{"id":13411499,"url":"https://github.com/jamesturk/jellyfish","last_synced_at":"2026-10-19T08:48:40.463Z","repository":{"id":971225,"uuid":"766701","full_name":"jamesturk/jellyfish","owner":"jamesturk","description":"🪼 a python library for doing approximate and phonetic matching of strings.","archived":false,"fork":false,"pushed_at":"2026-07-24T01:48:03.000Z","size":3680,"stargazers_count":2230,"open_issues_count":7,"forks_count":169,"subscribers_count":38,"default_branch":"main","last_synced_at":"2026-10-12T14:59:57.070Z","etag":null,"topics":["fuzzy-search","hacktoberfest","hamming","jaro-winkler","levenshtein","metaphone","python","soundex"],"latest_commit_sha":null,"homepage":"https://jpt.sh/projects/jellyfish/","language":"Jupyter Notebook","has_issues":false,"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/jamesturk.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":".github/FUNDING.yml","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,"notice":null,"maintainers":null,"copyright":null,"agents":null,"claude":null,"gemini":null,"cursor":null,"copilot":null,"dco":null,"cla":null,"disclosure":null},"funding":{"github":"jamesturk","patreon":null,"open_collective":null,"ko_fi":null,"tidelift":null,"community_bridge":null,"liberapay":null,"issuehunt":null,"otechie":null,"custom":null}},"created_at":"2010-07-09T20:41:11.000Z","updated_at":"2026-10-11T10:07:04.000Z","dependencies_parsed_at":"2026-10-09T20:14:34.749Z","dependency_job_id":null,"html_url":"https://github.com/jamesturk/jellyfish","commit_stats":{"total_commits":446,"total_committers":33,"mean_commits":"13.515151515151516","dds":0.5381165919282511,"last_synced_commit":"2ebc2c647eafce3036d12814b0247cdd55e0be4d"},"previous_names":["sunlightlabs/jellyfish"],"tags_count":56,"template":false,"template_full_name":null,"purl":"pkg:github/jamesturk/jellyfish","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jamesturk%2Fjellyfish","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jamesturk%2Fjellyfish/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jamesturk%2Fjellyfish/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jamesturk%2Fjellyfish/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/jamesturk","download_url":"https://codeload.github.com/jamesturk/jellyfish/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jamesturk%2Fjellyfish/sbom","scorecard":{"id":504353,"data":{"date":"2025-08-11","repo":{"name":"github.com/jamesturk/jellyfish","commit":"3f68492a2ee4138e032be5cdeb162b32236ef898"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":4.5,"checks":[{"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":"Maintained","score":0,"reason":"1 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":"Dangerous-Workflow","score":10,"reason":"no dangerous workflow patterns detected","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":"Code-Review","score":1,"reason":"Found 5/28 approved changesets -- score normalized to 1","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":"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":"Token-Permissions","score":10,"reason":"GitHub workflow tokens follow principle of least privilege","details":["Info: topLevel 'contents' permission set to 'read': .github/workflows/CI.yml:13","Info: no jobLevel write permissions found"],"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":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/CI.yml:170: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/CI.yml:174: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/CI.yml:179: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/CI.yml:190: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/CI.yml:195: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/CI.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/CI.yml:25: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/CI.yml:29: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/CI.yml:35: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/CI.yml:62: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/CI.yml:66: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/CI.yml:73: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/CI.yml:96: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/CI.yml:100: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/CI.yml:102: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/CI.yml:109: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/CI.yml:122: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/CI.yml:125: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/CI.yml:129: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/CI.yml:135: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/CI.yml:151: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/CI.yml:155: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/CI.yml:161: update your workflow using https://app.stepsecurity.io/secureworkflow/jamesturk/jellyfish/CI.yml/main?enable=pin","Warn: pipCommand not pinned by hash: run-cov.sh:4","Warn: pipCommand not pinned by hash: .github/workflows/CI.yml:45","Info:   0 out of  14 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   9 third-party GitHubAction dependencies pinned","Info:   0 out of   2 pipCommand dependencies pinned"],"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":"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":"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":"Vulnerabilities","score":10,"reason":"0 existing vulnerabilities detected","details":null,"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"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":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 7 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}}]},"last_synced_at":"2025-08-19T22:55:00.978Z","repository_id":971225,"created_at":"2025-08-19T22:55:00.978Z","updated_at":"2025-08-19T22:55:00.978Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":344872684,"owners_count":38352851,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-10-03T21:59:58.778Z","status":"online","status_checked_at":"2026-10-19T02:00:06.414Z","response_time":53,"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"}},"keywords":["fuzzy-search","hacktoberfest","hamming","jaro-winkler","levenshtein","metaphone","python","soundex"],"created_at":"2024-07-30T20:01:14.093Z","updated_at":"2026-10-19T08:48:40.454Z","avatar_url":"https://github.com/jamesturk.png","language":"Jupyter Notebook","funding_links":["https://github.com/sponsors/jamesturk"],"categories":["Jupyter Notebook","Data Processing","Python","文本数据和NLP","Feature Extraction","Open-Source Software"],"sub_categories":["Data Similarity","General-Purpose Machine Learning","Text/NLP","String Comparison"],"readme":"# Overview\n\n**jellyfish** is a library for approximate \u0026 phonetic matching of strings.\n\nSource: \u003chttps://codeberg.org/jpt/jellyfish\u003e\n\nDocumentation: \u003chttps://jpt.sh/projects/jellyfish/\u003e\n\nIssues: \u003chttps://codeberg.org/jpt/jellyfish/issues\u003e\n\n[![PyPI badge](https://badge.fury.io/py/jellyfish.svg)](https://badge.fury.io/py/jellyfish)\n\n## Included Algorithms\n\nString comparison:\n\n* Levenshtein Distance\n* Damerau-Levenshtein Distance\n* Jaccard Index\n* Jaro Distance\n* Jaro-Winkler Distance\n* Match Rating Approach Comparison\n* Hamming Distance\n\nPhonetic encoding:\n\n* American Soundex\n* Metaphone\n* NYSIIS (New York State Identification and Intelligence System)\n* Match Rating Codex\n\n## Example Usage\n\n``` python\n\u003e\u003e\u003e import jellyfish\n\u003e\u003e\u003e jellyfish.levenshtein_distance('jellyfish', 'smellyfish')\n2\n\u003e\u003e\u003e jellyfish.jaro_similarity('jellyfish', 'smellyfish')\n0.89629629629629637\n\u003e\u003e\u003e jellyfish.damerau_levenshtein_distance('jellyfish', 'jellyfihs')\n1\n\n\u003e\u003e\u003e jellyfish.metaphone('Jellyfish')\n'JLFX'\n\u003e\u003e\u003e jellyfish.soundex('Jellyfish')\n'J412'\n\u003e\u003e\u003e jellyfish.nysiis('Jellyfish')\n'JALYF'\n\u003e\u003e\u003e jellyfish.match_rating_codex('Jellyfish')\n'JLLFSH'\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjamesturk%2Fjellyfish","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjamesturk%2Fjellyfish","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjamesturk%2Fjellyfish/lists"}