{"id":46765489,"url":"https://github.com/fidelity/textwiser","last_synced_at":"2026-03-09T22:30:07.777Z","repository":{"id":38297398,"uuid":"252231512","full_name":"fidelity/textwiser","owner":"fidelity","description":"[AAAI 2021] TextWiser: Text Featurization Library","archived":false,"fork":false,"pushed_at":"2026-02-05T01:53:42.000Z","size":6346,"stargazers_count":58,"open_issues_count":1,"forks_count":9,"subscribers_count":9,"default_branch":"master","last_synced_at":"2026-02-05T08:31:35.684Z","etag":null,"topics":["bert","natural-language-processing","nlp","text-featurization"],"latest_commit_sha":null,"homepage":"https://fidelity.github.io/textwiser/","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/fidelity.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.txt","contributing":"CONTRIBUTING.md","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,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2020-04-01T16:39:14.000Z","updated_at":"2025-06-21T19:39:23.000Z","dependencies_parsed_at":"2023-12-17T22:40:13.508Z","dependency_job_id":"f35ca1d0-4eea-4172-9763-87ef8d295ed6","html_url":"https://github.com/fidelity/textwiser","commit_stats":{"total_commits":84,"total_committers":9,"mean_commits":9.333333333333334,"dds":"0.47619047619047616","last_synced_commit":"f31a054d6ecc38199276e163a690bc5d76fc5824"},"previous_names":[],"tags_count":4,"template":false,"template_full_name":null,"purl":"pkg:github/fidelity/textwiser","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fidelity%2Ftextwiser","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fidelity%2Ftextwiser/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fidelity%2Ftextwiser/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fidelity%2Ftextwiser/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/fidelity","download_url":"https://codeload.github.com/fidelity/textwiser/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fidelity%2Ftextwiser/sbom","scorecard":{"id":399025,"data":{"date":"2025-08-11","repo":{"name":"github.com/fidelity/textwiser","commit":"9952dd5de10d4583ff70ef502e5d0005828f48f4"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":5,"checks":[{"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":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/ci.yml:1","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":"Code-Review","score":10,"reason":"all changesets reviewed","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":"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":"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":"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: Apache License 2.0: 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":"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:20: update your workflow using https://app.stepsecurity.io/secureworkflow/fidelity/textwiser/ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ci.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/fidelity/textwiser/ci.yml/master?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/ci.yml:29","Warn: pipCommand not pinned by hash: .github/workflows/ci.yml:30","Info:   0 out of   2 GitHub-owned 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":"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":-1,"reason":"internal error: error during branchesHandler.setup: internal error: githubv4.Query: Resource not accessible by integration","details":null,"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":"Security-Policy","score":10,"reason":"security policy file detected","details":["Info: security policy file detected: github.com/fidelity/.github/SECURITY.md:1","Info: Found linked content: github.com/fidelity/.github/SECURITY.md:1","Info: Found disclosure, vulnerability, and/or timelines in security policy: github.com/fidelity/.github/SECURITY.md:1","Info: Found text in security policy: github.com/fidelity/.github/SECURITY.md:1"],"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":"SAST","score":7,"reason":"SAST tool is not run on all commits -- score normalized to 7","details":["Warn: 21 commits out of 30 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"}},{"name":"Vulnerabilities","score":0,"reason":"444 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2020-73","Warn: Project is vulnerable to: GHSA-9rw2-jf8x-cgwm","Warn: Project is vulnerable to: PYSEC-2018-34 / GHSA-2fc2-6r4j-p65h","Warn: Project is vulnerable to: PYSEC-2021-856 / GHSA-5545-2q6w-2gh6","Warn: Project is vulnerable to: PYSEC-2019-108 / GHSA-9fq2-x9r6-wfmf","Warn: Project is vulnerable to: PYSEC-2018-33 / GHSA-cw6w-4rcx-xphc","Warn: Project is vulnerable to: PYSEC-2021-857 / GHSA-f7c7-j99h-c22f","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: PYSEC-2017-1 / GHSA-frgw-fgh6-9g52","Warn: Project is vulnerable to: PYSEC-2024-110 / GHSA-jw8x-6495-233v","Warn: Project is vulnerable to: PYSEC-2020-108 / GHSA-jxfp-4rvq-9h9m","Warn: Project is vulnerable to: GHSA-3749-ghw9-m3mg","Warn: Project is vulnerable to: PYSEC-2022-43015 / GHSA-47fc-vmwq-366v","Warn: Project is vulnerable to: PYSEC-2025-41 / GHSA-53q9-r3pm-6pq6","Warn: Project is vulnerable to: PYSEC-2024-252 / GHSA-5pcm-hx3q-hm94","Warn: Project is vulnerable to: GHSA-887c-mr87-cxwp","Warn: Project is vulnerable to: PYSEC-2024-251 / GHSA-pg7h-5qx3-wjr3","Warn: Project is vulnerable to: PYSEC-2024-250","Warn: Project is vulnerable to: PYSEC-2024-259","Warn: Project is vulnerable to: PYSEC-2023-299 / GHSA-282v-666c-3fvg","Warn: Project is vulnerable to: GHSA-37mw-44qp-f5jm","Warn: Project is vulnerable to: GHSA-37q5-v5qm-c9v8","Warn: Project is vulnerable to: PYSEC-2023-300 / GHSA-3863-2447-669p","Warn: Project is vulnerable to: GHSA-6rvg-6v2m-4j46","Warn: Project is vulnerable to: GHSA-9356-575x-2w9m","Warn: