{"id":37085853,"url":"https://github.com/alisoltanirad/reason","last_synced_at":"2026-01-14T10:33:44.664Z","repository":{"id":57460452,"uuid":"321079444","full_name":"alisoltanirad/reason","owner":"alisoltanirad","description":"Python NLP ToolBox","archived":false,"fork":false,"pushed_at":"2023-10-30T19:10:20.000Z","size":690,"stargazers_count":3,"open_issues_count":10,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-09-04T11:59:21.512Z","etag":null,"topics":["classification","clustering","lemmatization","machine-learning","natural-language-processing","nlp","stemming","tagging","tokenization"],"latest_commit_sha":null,"homepage":"","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/alisoltanirad.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null}},"created_at":"2020-12-13T14:07:03.000Z","updated_at":"2023-10-06T07:55:03.000Z","dependencies_parsed_at":"2023-02-13T07:30:36.212Z","dependency_job_id":"b35ae263-1436-4cd0-a8bb-7acd8cfa88c5","html_url":"https://github.com/alisoltanirad/reason","commit_stats":{"total_commits":243,"total_committers":2,"mean_commits":121.5,"dds":"0.024691358024691357","last_synced_commit":"5437ba8e6fc424fd6725f21befbc0a18465aec8a"},"previous_names":[],"tags_count":18,"template":false,"template_full_name":null,"purl":"pkg:github/alisoltanirad/reason","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alisoltanirad%2Freason","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alisoltanirad%2Freason/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alisoltanirad%2Freason/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alisoltanirad%2Freason/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/alisoltanirad","download_url":"https://codeload.github.com/alisoltanirad/reason/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alisoltanirad%2Freason/sbom","scorecard":{"id":184502,"data":{"date":"2025-08-11","repo":{"name":"github.com/alisoltanirad/reason","commit":"5437ba8e6fc424fd6725f21befbc0a18465aec8a"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":2,"checks":[{"name":"Code-Review","score":0,"reason":"Found 0/30 approved changesets -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#code-review"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Dangerous-Workflow","score":-1,"reason":"no workflows found","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Maintained","score":0,"reason":"0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Token-Permissions","score":-1,"reason":"No tokens found","details":null,"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"name":"SAST","score":0,"reason":"no SAST tool detected","details":["Warn: no pull requests merged into dev branch"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}},{"name":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"name":"Pinned-Dependencies","score":-1,"reason":"no dependencies found","details":null,"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#cii-best-practices"}},{"name":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: MIT License: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'main'"],"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"Vulnerabilities","score":2,"reason":"8 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2024-48 / GHSA-fj7x-q9j7-g6q6","Warn: Project is vulnerable to: PYSEC-2021-356 / GHSA-2ww3-fxvq-293j","Warn: Project is vulnerable to: PYSEC-2024-167 / GHSA-cgvx-9447-vcch","Warn: Project is vulnerable to: PYSEC-2021-859 / GHSA-f8m6-h2c7-8h9x","Warn: Project is vulnerable to: PYSEC-2019-106 / GHSA-mr7p-25v2-35wr","Warn: Project is vulnerable to: PYSEC-2022-5 / GHSA-rqjh-jp2r-59cj","Warn: Project is vulnerable to: PYSEC-2022-43017 / GHSA-qwmp-2cf2-g9g6","Warn: Project is vulnerable to: PYSEC-2024-110 / GHSA-jw8x-6495-233v"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}}]},"last_synced_at":"2025-08-16T19:31:47.982Z","repository_id":57460452,"created_at":"2025-08-16T19:31:47.982Z","updated_at":"2025-08-16T19:31:47.982Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28417637,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-14T10:25:19.714Z","status":"ssl_error","status_checked_at":"2026-01-14T10:22:49.371Z","response_time":107,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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"}},"keywords":["classification","clustering","lemmatization","machine-learning","natural-language-processing","nlp","stemming","tagging","tokenization"],"created_at":"2026-01-14T10:33:43.988Z","updated_at":"2026-01-14T10:33:44.660Z","avatar_url":"https://github.com/alisoltanirad.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Reason\n\n[![License](https://img.shields.io/pypi/l/reason.svg)](https://github.com/alisoltanirad/Reason/blob/main/LICENSE)\n[![PyPI](https://img.shields.io/pypi/v/reason.svg)](https://pypi.org/project/reason/)\n[![Downloads](https://pepy.tech/badge/reason)](https://pepy.tech/project/reason)\n[![Activity](https://img.shields.io/github/last-commit/alisoltanirad/reason)](https://github.com/alisoltanirad/Reason/)\n\nPython lightweight easy-to-use natural language processing toolbox with integrated\nmachine learning packages.\n\n## Features\n\n- Tokenization (word, sentence)\n- Tagging (part-of-speech, regex)\n- Lemmatization and word stemming (Porter, regex)\n- Frequency distribution analysis\n- N-grams\n- Classification (naive bayes, confusion matrix)\n- Clustering (k-means, elbow method, DBSCAN)\n\n## Installation\n\nInstall latest stable version using pip:\n```\npip install --upgrade reason\n```\n\nThe dependencies of the package will also be installed automatically.\n\n## Quick-Start\n\nSee [**Quick-Start Guide**](https://python-reason.readthedocs.io/en/latest/#quick-start)\n\n\n## License\n\nMIT -- See [LICENSE](https://github.com/alisoltanirad/Reason/blob/main/LICENSE) for details.\n\n## Report issues\n\nFor reporting issues with the package, please reach out to me directly\nat soltaniradali@gmail.com\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falisoltanirad%2Freason","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Falisoltanirad%2Freason","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falisoltanirad%2Freason/lists"}