.4.2","direct":true,"kind":"runtime","optional":false},{"id":41583421,"package_name":"nbformat","ecosystem":"pypi","requirements":"==5.1.3","direct":true,"kind":"runtime","optional":false},{"id":41583422,"package_name":"nest-asyncio","ecosystem":"pypi","requirements":"==1.5.4","direct":true,"kind":"runtime","optional":false},{"id":41583423,"package_name":"networkx","ecosystem":"pypi","requirements":"==2.6.3","direct":true,"kind":"runtime","optional":false},{"id":41583424,"package_name":"notebook","ecosystem":"pypi","requirements":"==6.4.12","direct":true,"kind":"runtime","optional":false},{"id":41583425,"package_name":"numpy","ecosystem":"pypi","requirements":"==1.22.2","direct":true,"kind":"runtime","optional":false},{"id":41583426,"package_name":"optuna","ecosystem":"pypi","requirements":"==2.10.0","direct":true,"kind":"runtime","optional":false},{"id":41583427,"package_name":"packaging","ecosystem":"pypi","requirements":"==21.3","direct":true,"kind":"runtime","optional":false},{"id":41583428,"package_name":"pandas","ecosystem":"pypi","requirements":"==1.3.5","direct":true,"kind":"runtime","optional":false},{"id":41583429,"package_name":"pandocfilters","ecosystem":"pypi","requirements":"==1.5.0","direct":true,"kind":"runtime","optional":false},{"id":41583430,"package_name":"parso","ecosystem":"pypi","requirements":"==0.8.3","direct":true,"kind":"runtime","optional":false},{"id":41583431,"package_name":"pathspec","ecosystem":"pypi","requirements":"==0.9.0","direct":true,"kind":"runtime","optional":false},{"id":41583432,"package_name":"pbr","ecosystem":"pypi","requirements":"==5.8.1","direct":true,"kind":"runtime","optional":false},{"id":41583433,"package_name":"pexpect","ecosystem":"pypi","requirements":"==4.8.0","direct":true,"kind":"runtime","optional":false},{"id":41583434,"package_name":"pickleshare","ecosystem":"pypi","requirements":"==0.7.5","direct":true,"kind":"runtime","optional":false},{"id":41583435,"package_name":"Pillow","ecosystem":"pypi","requirements":"==9.0.1","direct":true,"kind":"runtime","optional":false},{"id":41583436,"package_name":"platformdirs","ecosystem":"pypi","requirements":"==2.5.0","direct":true,"kind":"runtime","optional":false},{"id":41583437,"package_name":"prettytable","ecosystem":"pypi","requirements":"==3.1.1","direct":true,"kind":"runtime","optional":false},{"id":41583438,"package_name":"prometheus-client","ecosystem":"pypi","requirements":"==0.13.1","direct":true,"kind":"runtime","optional":false},{"id":41583439,"package_name":"prompt-toolkit","ecosystem":"pypi","requirements":"==3.0.28","direct":true,"kind":"runtime","optional":false},{"id":41583440,"package_name":"ptyprocess","ecosystem":"pypi","requirements":"==0.7.0","direct":true,"kind":"runtime","optional":false},{"id":41583441,"package_name":"pure-eval","ecosystem":"pypi","requirements":"==0.2.2","direct":true,"kind":"runtime","optional":false},{"id":41583442,"package_name":"pycparser","ecosystem":"pypi","requirements":"==2.21","direct":true,"kind":"runtime","optional":false},{"id":41583443,"package_name":"Pygments","ecosystem":"pypi","requirements":"==2.11.2","direct":true,"kind":"runtime","optional":false},{"id":41583444,"package_name":"pyparsing","ecosystem":"pypi","requirements":"==3.0.7","direct":true,"kind":"runtime","optional":false},{"id":41583445,"package_name":"pyperclip","ecosystem":"pypi","requirements":"==1.8.2","direct":true,"kind":"runtime","optional":false},{"id":41583446,"package_name":"pyrsistent","ecosystem":"pypi","requirements":"==0.18.1","direct":true,"kind":"runtime","optional":false},{"id":41583447,"package_name":"pystow","ecosystem":"pypi","requirements":"==0.4.0","direct":true,"kind":"runtime","optional":false},{"id":41583448,"package_name":"python-dateutil","ecosystem":"pypi","requirements":"==2.8.2","direct":true,"kind":"runtime","optional":false},{"id":41583449,"package_name":"pytz","ecosystem":"pypi","requirements":"==2021.3","direct":true,"kind":"runtime","optional":false},{"id":41583450,"package_name":"PyYAML","ecosystem":"pypi","requirements":"==6.0","direct":true,"kind":"runtime","optional":false},{"id":