{"id":58285,"name":"qualle","description":"Implementation of Qualle Framework as proposed in the paper \"Content-Based Quality Estimation for Automatic Subject Indexing of Short Texts under Precision and Recall Constraints\" and accompanying source code by Martin Toepfer and Christin Seifert.","url":"https://github.com/zbw/qualle","last_synced_at":"2025-09-05T15:07:40.637Z","repository":{"id":46027500,"uuid":"427388786","full_name":"zbw/qualle","owner":"zbw","description":"Implementation of Qualle Framework as proposed in the paper \"Content-Based Quality Estimation for Automatic Subject Indexing of Short Texts under Precision and Recall Constraints\" and accompanying source code by Martin Toepfer and Christin Seifert.","archived":false,"fork":false,"pushed_at":"2025-08-06T10:32:06.000Z","size":916,"stargazers_count":4,"open_issues_count":3,"forks_count":4,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-08-30T21:20:06.021Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","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/zbw.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2021-11-12T14:30:32.000Z","updated_at":"2025-07-28T10:18:13.000Z","dependencies_parsed_at":"2024-01-15T13:39:07.056Z","dependency_job_id":"7ed005ac-a7ea-4028-b669-ad6f7a474c7a","html_url":"https://github.com/zbw/qualle","commit_stats":{"total_commits":151,"total_committers":3,"mean_commits":"50.333333333333336","dds":0.07284768211920534,"last_synced_commit":"b1643b4b4c458c3a04f40ae84dbff7723bf96c13"},"previous_names":[],"tags_count":11,"template":false,"template_full_name":null,"purl":"pkg:github/zbw/qualle","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zbw%2Fqualle","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zbw%2Fqualle/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zbw%2Fqualle/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zbw%2Fqualle/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zbw","download_url":"https://codeload.github.com/zbw/qualle/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zbw%2Fqualle/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273774892,"owners_count":25165740,"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":"zbw","name":"ZBW - Leibniz Information Centre for Economics","uuid":"376765","kind":"organization","description":"ZBW is a public information provider to support open science and research in economics. It holds more than 5 Mio media items and operates web applications.","email":null,"website":"https://www.zbw.eu/en/","location":"Kiel, Hamburg (Germany)","twitter":"zbw_news","company":null,"icon_url":"https://avatars.githubusercontent.com/u/376765?v=4","repositories_count":17,"last_synced_at":"2023-02-26T17:30:40.348Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/zbw","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-10T03:48:59.585Z","updated_at":"2023-02-26T17:30:40.421Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zbw","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zbw/repositories"},"packages":null,"commits":{"id":695604,"full_name":"zbw/qualle","default_branch":"master","committers":[{"name":"Christopher Bartz","email":"c.bartz@zbw.eu","count":140},{"name":"Moritz Fuerneisen","email":"m.fuerneisen@zbw.eu","count":10},{"name":"annakasprzik","email":"anna.kasprzik@gmx.de","count":1}],"total_commits":151,"total_committers":3,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":50.333333333333336,"dds":0.07284768211920534,"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":"2023-03-20T12:21:43.925Z","last_synced_commit":"b1643b4b4c458c3a04f40ae84dbff7723bf96c13","created_at":"2023-03-09T11:39:47.910Z","updated_at":"2023-09-19T17:40:35.464Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/zbw%2Fqualle/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":"zbw/qualle","html_url":"https://github.com/zbw/qualle","last_synced_at":"2025-08-31T11:02:43.542Z","status":null,"issues_count":17,"pull_requests_count":51,"avg_time_to_close_issue":544026.1333333333,"avg_time_to_close_pull_request":573614.0434782609,"issues_closed_count":15,"pull_requests_closed_count":46,"pull_request_authors_count":6,"issue_authors_count":1,"avg_comments_per_issue":0.11764705882352941,"avg_comments_per_pull_request":1.392156862745098,"merged_pull_requests_count":39,"bot_issues_count":0,"bot_pull_requests_count":7,"past_year_issues_count":17,"past_year_pull_requests_count":35,"past_year_avg_time_to_close_issue":544026.1333333333,"past_year_avg_time_to_close_pull_request":384821.93333333335,"past_year_issues_closed_count":15,