Project is vulnerable to: GHSA-fpwr-67px-3qhx","Warn: Project is vulnerable to: PYSEC-2024-229 / GHSA-hxxf-235m-72v3","Warn: Project is vulnerable to: GHSA-jjph-296x-mrcr","Warn: Project is vulnerable to: GHSA-phhr-52qp-3mj4","Warn: Project is vulnerable to: GHSA-q2wp-rjmx-x6x9","Warn: Project is vulnerable to: PYSEC-2025-40 / GHSA-qq3j-4f4f-9583","Warn: Project is vulnerable to: PYSEC-2024-227 / GHSA-qxrp-vhvm-j765","Warn: Project is vulnerable to: PYSEC-2023-301 / GHSA-v68g-wm8c-6x7j","Warn: Project is vulnerable to: PYSEC-2024-228 / GHSA-wrfc-pvp9-mr9g","Warn: Project is vulnerable to: GHSA-23hm-7w47-xw72","Warn: Project is vulnerable to: GHSA-2475-53vw-vp25","Warn: Project is vulnerable to: GHSA-247x-2f9f-5wp7","Warn: Project is vulnerable to: GHSA-24x4-6qmh-88qg","Warn: Project is vulnerable to: PYSEC-2021-227 / GHSA-24x6-8c7m-hv3f","Warn: Project is vulnerable to: PYSEC-2021-223 / GHSA-26j7-6w8w-7922","Warn: Project is vulnerable to: GHSA-278g-rq84-9hmg","Warn: Project is vulnerable to: GHSA-27j5-4p9v-pp67","Warn: Project is vulnerable to: GHSA-27qf-jwm8-g7f3","Warn: Project is vulnerable to: GHSA-27rc-728f-x5w2","Warn: Project is vulnerable to: PYSEC-2021-160 / GHSA-2cpx-427x-q2c6","Warn: Project is vulnerable to: PYSEC-2021-173 / GHSA-2gfx-95x2-5v3x","Warn: Project is vulnerable to: PYSEC-2021-391 / GHSA-2p25-55c9-h58q","Warn: Project is vulnerable to: GHSA-2p9q-h29j-3f5v","Warn: Project is vulnerable to: GHSA-2r2f-g8mw-9gvr","Warn: Project is vulnerable to: GHSA-2r8p-fg3c-wcj4","Warn: Project is vulnerable to: GHSA-2vv3-56qg-g2cf","Warn: Project is vulnerable to: GHSA-2wmv-37vq-52g5","Warn: Project is vulnerable to: PYSEC-2021-249 / GHSA-2xgj-xhgf-ggjv","Warn: Project is vulnerable to: GHSA-34f9-hjfq-rr8j","Warn: Project is vulnerable to: GHSA-368v-7v32-52fx","Warn: Project is vulnerable to: PYSEC-2021-199 / GHSA-36vm-xw34-x4pj","Warn: Project is vulnerable to: PYSEC-2021-418 / GHSA-374m-jm66-3vj8","Warn: Project is vulnerable to: GHSA-37jf-mjv6-xfqw","Warn: Project is vulnerable to: PYSEC-2021-170 / GHSA-393f-2jr3-cp69","Warn: Project is vulnerable to: GHSA-397c-5g2j-qxpv","Warn: Project is vulnerable to: PYSEC-2021-408 / GHSA-3ff2-r28g-w7h9","Warn: Project is vulnerable to: PYSEC-2021-206 / GHSA-3h8m-483j-7xxm","Warn: Project is vulnerable to: GHSA-3hxh-8cp2-g4hg","Warn: Project is vulnerable to: GHSA-3mw4-6rj6-74g5","Warn: Project is vulnerable to: PYSEC-2021-231 / GHSA-3qgw-p4fm-x7gf","Warn: Project is vulnerable to: PYSEC-2021-168 / GHSA-3qxp-qjq7-w4hf","Warn: Project is vulnerable to: PYSEC-2021-420 / GHSA-3rcw-9p9x-582v","Warn: Project is vulnerable to: PYSEC-2021-226 / GHSA-3w67-q784-6w7c","Warn: Project is vulnerable to: GHSA-428x-9xc2-m8mj","Warn: Project is vulnerable to: GHSA-43jf-985q-588j","Warn: Project is vulnerable to: GHSA-43q8-3fv7-pr5x","Warn: Project is vulnerable to: GHSA-44qp-9wwf-734r","Warn: Project is vulnerable to: PYSEC-2021-150 / GHSA-452g-f7fp-9jf7","Warn: Project is vulnerable to: GHSA-49rq-hwc3-x77w","Warn: Project is vulnerable to: PYSEC-2021-398 / GHSA-49rx-x2rw-pc6f","Warn: Project is vulnerable to: GHSA-4c4g-crqm-xrxw","Warn: Project is vulnerable to: PYSEC-2021-411 / GHSA-4f99-p9c2-3j8x","Warn: Project is vulnerable to: PYSEC-2021-184 / GHSA-4fg4-p75j-w5xj","Warn: Project is vulnerable to: PYSEC-2020-113 / GHSA-4g9f-63rx-5cw4","Warn: Project is vulnerable to: PYSEC-2021-179 / GHSA-4hrh-9vmp-2jgg","Warn: Project is vulnerable to: GHSA-4hvf-hxvg-f67v","Warn: Project is vulnerable to: PYSEC-2021-253 / GHSA-4hvv-7x94-7vq8","Warn: Project is vulnerable to: GHSA-4j82-5ccr-4r8v","Warn: Project is vulnerable to: PYSEC-2021-205 / GHSA-4p4p-www8-8fv9","Warn: Project is vulnerable to: GHSA-4pc4-m9mj-v2r9","Warn: Project is vulnerable to: GHSA-4v5p-v5h9-6xjx","Warn: Project is vulnerable to: PYSEC-2021-163 / GHSA-4vf2-4xcg-65cx","Warn: Project is vulnerable to: PYSEC-2021-233 / GHSA-4vrf-ff7v-hpgr","Warn: Project is vulnerable to: GHSA-4w68-4x85-mjj9","Warn: Project is vulnerable to: GHSA-4xfp-4pfp-89wg","Warn: Project is vulnerable to: PYSEC-2021-207 / GHSA-545v-42p7-98fq","Warn: Project is vulnerable to: GHSA-54ch-gjq5-4976","Warn: Project is vulnerable to: GHSA-54pp-c6pp-7fpx","Warn: Project is vulnerable to: GHSA-558h-mq8x-7q9g","Warn: Project is vulnerable to: PYSEC-2021-400 / GHSA-57wx-m983-2f88","Warn: Project is vulnerable to: GHSA-5889-7v45-q28m","Warn: Project is vulnerable to: PYSEC-2021-196 / GHSA-59q2-x2qc-4c97","Warn: Project is vulnerable to: PYSEC-2021-409 / GHSA-5crj-c72x-m7gq","Warn: Project is vulnerable to: GHSA-5f2r-qp73-37mr","Warn: Project is vulnerable to: PYSEC-2021-209 / GHSA-5gqf-456p-4836","Warn: Project is vulnerable to: GHSA-5hj3-vjjf-f5m7","Warn: Project is vulnerable to: PYSEC-2021-392 / GHSA-5hx2-qx8j-qjqm","Warn: Project is vulnerable to: GHSA-5qw5-89mw-wcg2","Warn: Project is vulnerable to: GHSA-5v77-j66x-4c4g","Warn: Project is vulnerable to: GHSA-5w96-866f-6rm8","Warn: Project is vulnerable to: GHSA-5wpj-c6f7-24x8","Warn: Project is vulnerable to: GHSA-5xwc-mrhx-5g3m","Warn: Project is vulnerable to: GHSA-627q-g293-49q7","Warn: Project is vulnerable to: PYSEC-2021-155 / GHSA-62gx-355r-9fhg","Warn: Project is vulnerable to: PYSEC-2020-118 / GHSA-63xm-rx5p-xvqr","Warn: Project is vulnerable to: GHSA-6445-fm66-fvq2","Warn: Project is vulnerable to: GHSA-647v-r7qq-24fh","Warn: Project is vulnerable to: GHSA-64jg-wjww-7c5w","Warn: Project is vulnerable to: GHSA-66vq-54fq-6jvv","Warn: Project is vulnerable to: GHSA-67pf-62xr-q35m","Warn: Project is vulnerable to: GHSA-689c-r7h2-fv9v","Warn: Project is vulnerable to: GHSA-68v3-g9cm-rmm6","Warn: Project is vulnerable to: PYSEC-2021-165 / GHSA-6f84-42vf-ppwp","Warn: Project is vulnerable to: PYSEC-2021-215 / GHSA-6f89-8j54-29xf","Warn: Project is vulnerable