{"id":19377134,"url":"https://github.com/lgautier/tablecloth","last_synced_at":"2026-06-17T17:32:57.523Z","repository":{"id":57473088,"uuid":"178286148","full_name":"lgautier/tablecloth","owner":"lgautier","description":"Set the tables for data science work.","archived":false,"fork":false,"pushed_at":"2019-12-05T22:34:33.000Z","size":95,"stargazers_count":1,"open_issues_count":7,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2026-05-15T19:43:51.213Z","etag":null,"topics":["python","sql"],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/lgautier.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2019-03-28T21:39:57.000Z","updated_at":"2020-04-12T19:24:46.000Z","dependencies_parsed_at":"2022-09-19T08:51:35.533Z","dependency_job_id":null,"html_url":"https://github.com/lgautier/tablecloth","commit_stats":null,"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/lgautier/tablecloth","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lgautier%2Ftablecloth","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lgautier%2Ftablecloth/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lgautier%2Ftablecloth/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lgautier%2Ftablecloth/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/lgautier","download_url":"https://codeload.github.com/lgautier/tablecloth/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lgautier%2Ftablecloth/sbom","scorecard":{"id":586972,"data":{"date":"2025-08-11","repo":{"name":"github.com/lgautier/tablecloth","commit":"752776a39d92dbb8b6a106d57c347d429d763f29"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":3.5,"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":"Code-Review","score":5,"reason":"Found 12/21 approved changesets -- score normalized to 5","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":"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":"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":"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/pythonpackage.yml:14: update your workflow using https://app.stepsecurity.io/secureworkflow/lgautier/tablecloth/pythonpackage.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pythonpackage.yml:16: update your workflow using https://app.stepsecurity.io/secureworkflow/lgautier/tablecloth/pythonpackage.yml/master?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/pythonpackage.yml:21","Warn: pipCommand not pinned by hash: .github/workflows/pythonpackage.yml:24","Warn: pipCommand not pinned by hash: .github/workflows/pythonpackage.yml:31","Info:   0 out of   2 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   3 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":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/pythonpackage.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":"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":0,"reason":"license file not detected","details":["Warn: project does not have a license file"],"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 'master'"],"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":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":9,"reason":"1 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2022-238 / GHSA-h3qr-fjhm-jphw"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"name":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 15 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":"2025-08-20T20:47:08.307Z","repository_id":57473088,"created_at":"2025-08-20T20:47:08.308Z","updated_at":"2025-08-20T20:47:08.308Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34459540,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-17T02:00:05.408Z","response_time":127,"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":["python","sql"],"created_at":"2024-11-10T08:46:38.541Z","updated_at":"2026-06-17T17:32:57.504Z","avatar_url":"https://github.com/lgautier.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ![GitHub Logo](logo.png) Tablecloth\n\n![Travis build status](https://travis-ci.com/lgautier/tablecloth.svg?token=xf7sgesS9RQ1p1iLDXo9\u0026branch=master)\n![Github workflow status](https://github.com/rpy2/rpy2/workflows/Python%20package/badge.svg)\n\n---\n\nTablecloth is proposing to help with empirical and often interactive work with remote data tables in Python.\nThis can also be described as a Python package to help data scientists working with data accessible through\nsome dialect of SQL.\n\n## Why do this ?\n\nWhile there exists a selection of ORM and SQL code generators for Python (e.g., SQLAlchemy[1], PonyORM[2]m or Peewee[3]),\nthis project explores the use of SQL with Python from a rather different angle. Instead of starting from Python and\nhave a system that generates SQL from Python structures, expressions and library calls, we are starting\nfrom SQL and are using Python to manage dependencies and eventual bookkeeping related to query evaluation.\nSomething like an hybrid of SQL pre-processor or a build engine.\n\n## How does it work ?\n\nWe currently have a [tutorial as a Jupyter notebook](https://github.com/lgautier/tablecloth/blob/master/doc/notebooks/tutorial.ipynb).\n\n## References and relevant links\n\n1. https://www.sqlalchemy.org/\n2. https://ponyorm.org/\n3. http://docs.peewee-orm.com/en/latest/\n4. https://github.com/hashedin/jinjasql\n5. https://teradata.github.io/jupyterextensions/\n6. https://aws.amazon.com/athena/\n7. https://cloud.google.com/bigquery/\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flgautier%2Ftablecloth","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flgautier%2Ftablecloth","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flgautier%2Ftablecloth/lists"}