"past_year_pull_requests_closed_count":30,"past_year_pull_request_authors_count":3,"past_year_issue_authors_count":1,"past_year_avg_comments_per_issue":0.11764705882352941,"past_year_avg_comments_per_pull_request":1.542857142857143,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":7,"past_year_merged_pull_requests_count":24,"created_at":"2023-05-15T05:42:32.195Z","updated_at":"2025-09-03T01:05:21.016Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/zbw%2Fqualle","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/zbw%2Fqualle/issues","issue_labels_count":{},"pull_request_labels_count":{"dependencies":6,"python":4},"issue_author_associations_count":{"CONTRIBUTOR":19},"pull_request_author_associations_count":{"CONTRIBUTOR":38,"COLLABORATOR":13,"NONE":8},"issue_authors":{"gmmajal":19},"pull_request_authors":{"gmmajal":35,"cbartz":12,"dependabot[bot]":6,"Lakshmi-bashyam":4,"annakasprzik":1,"san-uh":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-05T00:00:10.444Z","repositories_count":10102346,"issues_count":31523475,"pull_requests_count":97727319,"authors_count":10703653,"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":6,"python":4},"past_year_issue_author_associations_count":{"CONTRIBUTOR":18},"past_year_pull_request_author_associations_count":{"CONTRIBUTOR":34,"NONE":7},"past_year_issue_authors":{"gmmajal":18},"past_year_pull_request_authors":{"gmmajal":31,"dependabot[bot]":6,"Lakshmi-bashyam":4},"maintainers":[{"login":"cbartz","count":12,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/cbartz"},{"login":"annakasprzik","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/annakasprzik"}],"active_maintainers":[]},"events":{"total":{"CreateEvent":14,"ReleaseEvent":4,"IssuesEvent":24,"WatchEvent":1,"DeleteEvent":16,"IssueCommentEvent":24,"PushEvent":50,"PullRequestReviewEvent":14,"PullRequestEvent":25},"last_year":{"CreateEvent":14,"ReleaseEvent":4,"IssuesEvent":24,"WatchEvent":1,"DeleteEvent":16,"IssueCommentEvent":24,"PushEvent":50,"PullRequestReviewEvent":14,"PullRequestEvent":25}},"keywords":[],"dependencies":[{"ecosystem":"actions","filepath":".github/workflows/basic.yml","sha":null,"kind":"manifest","created_at":"2023-02-16T19:31:26.689Z","updated_at":"2023-02-16T19:31:26.689Z","repository_link":"https://github.com/zbw/qualle/blob/master/.github/workflows/basic.yml","dependencies":[{"id":7722177637,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":7722177638,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/extended.yml","sha":null,"kind":"manifest","created_at":"2023-02-16T19:31:26.828Z","updated_at":"2023-02-16T19:31:26.828Z","repository_link":"https://github.com/zbw/qualle/blob/master/.github/workflows/extended.yml","dependencies":[{"id":7722177952,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":7722177956,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":7722177959,"package_name":"codecov/codecov-action","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/publish.yml","sha":null,"kind":"manifest","created_at":"2023-02-16T19:31:26.883Z","updated_at":"2023-02-16T19:31:26.883Z","repository_link":"https://github.com/zbw/qualle/blob/master/.github/workflows/publish.yml","dependencies":[{"id":7722178558,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false},{"id":7722178559,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":7722178560,"package_name":"docker/login-action","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":7722178561,"package_name":"docker/metadata-action","ecosystem":"actions","requirements":"v4","direct":true,"kind":"composite","optional":false},{"id":7722178562,"package_name":"docker/build-push-action","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"docker","filepath":"Dockerfile","sha":null,"kind":"manifest","created_at":"2023-02-16T19:31:26.940Z","updated_at":"2023-02-16T19:31:26.940Z","repository_link":"https://github.com/zbw/qualle/blob/master/Dockerfile","dependencies":[{"id":7722178593,"package_name":"python","ecosystem":"docker","requirements":"3.8-slim-buster","direct":true,"kind":"build","optional":false}]},{"ecosystem":"pypi","filepath":"poetry.lock","sha":null,"kind":"lockfile","created_at":"2023-02-16T19:31:27.055Z","updated_at":"2023-02-16T19:31:27.055Z","repository_link":"https://github.com/zbw/qualle/blob/master/poetry.lock","dependencies":[{"id":7722181061,"package_name":"anyio","ecosystem":"pypi","requirements":"3.6.2","direct":false,"kind":"runtime","optional":false},{"id":7722181062,"package_name":"attrs","ecosystem":"pypi","requirements":"22.2.0","direct":false,"kind":"develop","optional