to: GHSA-6gmv-pjp9-p8w8","Warn: Project is vulnerable to: GHSA-6gv8-p3vj-pxvr","Warn: Project is vulnerable to: GHSA-6hg6-5c2q-7rcr","Warn: Project is vulnerable to: PYSEC-2021-401 / GHSA-6hpv-v2rx-c5g6","Warn: Project is vulnerable to: PYSEC-2021-171 / GHSA-6j9c-grc6-5m6g","Warn: Project is vulnerable to: GHSA-6p5r-g9mq-ggh2","Warn: Project is vulnerable to: PYSEC-2021-212 / GHSA-6qgm-fv6v-rfpv","Warn: Project is vulnerable to: GHSA-6wfh-89q8-44jq","Warn: Project is vulnerable to: GHSA-6x99-gv2v-q76v","Warn: Project is vulnerable to: GHSA-75c9-jrh4-79mc","Warn: Project is vulnerable to: PYSEC-2021-201 / GHSA-75f6-78jr-4656","Warn: Project is vulnerable to: GHSA-762h-vpvw-3rcx","Warn: Project is vulnerable to: PYSEC-2021-156 / GHSA-772j-h9xw-ffp5","Warn: Project is vulnerable to: PYSEC-2021-154 / GHSA-772p-x54p-hjrv","Warn: Project is vulnerable to: GHSA-77gp-3h4r-6428","Warn: Project is vulnerable to: PYSEC-2021-397 / GHSA-786j-5qwq-r36x","Warn: Project is vulnerable to: PYSEC-2021-216 / GHSA-79fv-9865-4qcv","Warn: Project is vulnerable to: GHSA-79h2-q768-fpxr","Warn: Project is vulnerable to: PYSEC-2021-213 / GHSA-7cqx-92hp-x6wh","Warn: Project is vulnerable to: GHSA-7fvx-3jfc-2cpc","Warn: Project is vulnerable to: GHSA-7ghq-fvr3-pj2x","Warn: Project is vulnerable to: GHSA-7j3m-8g3c-9qqq","Warn: Project is vulnerable to: GHSA-7jvm-xxmr-v5cw","Warn: Project is vulnerable to: PYSEC-2021-396 / GHSA-7pxj-m4jf-r6h2","Warn: Project is vulnerable to: PYSEC-2021-417 / GHSA-7r94-xv9v-63jw","Warn: Project is vulnerable to: PYSEC-2021-399 / GHSA-7v94-64hj-m82h","Warn: Project is vulnerable to: GHSA-7x4v-9gxg-9hwj","Warn: Project is vulnerable to: GHSA-7xwj-5r4v-429p","Warn: Project is vulnerable to: GHSA-828c-5j5q-vrjq","Warn: Project is vulnerable to: PYSEC-2021-211 / GHSA-828x-qc2p-wprq","Warn: Project is vulnerable to: GHSA-84jm-4cf3-9jfm","Warn: Project is vulnerable to: PYSEC-2021-153 / GHSA-84mw-34w6-2q43","Warn: Project is vulnerable to: GHSA-87v6-crgm-2gfj","Warn: Project is vulnerable to: PYSEC-2021-174 / GHSA-8c89-2vwr-chcq","Warn: Project is vulnerable to: GHSA-8cxv-76p7-jxwr","Warn: Project is vulnerable to: GHSA-8fvv-46hw-vpg3","Warn: Project is vulnerable to: PYSEC-2021-197 / GHSA-8gv3-57p6-g35r","Warn: Project is vulnerable to: GHSA-8jj7-5vxc-pg2q","Warn: Project is vulnerable to: PYSEC-2021-251 / GHSA-8pmx-p244-g88h","Warn: Project is vulnerable to: GHSA-8r7c-3cm2-3h8f","Warn: Project is vulnerable to: GHSA-8rcj-c8pj-v3m3","Warn: Project is vulnerable to: PYSEC-2021-241 / GHSA-8rm6-75mf-7r7r","Warn: Project is vulnerable to: GHSA-8w5g-3wcv-9g2j","Warn: Project is vulnerable to: GHSA-8wwm-6264-x792","Warn: Project is vulnerable to: GHSA-93vr-9q9m-pj8p","Warn: Project is vulnerable to: GHSA-94mm-g2mv-8p7r","Warn: Project is vulnerable to: GHSA-95xm-g58g-3p88","Warn: Project is vulnerable to: GHSA-9697-98pf-4rw7","Warn: Project is vulnerable to: PYSEC-2020-258 / GHSA-977j-xj7q-2jr9","Warn: Project is vulnerable to: GHSA-97p7-w86h-vcf9","Warn: Project is vulnerable to: PYSEC-2021-236 / GHSA-97wf-p777-86jq","Warn: Project is vulnerable to: GHSA-98j8-c9q4-r38g","Warn: Project is vulnerable to: GHSA-98p5-x8x4-c9m5","Warn: Project is vulnerable to: GHSA-9942-r22v-78cp","Warn: Project is vulnerable to: GHSA-9c78-vcq7-7vxq","Warn: Project is vulnerable to: PYSEC-2021-238 / GHSA-9c84-4hx6-xmm4","Warn: Project is vulnerable to: GHSA-9c8h-2mv3-49ww","Warn: Project is vulnerable to: GHSA-9c8h-vvrj-w2p8","Warn: Project is vulnerable to: GHSA-9cr2-8pwr-fhfq","Warn: Project is vulnerable to: PYSEC-2021-410 / GHSA-9crf-c6qr-r273","Warn: Project is vulnerable to: GHSA-9fpg-838v-wpv7","Warn: Project is vulnerable to: GHSA-9gwq-6cwj-47h3","Warn: Project is vulnerable to: GHSA-9j4v-pp28-mxv7","Warn: Project is vulnerable to: PYSEC-2020-117 / GHSA-9mqp-7v2h-2382","Warn: Project is vulnerable to: GHSA-9p77-mmrw-69c7","Warn: Project is vulnerable to: GHSA-9px9-73fg-3fqp","Warn: Project is vulnerable to: GHSA-9v8w-xmr4-wgxp","Warn: Project is vulnerable to: PYSEC-2021-210 / GHSA-9vpm-rcf4-9wqw","Warn: Project is vulnerable to: GHSA-9vqj-64pv-w55c","Warn: Project is vulnerable to: GHSA-9w2p-5mgw-p94c","Warn: Project is vulnerable to: PYSEC-2021-220 / GHSA-9xh4-23q4-v6wr","Warn: Project is vulnerable to: PYSEC-2021-219 / GHSA-c45w-2wxr-pp53","Warn: Project is vulnerable to: GHSA-c545-c4f9-rf6v","Warn: Project is vulnerable to: GHSA-c582-c96p-r5cq","Warn: Project is vulnerable to: GHSA-c5x2-p679-95wc","Warn: Project is vulnerable to: GHSA-c6fh-56w7-fvjw","Warn: Project is vulnerable to: GHSA-c94w-c95p-phf8","Warn: Project is vulnerable to: PYSEC-2021-159 / GHSA-c968-pq7h-7fxv","Warn: Project is vulnerable to: PYSEC-2020-140 / GHSA-c9f3-9wfr-wgh7","Warn: Project is vulnerable to: GHSA-c9qf-r67m-p7cg","Warn: Project is vulnerable to: GHSA-cfpj-3q4c-jhvr","Warn: Project is vulnerable to: PYSEC-2021-230 / GHSA-cfx7-2xpc-8w4h","Warn: Project is vulnerable to: GHSA-cg88-rpvp-cjv5","Warn: Project is vulnerable to: GHSA-cgfm-62j4-v4rf","Warn: Project is vulnerable to: GHSA-ch4f-829c-v5pw","Warn: Project is vulnerable to: PYSEC-2021-246 / GHSA-cjc7-49v2-jp64","Warn: Project is vulnerable to: GHSA-cm5x-837x-jf3c","Warn: Project is vulnerable to: PYSEC-2021-414 / GHSA-cpf4-wx82-gxp6","Warn: Project is vulnerable to: PYSEC-2021-842 / GHSA-cq76-mxrc-vchh","Warn: Project is vulnerable to: PYSEC-2021-413 / GHSA-cqv6-3phm-hcwx","Warn: Project is vulnerable to: GHSA-cqvq-fvhr-v6hc","Warn: Project is vulnerable to: PYSEC-2021-240 / GHSA-crch-j389-5f84","Warn: Project is vulnerable to: GHSA-cv2p-32v3-vhwq","Warn: Project is vulnerable to: PYSEC-2020-134 / GHSA-cvpc-8phh-8f45","Warn: Project is vulnerable to: GHSA-cwpm-f78v-7m5c","Warn: Project is vulnerable to: PYSEC-2021-228 / GHSA-cwv3-863g-39vx","Warn: Project is vulnerable to: GHSA-f2vv-v9cg-qhh7","Warn: Project is vulnerable to: GHSA-f2w8-jw48-fr7j","Warn: Project is vulnerable to: GHSA-f49c-87jh-g47q","Warn: Project is vulnerable to: GHSA-f4rr-5m7v-wxcw","Warn: Project is vulnerable to: GHSA-f4w6-h4f5-wx45","Warn: Project is vulnerable to: PYSEC-2021-415 / GHSA-f54p-f6jp-4rhr","Warn: Project is vulnerable to: GHSA-f5cx-5wr3-5qrc","Warn: Project is vulnerable to: GHSA-f637-vh3r-vfh2","Warn: Project is vulnerable to: PYSEC-2021-187 / GHSA-f78g-q7r4-9wcv","Warn: Project is vulnerable to: GHSA-f7r5-q7cx-h668","Warn: Project is vulnerable to: GHSA-f8h4-7rgh-q2gm","Warn: Project is vulnerable to: GHSA-fcwc-p4fc-c5cc","Warn: Project is vulnerable to: GHSA-ffjm-4qwc-7cmf","Warn: Project is vulnerable to: GHSA-fhfc-2q7x-929f","Warn: Project is vulnerable to: GHSA-fpcp-9h7m-ffpx","Warn: Project is vulnerable to: PYSEC-2021-180 / GHSA-fphq-gw9m-ghrv","Warn: Project is vulnerable to: GHSA-fq6p-6334-8gr4","Warn: Project is vulnerable to: GHSA-fq86-3f29-px2c","Warn: Project is vulnerable to: GHSA-fqm2-gh8w-gr68","Warn: Project is vulnerable to: GHSA-fqxc-pvf8-2w9v","Warn: Project is vulnerable to: PYSEC-2021-404 / GHSA-fr77-rrx3-cp7g","Warn: Project is vulnerable to: GHSA-frqp-wp83-qggv","Warn: Project is vulnerable to: GHSA-fv25-wrff-wf86","Warn: Project is vulnerable to: GHSA-fv43-93gv-vm8f","Warn: Project is vulnerable to: GHSA-fx5c-h9f6-rv7c","Warn: Project is vulnerable to: GHSA-fxgc-95xx-grvq","Warn: Project is vulnerable to: PYSEC-2021-193 / GHSA-fxqh-cfjm-fp93","Warn: Project is vulnerable to: GHSA-g25h-jr74-qp5j","Warn: Project is vulnerable to: GHSA-g35r-369w-3fqp","Warn: Project is vulnerable to: GHSA-g468-qj8g-vcjc","Warn: Project is vulnerable to: PYSEC-2021-176 / GHSA-g4h2-gqm3-c9wq","Warn: Project is vulnerable to: PYSEC-2020-128 / GHSA-g7p5-5759-qv46","Warn: Project is vulnerable to: GHSA-g8wg-cjwc-xhhp","Warn: Project is vulnerable to: GHSA-g9fm-r5mm-rf9f","Warn: Project is vulnerable to: GHSA-g9h5-vr8m-x2h4","Warn: Project is vulnerable to: GHSA-gcvh-66ff-4mwm","Warn: Project is vulnerable to: GHSA-gf2j-f278-xh4v","Warn: Project is vulnerable to: GHSA-gf88-j2mg-cc82","Warn: Project is vulnerable to: GHSA-gf97-q72m-7579","Warn: Project is vulnerable to: GHSA-gh6x-4whr-2qv4","Warn: Project is vulnerable to: PYSEC-2021-393 / GHSA-gh8h-7j2j-qv4f","Warn: Project is vulnerable to: GHSA-gjh7-xx4r-x345","Warn: Project is vulnerable to: GHSA-gjqc-q9g6-q2j3","Warn: Project is vulnerable to: GHSA-gq2j-cr96-gvqx","Warn: Project is vulnerable to: PYSEC-2021-244 / GHSA-gv26-jpj9-c8gq","Warn: Project is vulnerable to: PYSEC-2021-198 / GHSA-gvm4-h8j3-rjrq","Warn: Project is vulnerable to: GHSA-gw97-ff7c-9v96","Warn: Project is vulnerable to: GHSA-h246-cgh4-7475","Warn: Project is vulnerable to: GHSA-h2wq-prv9-2f56","Warn: Project is vulnerable to: GHSA-h48f-q7rw-hvr7","Warn: Project is vulnerable to: PYSEC-2021-243 / GHSA-h4pc-gx2w-f2xv","Warn: Project is vulnerable to: GHSA-h5g4-ppwx-48q2","Warn: Project is vulnerable to: GHSA-h5vq-gw2c-pq47","Warn: Project is vulnerable to: PYSEC-2021-405 / GHSA-h67m-xg8f-fxcf","Warn: Project is vulnerable to: PYSEC-2020-125 / GHSA-h6fg-mjxg-hqq4","Warn: Project is vulnerable to: GHSA-h6gw-r52c-724r","Warn: Project is vulnerable to: GHSA-h6jh-7gv5-28vg","Warn: Project is vulnerable to: GHSA-h6q3-vv32-2cq5","Warn: Project is vulnerable to: GHSA-h7ff-cfc9-wmmh","Warn: Project is vulnerable to: PYSEC-2021-190 / GHSA-h9px-9vqg-222h","Warn: Project is vulnerable to: PYSEC-2021-152 / GHSA-hc6c-75p4-hmq4","Warn: Project is vulnerable to: PYSEC-2020-255 / GHSA-hhvc-g5hv-48c6","Warn: Project is vulnerable to: PYSEC-2021-182 / GHSA-hmg3-c7xj-6qwm","Warn: Project is vulnerable to: GHSA-hp4c-x6r7-6555","Warn: Project is vulnerable to: GHSA-hpv4-7p9c-mvfr","Warn: Project is vulnerable to: GHSA-hq7g-wwwp-q46h","Warn: Project is vulnerable to: GHSA-hrg5-737c-2p56","Warn: Project is vulnerable to: GHSA-hwr7-8gxx-fj5p","Warn: Project is vulnerable to: GHSA-hx9q-2mx4-m4pg","Warn: Project is vulnerable to: GHSA-j3mj-fhpq-qqjj","Warn: Project is vulnerable to: GHSA-j43h-pgmg-5hjq","Warn: Project is vulnerable to: PYSEC-2021-169 / GHSA-j47f-4232-hvv8","Warn: Project is vulnerable to: GHSA-j5w9-hmfh-4cr6","Warn: Project is vulnerable to: PYSEC-2021-224 / GHSA-j7rm-8ww4-xx2g","Warn: Project is vulnerable to: PYSEC-2021-394 / GHSA-j86v-p27c-73fm","Warn: Project is vulnerable to: PYSEC-2021-419 / GHSA-j8c8-67vp-6mx7","Warn: Project is vulnerable to: PYSEC-2021-175 / GHSA-j8qc-5fqr-52fp","Warn: Project is vulnerable to: PYSEC-2021-237 / GHSA-j8qh-3xrq-c825","Warn: Project is vulnerable to: PYSEC-2021-242 / GHSA-jf7h-7m85-w2v2","Warn: Project is vulnerable to: PYSEC-2021-166 / GHSA-jfp7-4j67-8r3q","Warn: Project is vulnerable to: PYSEC-2021-189 / GHSA-jhq9-wm9m-cf89","Warn: Project is vulnerable to: GHSA-jjm6-4vf7-cjh4","Warn: Project is vulnerable to: PYSEC-2021-229 / GHSA-jjr8-m8g8-p6wv","Warn: Project is vulnerable to: GHSA-jq6x-99hj-q636","Warn: Project is vulnerable to: GHSA-jqm7-m5q7-3hm5","Warn: Project is vulnerable to: GHSA-jvhc-5hhr-w3v5","Warn: Project is vulnerable to: GHSA-jwf9-w5xm-f437","Warn: Project is vulnerable to: PYSEC-2021-402 / GHSA-m342-ff57-4jcc","Warn: Project is vulnerable to: PYSEC-2021-183 / GHSA-m34j-p8rj-wjxq","Warn: Project is vulnerable to: PYSEC-2021-172 / GHSA-m3f9-w3p3-p669","Warn: Project is vulnerable to: GHSA-m4hf-j54p-p353","Warn: Project is vulnerable to: PYSEC-2021-389 / GHSA-m539-j985-hcr8","Warn: Project is vulnerable to: PYSEC-2020-256 / GHSA-m648-33qf-v3gp","Warn: Project is vulnerable to: GHSA-m6cv-4fmf-66xf","Warn: Project is vulnerable to: GHSA-m6vp-8q9j-whx4","Warn: Project is vulnerable to: GHSA-m7fm-4jfh-jrg6","Warn: Project is vulnerable to: GHSA-mg66-qvc5-rm93","Warn: Project is vulnerable to: GHSA-mgmh-g2v6-mqw5","Warn: Project is vulnerable to: GHSA-mh3m-62v7-68xg","Warn: Project is vulnerable to: PYSEC-2021-254 / GHSA-mmq6-q8r3-48fm","Warn: Project is vulnerable to: PYSEC-2021-247 / GHSA-mq5c-prh3-3f3h","Warn: Project is vulnerable to: PYSEC-2021-195 / GHSA-mqh2-9wrp-vx84","Warn: Project is vulnerable to: GHSA-mv77-9g28-cwg3","Warn: Project is vulnerable to: PYSEC-2021-222 / GHSA-mv78-g7wq-mhp4","Warn: Project is vulnerable to: GHSA-mv8m-8x97-937q","Warn: Project is vulnerable to: GHSA-mw6j-hh29-h379","Warn: Project is vulnerable to: PYSEC-2020-131 / GHSA-mxjj-953w-2c2v","Warn: Project is vulnerable to: GHSA-p2xf-8hgm-hpw5","Warn: Project is vulnerable to: PYSEC-2021-185 / GHSA-p45v-v4pw-77jr","Warn: Project is vulnerable to: GHSA-p7hr-f446-x6qf","Warn: Project is vulnerable to: GHSA-p9rc-rmr5-529j","Warn: Project is vulnerable to: GHSA-pf36-r9c6-h97j","Warn: Project is vulnerable to: GHSA-pfjj-m3jj-9jc9","Warn: Project is vulnerable to: PYSEC-2021-843 / GHSA-pgcq-h79j-2f69","Warn: Project is vulnerable to: PYSEC-2021-200 / GHSA-ph87-fvjr-v33w","Warn: Project is vulnerable to: PYSEC-2021-235 / GHSA-pmpr-55fj-r229","Warn: Project is vulnerable to: GHSA-pqhm-4wvf-2jg8","Warn: Project is vulnerable to: GHSA-pqrv-8r2f-7278","Warn: Project is vulnerable to: PYSEC-2021-390 / GHSA-prcg-wp5q-rv7p","Warn: Project is vulnerable to: PYSEC-2021-203 / GHSA-pvrc-hg3f-58r6","Warn: Project is vulnerable to: GHSA-pxrw-j2fv-hx3h","Warn: Project is vulnerable to: PYSEC-2020-257 / GHSA-q263-fvxm-m5mw","Warn: Project is vulnerable to: GHSA-q2c3-jpmc-gfjx","Warn: Project is vulnerable to: GHSA-q3g3-h9r4-prrc","Warn: Project is vulnerable to: PYSEC-2020-130 / GHSA-q4qf-3fc6-8x34","Warn: Project is vulnerable to: GHSA-q5jv-m6qw-5g37","Warn: Project is vulnerable to: GHSA-q7f7-544h-67h9","Warn: Project is vulnerable to: GHSA-q85f-69q7-55h2","Warn: Project is vulnerable to: PYSEC-2020-127 / GHSA-q8gv-q7wr-9jf8","Warn: Project is vulnerable to: GHSA-qfpc-5pjr-mh26","Warn: Project is vulnerable to: PYSEC-2020-132 / GHSA-qh32-6jjc-qprm","Warn: Project is vulnerable to: GHSA-qhw4-wwr7-gjc5","Warn: Project is vulnerable to: PYSEC-2020-254 / GHSA-qhxx-j73r-qpm2","Warn: Project is vulnerable to: GHSA-qj5r-f9mv-rffh","Warn: Project is vulnerable to: GHSA-qjj8-32p7-h289","Warn: Project is vulnerable to: GHSA-qjqc-vqcf-5qvj","Warn: Project is vulnerable to: GHSA-qr82-2c78-4m8h","Warn: Project is vulnerable to: PYSEC-2021-252 / GHSA-qw5h-7f53-xrp6","Warn: Project is vulnerable to: GHSA-qx3f-p745-w4hr","Warn: Project is vulnerable to: GHSA-qxpx-j395-pw36","Warn: Project is vulnerable to: GHSA-r26c-679w-mrjm","Warn: Project is vulnerable to: PYSEC-2021-192 / GHSA-r35g-4525-29fq","Warn: Project is vulnerable to: GHSA-r4c4-5fpq-56wg","Warn: Project is vulnerable to: PYSEC-2021-161 / GHSA-r4pj-74mg-8868","Warn: Project is vulnerable to: GHSA-r6jx-9g48-2r5r","Warn: Project is vulnerable to: PYSEC-2021-202 / GHSA-r6pg-pjwc-j585","Warn: Project is vulnerable to: GHSA-rc9w-5c64-9vqq","Warn: Project is vulnerable to: GHSA-rcf8-g8jv-vg6p","Warn: Project is vulnerable to: PYSEC-2021-239 / GHSA-rf3h-xgv5-2q39","Warn: Project is vulnerable to: PYSEC-2021-416 / GHSA-rg3m-hqc5-344v","Warn: Project is vulnerable to: PYSEC-2021-245 / GHSA-rgvq-pcvf-hx75","Warn: Project is vulnerable to: GHSA-rh87-q4vg-m45j","Warn: Project is vulnerable to: GHSA-rhrq-64mq-hf9h","Warn: Project is vulnerable to: GHSA-rjx6-v474-2ch9","Warn: Project is vulnerable to: GHSA-rmg2-f698-wq35","Warn: Project is vulnerable to: PYSEC-2020-138 / GHSA-rrfp-j2mp-hq9c","Warn: Project is vulnerable to: GHSA-rrx2-r989-2c43","Warn: Project is vulnerable to: GHSA-rww7-2gpw-fv6j","Warn: Project is vulnerable to: GHSA-v3f7-j968-4h5f","Warn: Project is vulnerable to: PYSEC-2021-234 / GHSA-v52p-hfjf-wg88","Warn: Project is vulnerable to: GHSA-v5xg-3q2c-c2r4","Warn: Project is vulnerable to: GHSA-v6h3-348g-6h5x","Warn: Project is vulnerable to: PYSEC-2021-214 / GHSA-v6r6-84gr-92rm","Warn: Project is vulnerable to: GHSA-v768-w7m9-2vmm","Warn: Project is vulnerable to: GHSA-v7vw-577f-vp8x","Warn: Project is vulnerable to: GHSA-v82p-hv3v-p6qp","Warn: Project is vulnerable to: GHSA-vcjj-9vg7-vf68","Warn: Project is vulnerable to: PYSEC-2021-232 / GHSA-vf94-36g5-69v8","Warn: Project is vulnerable to: PYSEC-2021-225 / GHSA-vfr4-x8j2-3rf9","Warn: Project is vulnerable to: GHSA-vgvh-2pf4-jr2x","Warn: Project is vulnerable to: GHSA-vjg4-v33c-ggc4","Warn: Project is vulnerable to: GHSA-vm7x-4qhj-rrcq","Warn: Project is vulnerable to: GHSA-vmjw-c2vp-p33c","Warn: Project is vulnerable to: PYSEC-2021-218 / GHSA-vq2r-5xvm-3hc3","Warn: Project is vulnerable to: PYSEC-2021-188 / GHSA-vqw6-72r7-fgw7","Warn: Project is vulnerable to: PYSEC-2021-250 / GHSA-vvg4-vgrv-xfr7","Warn: Project is vulnerable to: PYSEC-2021-406 / GHSA-vwhq-49r4-gj9v","Warn: Project is vulnerable to: GHSA-vxv8-r8q2-63xw","Warn: Project is vulnerable to: GHSA-w4xf-2pqw-5mq7","Warn: Project is vulnerable to: PYSEC-2020-129 / GHSA-w5gh-2wr2-pm6g","Warn: Project is vulnerable to: GHSA-w62h-8xjm-fv49","Warn: Project is vulnerable to: GHSA-w74j-v8xh-3w5h","Warn: Project is vulnerable to: GHSA-wc4g-r73w-x8mm","Warn: Project is vulnerable to: PYSEC-2021-157 / GHSA-wcv5-qrj6-9pfm","Warn: Project is vulnerable to: GHSA-wcv5-vrvr-3rx2","Warn: Project is vulnerable to: GHSA-wf5p-c75w-w3wh","Warn: Project is vulnerable to: PYSEC-2021-208 / GHSA-whr9-vfh2-7hm6","Warn: Project is vulnerable to: GHSA-wm93-f238-7v37","Warn: Project is vulnerable to: PYSEC-2021-204 / GHSA-wp3c-xw9g-gpcg","Warn: Project is vulnerable to: GHSA-wp77-4gmm-7cq8","Warn: Project is vulnerable to: GHSA-wq6q-6m32-9rv9","Warn: Project is vulnerable to: GHSA-wqmc-pm8c-2jhc","Warn: Project is vulnerable to: GHSA-wr9v-g9vf-c74v","Warn: Project is vulnerable to: PYSEC-2021-256 / GHSA-wvjw-p9f5-vq28","Warn: Project is vulnerable to: GHSA-wxjj-cgcx-r3vq","Warn: Project is vulnerable to: PYSEC-2021-407 / GHSA-x3v8-c8qx-3j3r","Warn: Project is vulnerable to: PYSEC-2021-164 / GHSA-x4g7-fvjj-prg8","Warn: Project is vulnerable to: GHSA-x4qx-4fjv-hmw6","Warn: Project is vulnerable to: PYSEC-2021-186 / GHSA-x83m-p7pv-ch8v","Warn: Project is vulnerable to: PYSEC-2021-217 / GHSA-x8h6-xgqx-jqgp","Warn: Project is vulnerable to: GHSA-x989-q2pq-4q5x","Warn: Project is vulnerable to: PYSEC-2020-133 / GHSA-x9j7-x98r-r4w2","Warn: Project is vulnerable to: PYSEC-2021-167 / GHSA-xcwj-wfcm-m23c","Warn: Project is vulnerable to: GHSA-xf83-q765-xm6m","Warn: Project is vulnerable to: PYSEC-2021-177 / GHSA-xgc3-m89p-vr3x","Warn: Project is vulnerable to: PYSEC-2021-162 / GHSA-xm2v-8rrw-w9pm","Warn: Project is vulnerable to: PYSEC-2020-126 / GHSA-xmq7-7fxm-rr79","Warn: Project is vulnerable to: PYSEC-2021-178 / GHSA-xqfj-35wv-m3cr","Warn: Project is vulnerable to: PYSEC-2021-255 / GHSA-xqfj-cr6q-pc8w","Warn: Project is vulnerable to: GHSA-xrp2-fhq4-4q3w","Warn: Project is vulnerable to: PYSEC-2021-395 / GHSA-xrqm-fpgr-6hhx","Warn: Project is vulnerable to: PYSEC-2021-221 / GHSA-xvjm-fvxx-q3hv","Warn: Project is vulnerable to: GHSA-xvwp-h6jv-7472","Warn: Project is vulnerable to: PYSEC-2021-194 / GHSA-xw93-v57j-fcgh","Warn: Project is vulnerable to: PYSEC-2020-139 / GHSA-xwhf-g6j5-j5gc","Warn: Project is vulnerable to: GHSA-xxcj-rhqg-m46g","Warn: Project is vulnerable to: PYSEC-2020-114","Warn: Project is vulnerable to: PYSEC-2020-115","Warn: Project is vulnerable to: PYSEC-2020-116","Warn: Project is vulnerable to: PYSEC-2020-119","Warn: Project is vulnerable to: PYSEC-2020-120","Warn: Project is vulnerable to: PYSEC-2020-121","Warn: Project is vulnerable to: PYSEC-2020-122","Warn: Project is vulnerable to: PYSEC-2020-123","Warn: Project is vulnerable to: PYSEC-2020-124","Warn: Project is vulnerable to: PYSEC-2021-151","Warn: Project is vulnerable to: PYSEC-2021-181","Warn: Project is vulnerable to: PYSEC-2021-191","Warn: Project is vulnerable to: PYSEC-2021-248"],"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":"2025-08-18T19:42:04.412Z","repository_id":38297398,"created_at":"2025-08-18T19:42:04.412Z","updated_at":"2025-08-18T19:42:04.412Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30314624,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-09T20:05:46.299Z","status":"ssl_error","status_checked_at":"2026-03-09T19:57:04.425Z","response_time":61,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: 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":["bert","natural-language-processing","nlp","text-featurization"],"created_at":"2026-03-09T22:30:07.151Z","updated_at":"2026-03-09T22:30:07.754Z","avatar_url":"https://github.com/fidelity.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"[![ci](https://github.com/fidelity/textwiser/actions/workflows/ci.yml/badge.svg?branch=master)](https://github.com/fidelity/textwiser/actions/workflows/ci.yml) [![PyPI version fury.io](https://badge.fury.io/py/textwiser.svg)](https://pypi.python.org/pypi/textwiser/) [![PyPI license](https://img.shields.io/pypi/l/textwiser.svg)](https://pypi.python.org/pypi/textwiser/) [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](http://makeapullrequest.com) [![Downloads](https://static.pepy.tech/personalized-badge/textwiser?period=total\u0026units=international_system\u0026left_color=grey\u0026right_color=orange\u0026left_text=Downloads)](https://pepy.tech/project/textwiser)\n\n\n# TextWiser: Text Featurization Library\n\n[TextWiser (AAAI'21)](https://ojs.aaai.org/index.php/AAAI/article/view/17814) is a research library that provides a unified framework for text featurization based on a rich set of methods while taking advantage of pretrained models provided by the state-of-the-art libraries. \n\nThe main contributions include:\n\n* **Rich Set of Embeddings:** A wide range of available [embeddings](#available-embeddings) and [transformations](#available-transformations)\n to choose from.  \n* **Fine-Tuning:** Designed to support a ``PyTorch`` backend, and hence, retains the ability to \n[fine-tune featurizations](#fine-tuning-for-downstream-tasks) for downstream tasks. \nThat means, if you pass the resulting fine-tunable embeddings to a training method, the features will \nbe optimized automatically for your application. \n* **Parameter Optimization:** Interoperable with the standard ```scikit-learn``` pipeline for hyper-parameter tuning and rapid experimentation. All underlying parameters are exposed to the user.\n* **Grammar of Embeddings:** Introduces a novel approach to design embeddings from components. \nThe [compound embedding](#compound-embedding) allows forming arbitrarily complex embeddings in accordance with a \n[context-free grammar](https://fidelity.github.io/textwiser/compound.html#a-context-free-grammar-of-embeddings) that defines a formal language for valid text featurization.\n* **GPU Native:** Built with GPUs in mind. If it detects available hardware, the relevant models are automatically placed on the GPU. \n \nTextWiser is developed by the Artificial Intelligence Center of Excellence at Fidelity Investments. Documentation is available at [fidelity.github.io/textwiser](https://fidelity.github.io/textwiser). Here is the [video of the paper presentation at AAAI 2021](https://slideslive.com/38951112/representing-the-unification-of-text-featurization-using-a-contextfree-grammar?ref=account-folder-75501-folders). \n \n## Quick Start\n\n```python\n# Conceptually, TextWiser is composed of an Embedding, potentially with a pretrained model,\n# that can be chained into zero or more Transformations\nfrom textwiser import TextWiser, Embedding, Transformation, WordOptions, PoolOptions\n\n# Data\ndocuments = [\"Some document\", \"More documents. Including multi-sentence documents.