41583451,"package_name":"pyzmq","ecosystem":"pypi","requirements":"==22.3.0","direct":true,"kind":"runtime","optional":false},{"id":41583452,"package_name":"requests","ecosystem":"pypi","requirements":"==2.27.1","direct":true,"kind":"runtime","optional":false},{"id":41583453,"package_name":"rexmex","ecosystem":"pypi","requirements":"==0.1.0","direct":true,"kind":"runtime","optional":false},{"id":41583454,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"==1.0.2","direct":true,"kind":"runtime","optional":false},{"id":41583455,"package_name":"scipy","ecosystem":"pypi","requirements":"==1.8.0","direct":true,"kind":"runtime","optional":false},{"id":41583456,"package_name":"seaborn","ecosystem":"pypi","requirements":"==0.11.2","direct":true,"kind":"runtime","optional":false},{"id":41583457,"package_name":"Send2Trash","ecosystem":"pypi","requirements":"==1.8.0","direct":true,"kind":"runtime","optional":false},{"id":41583458,"package_name":"six","ecosystem":"pypi","requirements":"==1.16.0","direct":true,"kind":"runtime","optional":false},{"id":41583459,"package_name":"sklearn","ecosystem":"pypi","requirements":"==0.0","direct":true,"kind":"runtime","optional":false},{"id":41583460,"package_name":"SQLAlchemy","ecosystem":"pypi","requirements":"==1.4.31","direct":true,"kind":"runtime","optional":false},{"id":41583461,"package_name":"stack-data","ecosystem":"pypi","requirements":"==0.2.0","direct":true,"kind":"runtime","optional":false},{"id":41583462,"package_name":"stevedore","ecosystem":"pypi","requirements":"==3.5.0","direct":true,"kind":"runtime","optional":false},{"id":41583463,"package_name":"tabulate","ecosystem":"pypi","requirements":"==0.8.9","direct":true,"kind":"runtime","optional":false},{"id":41583464,"package_name":"terminado","ecosystem":"pypi","requirements":"==0.13.1","direct":true,"kind":"runtime","optional":false},{"id":41583465,"package_name":"testpath","ecosystem":"pypi","requirements":"==0.5.0","direct":true,"kind":"runtime","optional":false},{"id":41583466,"package_name":"threadpoolctl","ecosystem":"pypi","requirements":"==3.1.0","direct":true,"kind":"runtime","optional":false},{"id":41583467,"package_name":"tokenize-rt","ecosystem":"pypi","requirements":"==4.2.1","direct":true,"kind":"runtime","optional":false},{"id":41583468,"package_name":"tomli","ecosystem":"pypi","requirements":"==2.0.1","direct":true,"kind":"runtime","optional":false},{"id":41583469,"package_name":"torch","ecosystem":"pypi","requirements":"==1.10.2","direct":true,"kind":"runtime","optional":false},{"id":41583470,"package_name":"tornado","ecosystem":"pypi","requirements":"==6.1","direct":true,"kind":"runtime","optional":false},{"id":41583471,"package_name":"tqdm","ecosystem":"pypi","requirements":"==4.62.3","direct":true,"kind":"runtime","optional":false},{"id":41583472,"package_name":"traitlets","ecosystem":"pypi","requirements":"==5.1.1","direct":true,"kind":"runtime","optional":false},{"id":41583473,"package_name":"typing-inspect","ecosystem":"pypi","requirements":"==0.7.1","direct":true,"kind":"runtime","optional":false},{"id":41583474,"package_name":"typing_extensions","ecosystem":"pypi","requirements":"==4.1.1","direct":true,"kind":"runtime","optional":false},{"id":41583475,"package_name":"urllib3","ecosystem":"pypi","requirements":"==1.26.8","direct":true,"kind":"runtime","optional":false},{"id":41583476,"package_name":"wcwidth","ecosystem":"pypi","requirements":"==0.2.5","direct":true,"kind":"runtime","optional":false},{"id":41583477,"package_name":"webencodings","ecosystem":"pypi","requirements":"==0.5.1","direct":true,"kind":"runtime","optional":false}]}],"score":null,"created_at":"2025-09-04T15:51:36.131Z","updated_at":"2025-10-07T08:23:23.342Z","avatar_url":"https://github.com/AstraZeneca.png","language":"Jupyter Notebook","category":null,"sub_category":null,"monthly_downloads":0,"funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/59487","html_url":"https://science.ecosyste.ms/projects/59487","bibtex_url":"https://science.ecosyste.ms/projects/59487/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/59487/export.apalike"}