":false},{"id":7722181063,"package_name":"bandit","ecosystem":"pypi","requirements":"1.7.4","direct":false,"kind":"develop","optional":false},{"id":7722181064,"package_name":"black","ecosystem":"pypi","requirements":"22.12.0","direct":false,"kind":"develop","optional":false},{"id":7722181065,"package_name":"certifi","ecosystem":"pypi","requirements":"2022.12.7","direct":false,"kind":"develop","optional":false},{"id":7722181066,"package_name":"charset-normalizer","ecosystem":"pypi","requirements":"3.0.1","direct":false,"kind":"develop","optional":false},{"id":7722181068,"package_name":"click","ecosystem":"pypi","requirements":"8.1.3","direct":false,"kind":"runtime","optional":false},{"id":7722181070,"package_name":"colorama","ecosystem":"pypi","requirements":"0.4.6","direct":false,"kind":"runtime","optional":false},{"id":7722181071,"package_name":"coverage","ecosystem":"pypi","requirements":"7.0.5","direct":false,"kind":"develop","optional":false},{"id":7722181073,"package_name":"dparse","ecosystem":"pypi","requirements":"0.6.2","direct":false,"kind":"develop","optional":false},{"id":7722181145,"package_name":"exceptiongroup","ecosystem":"pypi","requirements":"1.1.0","direct":false,"kind":"develop","optional":false},{"id":7722181146,"package_name":"fastapi","ecosystem":"pypi","requirements":"0.88.0","direct":false,"kind":"runtime","optional":false},{"id":7722181147,"package_name":"flake8","ecosystem":"pypi","requirements":"5.0.4","direct":false,"kind":"develop","optional":false},{"id":7722181148,"package_name":"gitdb","ecosystem":"pypi","requirements":"4.0.10","direct":false,"kind":"develop","optional":false},{"id":7722181149,"package_name":"gitpython","ecosystem":"pypi","requirements":"3.1.30","direct":false,"kind":"develop","optional":false},{"id":7722181150,"package_name":"h11","ecosystem":"pypi","requirements":"0.14.0","direct":false,"kind":"runtime","optional":false},{"id":7722181151,"package_name":"httpcore","ecosystem":"pypi","requirements":"0.16.3","direct":false,"kind":"develop","optional":false},{"id":7722181164,"package_name":"httpx","ecosystem":"pypi","requirements":"0.23.3","direct":false,"kind":"develop","optional":false},{"id":7722181165,"package_name":"idna","ecosystem":"pypi","requirements":"3.4","direct":false,"kind":"runtime","optional":false},{"id":7722181166,"package_name":"iniconfig","ecosystem":"pypi","requirements":"2.0.0","direct":false,"kind":"develop","optional":false},{"id":7722181167,"package_name":"isodate","ecosystem":"pypi","requirements":"0.6.1","direct":false,"kind":"runtime","optional":false},{"id":7722181168,"package_name":"joblib","ecosystem":"pypi","requirements":"1.2.0","direct":false,"kind":"runtime","optional":false},{"id":7722181169,"package_name":"mccabe","ecosystem":"pypi","requirements":"0.7.0","direct":false,"kind":"develop","optional":false},{"id":7722181170,"package_name":"mypy-extensions","ecosystem":"pypi","requirements":"0.4.3","direct":false,"kind":"develop","optional":false},{"id":7722181171,"package_name":"numpy","ecosystem":"pypi","requirements":"1.24.1","direct":false,"kind":"runtime","optional":false},{"id":7722181172,"package_name":"packaging","ecosystem":"pypi","requirements":"21.3","direct":false,"kind":"develop","optional":false},{"id":7722181173,"package_name":"pathspec","ecosystem":"pypi","requirements":"0.10.3","direct":false,"kind":"develop","optional":false},{"id":7722181174,"package_name":"pbr","ecosystem":"pypi","requirements":"5.11.1","direct":false,"kind":"develop","optional":false},{"id":7722181175,"package_name":"platformdirs","ecosystem":"pypi","requirements":"2.6.2","direct":false,"kind":"develop","optional":false},{"id":7722181176,"package_name":"pluggy","ecosystem":"pypi","requirements":"1.0.0","direct":false,"kind":"develop","optional":false},{"id":7722181177,"package_name":"pycodestyle","ecosystem":"pypi","requirements":"2.9.1","direct":false,"kind":"develop","optional":false},{"id":7722181178,"package_name":"pydantic","ecosystem":"pypi","requirements":"1.10.4","direct":false,"kind":"runtime","optional":false},{"id":7722181179,"package_name":"pyflakes","ecosystem":"pypi","requirements":"2.5.0","direct":false,"kind":"develop","optional":false},{"id":7722181180,"package_name":"pyparsing","ecosystem":"pypi","requirements":"3.0.9","direct":false,"kind":"runtime","optional":false},{"id":7722181181,"package_name":"pytest","ecosystem":"pypi","requirements":"7.2.1","direct":false,"kind":"develop","optional":false},{"id":7722181182,"package_name":"pytest-cov","ecosystem":"pypi","requirements":"4.0.0","direct":false,"kind":"