\"]\n\n# Model: TFIDF `min_df` parameter gets passed to sklearn automatically\nemb = TextWiser(Embedding.TfIdf(min_df=1))\n\n# Model: TFIDF followed with an NMF + SVD\nemb = TextWiser(Embedding.TfIdf(min_df=1), [Transformation.NMF(n_components=30), Transformation.SVD(n_components=10)])\n\n# Model: Word2Vec with no pretraining that learns from the input data\nemb = TextWiser(Embedding.Word(word_option=WordOptions.word2vec, pretrained=None), Transformation.Pool(pool_option=PoolOptions.min))\n\n# Model: BERT with the pretrained bert-base-uncased embedding\nemb = TextWiser(Embedding.Word(word_option=WordOptions.bert), Transformation.Pool(pool_option=PoolOptions.first))\n\n# Features\nvecs = emb.fit_transform(documents)\n```\n\n### Available Embeddings\n\n| Embeddings | Notes |\n| :--------------------: | :-----: |\n| [Bag of Words (BoW)](https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.CountVectorizer.html#sklearn.feature_extraction.text.CountVectorizer) | Supported by ``scikit-learn`` \u003cbr\u003e Defaults to training from scratch|\n| [Term Frequency Inverse Document Frequency (TfIdf)](https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.TfidfVectorizer.html) | Supported by ``scikit-learn`` \u003cbr\u003e Defaults to training from scratch|\n| [Document Embeddings (Doc2Vec)](https://radimrehurek.com/gensim/models/doc2vec.html)| Supported by ``gensim`` \u003cbr\u003e Defaults to training from scratch |\n| [Universal Sentence Encoder (USE)](https://tfhub.dev/google/universal-sentence-encoder-large/5) | Supported by ``tensorflow``, see [requirements](requirements) \u003cbr\u003e Defaults to [large v5](https://tfhub.dev/google/universal-sentence-encoder-large/5) |\n| [Compound Embedding](#compound-embedding) | Supported by a [context-free grammar](#a-context-free-grammar-of-embeddings)|\n| Word Embedding: [Word2Vec](https://github.com/zalandoresearch/flair/blob/master/resources/docs/embeddings/CLASSIC_WORD_EMBEDDINGS.md) | Supported by these [pretrained embeddings](https://github.com/zalandoresearch/flair/blob/master/resources/docs/embeddings/CLASSIC_WORD_EMBEDDINGS.md) \u003cbr\u003e Common pretrained options include ``crawl``, ``glove``, ``extvec``, ``twitter``, and ``en-news`` \u003cbr\u003e When the pretrained option is ``None``, trains a new model from the given data \u003cbr\u003e Defaults to ``en``, FastText embeddings trained on news |\n| Word Embedding: [Character](https://github.com/zalandoresearch/flair/blob/master/resources/docs/TUTORIAL_3_WORD_EMBEDDING.md#character-embeddings)| Initialized randomly and not pretrained \u003cbr\u003e Useful when trained for a downstream task \u003cbr\u003e Enable [fine-tuning](#fine-tuning-for-downstream-tasks) to get good embeddings |\n| Word Embedding: [BytePair](https://github.com/zalandoresearch/flair/blob/master/resources/docs/embeddings/BYTE_PAIR_EMBEDDINGS.md) | Supported by these [pretrained embeddings](https://nlp.h-its.org/bpemb/#download\u003e) \u003cbr\u003e Pretrained options can be specified with the string ``\u003clang\u003e_\u003cdim\u003e_\u003cvocab_size\u003e`` \u003cbr\u003e Default options can be omitted like ``en``, ``en_100``, or ``en__10000`` \u003cbr\u003e Defaults to ``en``, which is equal to ``en_100_10000`` |\n| Word Embedding: [ELMo](https://tfhub.dev/google/elmo/3) | Supported by these [pretrained embeddings](https://tfhub.dev/google/elmo/3) from TensorflowHub \u003cbr\u003e Defaults to ``original`` |\n| Word Embedding: [Flair](https://github.com/zalandoresearch/flair/blob/master/resources/docs/embeddings/FLAIR_EMBEDDINGS.md) |  Supported by these [pretrained embeddings](https://github.com/zalandoresearch/flair/blob/master/resources/docs/embeddings/FLAIR_EMBEDDINGS.md) \u003cbr\u003e Defaults to ``news-forward-fast`` |\n| Word Embedding: [BERT](https://github.com/huggingface/transformers#model-architectures)| Supported by these [pretrained embeddings](https://huggingface.co/transformers/pretrained_models.html) \u003cbr\u003e Defaults to ``bert-base-uncased`` |\n| Word Embedding: [OpenAI GPT](https://github.com/huggingface/transformers#model-architectures)| Supported by these [pretrained embeddings](https://huggingface.co/transformers/pretrained_models.html) \u003cbr\u003e Defaults to ``openai-gpt`` |\n| Word Embedding: [OpenAI GPT2](https://github.com/huggingface/transformers#model-architectures) |Supported by these [pretrained embeddings](https://huggingface.co/transformers/pretrained_models.html) \u003cbr\u003e Defaults to ``gpt2-medium`` |\n| Word Embedding: [TransformerXL](https://github.com/huggingface/transformers#model-architectures) |Supported by these [pretrained embeddings](https://huggingface.co/transformers/pretrained_models.html) \u003cbr\u003e Defaults to ``transfo-xl-wt103`` |\n| Word Embedding: [XLNet](https://github.com/huggingface/transformers#model-architectures)|Supported by these [pretrained embeddings](https://huggingface.co/transformers/pretrained_models.html) \u003cbr\u003e Defaults to ``xlnet-large-cased`` |\n| Word Embedding: [XLM](https://github.com/huggingface/transformers#model-architectures)|Supported by these [pretrained embeddings](https://huggingface.co/transformers/pretrained_models.html) \u003cbr\u003e Defaults to ``xlm-mlm-en-2048`` |\n| Word Embedding: [RoBERTa](https://github.com/huggingface/transformers#model-architectures) |Supported by these [pretrained embeddings](https://huggingface.co/transformers/pretrained_models.html) \u003cbr\u003e Defaults to ``roberta-base`` |\n| Word Embedding: [DistilBERT](https://github.com/huggingface/transformers#model-architectures) | Supported by these [pretrained embeddings](https://huggingface.co/transformers/pretrained_models.html) \u003cbr\u003e Defaults to ``distilbert-base-uncased`` |\n| Word Embedding: [CTRL](https://github.com/huggingface/transformers#model-architectures) | Supported by these [pretrained embeddings](https://huggingface.co/transformers/pretrained_models.html) \u003cbr\u003e Defaults to ``ctrl`` |\n| Word Embedding: [ALBERT](https://github.com/huggingface/transformers#model-architectures) | Supported by these [pretrained embeddings](https://huggingface.co/transformers/pretrained_models.html) \u003cbr\u003e Defaults to ``albert-base-v2`` |\n| Word Embedding: [T5](https://github.com/huggingface/transformers#model-architectures) | Supported by these [pretrained embeddings](https://huggingface.co/transformers/pretrained_models.html) \u003cbr\u003e Defaults to ``t5-base`` |\n| Word Embedding: [XLM-RoBERTa](https://github.com/huggingface/transformers#model-architectures) | Supported by these [pretrained embeddings](https://huggingface.co/transformers/pretrained_models.html) \u003cbr\u003e Defaults to ``xlm-roberta-base`` |\n| Word Embedding: [BART](https://github.com/huggingface/transformers#model-architectures) | Supported by these [pretrained embeddings](https://huggingface.co/transformers/pretrained_models.html) \u003cbr\u003e Defaults to ``facebook/bart-base`` |\n| Word Embedding: [ELECTRA](https://github.com/huggingface/transformers#model-architectures) | Supported by these [pretrained embeddings](https://huggingface.co/transformers/pretrained_models.html) \u003cbr\u003e Defaults to ``google/electra-base-generator`` |\n| Word Embedding: [DialoGPT](https://github.com/huggingface/transformers#model-architectures) | Supported by these [pretrained embeddings](https://huggingface.co/transformers/pretrained_models.html) \u003cbr\u003e Defaults to ``microsoft/DialoGPT-small`` |\n| Word Embedding: [Longformer](https://github.com/huggingface/transformers#model-architectures) | Supported by these [pretrained embeddings](https://huggingface.co/transformers/pretrained_models.html) \u003cbr\u003e Defaults to ``allenai/longformer-base-4096`` |\n\n### Available Transformations\n\n| Transformations | Notes |\n| :---------------: | :-----: |\n| [Singular Value Decomposition (SVD)](https://pytorch.org/docs/stable/torch.html#torch.svd) | Differentiable |\n| [Latent Dirichlet Allocation (LDA)](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.LatentDirichletAllocation.html#sklearn.decomposition.LatentDirichletAllocation) | Not differentiable |\n| [Non-negative Matrix Factorization (NMF)](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.NMF.html#sklearn.decomposition.NMF) | Not differentiable |\n| [Uniform Manifold Approximation and Projection (UMAP)](https://umap-learn.readthedocs.io/en/latest/parameters.html) | Not differentiable |  \n| Pooling Word Vectors | Applies to word embeddings only \u003cbr\u003e Reduces word-level vectors to document-level \u003cbr\u003e Pool options include ``max``, ``min``, ``mean``, ``first``, and ``last`` \u003cbr\u003e Defaults to ``max`` |\n\n## Usage Examples\nExamples can be found under the [notebooks](notebooks) folder.\n \n## Installation\nTextWiser requires **Python 3.8+** and can be installed from PyPI using ``pip install textwiser``, using ``pip install textwiser[full]`` to install from PyPI with all optional dependencies, or by building from source by following the instructions\nin our [documentation](https://fidelity.github.io/textwiser/installation.html).\n\n## Compound Embedding\nA unique research contribution of TextWiser lies in its novel approach in creating embeddings from components, \ncalled the Compound Embedding. \n\nThis method allows forming arbitrarily complex embeddings, thanks to a \ncontext-free grammar that defines a formal language for valid text featurization. You can see the details\nin our [documentation](https://fidelity.github.io/textwiser/compound.html) and in the [usage example](notebooks/basic_usage_example.ipynb).\n\n## Fine-Tuning for Downstream Tasks\nAll Word2Vec and transformer-based embeddings and any embedding followed with an ``svd`` transformation are fine-tunable for downstream tasks. \nIn other words, if you pass the resulting fine-tunable embedding to a PyTorch training method, the features will automatically \nbe trained for your application. You can see the details in our [documentation](https://fidelity.github.io/textwiser/fine_tuning.html)\nand in the [usage example](notebooks/finetune_example.ipynb).\n\n## Tokenization\nIn general, text data should be **whitespace-tokenized** before being fed into TextWiser. \nCustomized tokenization is also supported as described in more detail \nin our [documentation](https://fidelity.github.io/textwiser/fine_tuning.html)\n\n## Support\n\nPlease submit bug reports, questions and feature requests as [Issues](https://github.com/fidelity/textwiser/issues).\n\n## Citation\n\nIf you use TextWiser in a publication, please cite it as:\n\n```bibtex\n  @article{textwiser2021,\n    author={Kilitcioglu, Doruk and Kadioglu, Serdar},\n    title={Representing the Unification of Text Featurization using a Context-Free Grammar},\n    url={https://github.com/fidelity/textwiser},\n    journal={Proceedings of the AAAI Conference on Artificial Intelligence},\n    volume={35},\n    number={17},\n    year={2021},\n    month={May},\n    pages={15439-15445}\n  }\n```\n\n## License\nTextWiser is licensed under the [Apache License 2.0](LICENSE).\n\n\u003cbr\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffidelity%2Ftextwiser","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffidelity%2Ftextwiser","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffidelity%2Ftextwiser/lists"}