develop","optional":false},{"id":7722181183,"package_name":"pytest-mock","ecosystem":"pypi","requirements":"3.10.0","direct":false,"kind":"develop","optional":false},{"id":7722181184,"package_name":"pyyaml","ecosystem":"pypi","requirements":"6.0","direct":false,"kind":"develop","optional":false},{"id":7722181185,"package_name":"rdflib","ecosystem":"pypi","requirements":"6.2.0","direct":false,"kind":"runtime","optional":false},{"id":7722181186,"package_name":"requests","ecosystem":"pypi","requirements":"2.28.2","direct":false,"kind":"develop","optional":false},{"id":7722181187,"package_name":"rfc3986","ecosystem":"pypi","requirements":"1.5.0","direct":false,"kind":"develop","optional":false},{"id":7722181188,"package_name":"ruamel-yaml","ecosystem":"pypi","requirements":"0.17.21","direct":false,"kind":"develop","optional":false},{"id":7722181189,"package_name":"ruamel-yaml-clib","ecosystem":"pypi","requirements":"0.2.7","direct":false,"kind":"develop","optional":false},{"id":7722181190,"package_name":"safety","ecosystem":"pypi","requirements":"2.3.5","direct":false,"kind":"develop","optional":false},{"id":7722181191,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"1.2.0","direct":false,"kind":"runtime","optional":false},{"id":7722181192,"package_name":"scipy","ecosystem":"pypi","requirements":"1.9.3","direct":false,"kind":"runtime","optional":false},{"id":7722181193,"package_name":"setuptools","ecosystem":"pypi","requirements":"66.1.1","direct":false,"kind":"runtime","optional":false},{"id":7722181194,"package_name":"six","ecosystem":"pypi","requirements":"1.16.0","direct":false,"kind":"runtime","optional":false},{"id":7722181195,"package_name":"smmap","ecosystem":"pypi","requirements":"5.0.0","direct":false,"kind":"develop","optional":false},{"id":7722181196,"package_name":"sniffio","ecosystem":"pypi","requirements":"1.3.0","direct":false,"kind":"runtime","optional":false},{"id":7722181197,"package_name":"starlette","ecosystem":"pypi","requirements":"0.22.0","direct":false,"kind":"runtime","optional":false},{"id":7722181198,"package_name":"stevedore","ecosystem":"pypi","requirements":"4.1.1","direct":false,"kind":"develop","optional":false},{"id":7722181199,"package_name":"threadpoolctl","ecosystem":"pypi","requirements":"3.1.0","direct":false,"kind":"runtime","optional":false},{"id":7722181200,"package_name":"toml","ecosystem":"pypi","requirements":"0.10.2","direct":false,"kind":"develop","optional":false},{"id":7722181201,"package_name":"tomli","ecosystem":"pypi","requirements":"2.0.1","direct":false,"kind":"develop","optional":false},{"id":7722181202,"package_name":"typing-extensions","ecosystem":"pypi","requirements":"4.4.0","direct":false,"kind":"runtime","optional":false},{"id":7722181203,"package_name":"urllib3","ecosystem":"pypi","requirements":"1.26.14","direct":false,"kind":"develop","optional":false},{"id":7722181204,"package_name":"uvicorn","ecosystem":"pypi","requirements":"0.20.0","direct":false,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"pyproject.toml","sha":null,"kind":"manifest","created_at":"2023-02-16T19:31:27.138Z","updated_at":"2023-02-16T19:31:27.138Z","repository_link":"https://github.com/zbw/qualle/blob/master/pyproject.toml","dependencies":[{"id":7722181250,"package_name":"python","ecosystem":"pypi","requirements":"^3.8","direct":true,"kind":"runtime","optional":false},{"id":7722181251,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"~1.2","direct":true,"kind":"runtime","optional":false},{"id":7722181252,"package_name":"scipy","ecosystem":"pypi","requirements":"~1.9","direct":true,"kind":"runtime","optional":false},{"id":7722181253,"package_name":"rdflib","ecosystem":"pypi","requirements":"~6.2","direct":true,"kind":"runtime","optional":false},{"id":7722181254,"package_name":"pydantic","ecosystem":"pypi","requirements":"~1.10","direct":true,"kind":"runtime","optional":false},{"id":7722181255,"package_name":"fastapi","ecosystem":"pypi","requirements":"~0.88","direct":true,"kind":"runtime","optional":false},{"id":7722181256,"package_name":"uvicorn","ecosystem":"pypi","requirements":"~0.20","direct":true,"kind":"runtime","optional":false}]}],"score":3.044522437723423,"created_at":"2025-09-04T15:51:34.790Z","updated_at":"2025-10-07T08:22:56.874Z","avatar_url":"https://github.com/zbw.png","language":"Python","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/58285","html_url":"https://science.ecosyste.ms/projects/58285","bibtex_url":"https://science.ecosyste.ms/projects/58285/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/58285/export.apalike"}