{"id":27924444,"url":"https://github.com/hablapps/doric","last_synced_at":"2025-10-10T03:33:19.007Z","repository":{"id":37092142,"uuid":"349138011","full_name":"hablapps/doric","owner":"hablapps","description":"Type safety for spark columns","archived":false,"fork":false,"pushed_at":"2025-07-09T18:22:19.000Z","size":14212,"stargazers_count":78,"open_issues_count":34,"forks_count":11,"subscribers_count":7,"default_branch":"main","last_synced_at":"2025-07-10T03:34:31.368Z","etag":null,"topics":["big","big-data","dataframe","scala","spark","spark-columns","typesafe"],"latest_commit_sha":null,"homepage":"https://www.hablapps.com/doric/","language":"Scala","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/hablapps.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":".github/CODEOWNERS","security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2021-03-18T16:10:19.000Z","updated_at":"2025-07-09T18:18:41.000Z","dependencies_parsed_at":"2023-02-14T09:46:37.950Z","dependency_job_id":"2f24ad88-1adc-4d3c-882b-1bcc3c553a1a","html_url":"https://github.com/hablapps/doric","commit_stats":{"total_commits":286,"total_committers":16,"mean_commits":17.875,"dds":0.6888111888111887,"last_synced_commit":"a013375b416f544b1f3708ba40f4c86db6cb5231"},"previous_names":[],"tags_count":8,"template":false,"template_full_name":null,"purl":"pkg:github/hablapps/doric","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hablapps%2Fdoric","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hablapps%2Fdoric/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hablapps%2Fdoric/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hablapps%2Fdoric/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/hablapps","download_url":"https://codeload.github.com/hablapps/doric/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hablapps%2Fdoric/sbom","scorecard":{"id":451965,"data":{"date":"2025-08-11","repo":{"name":"github.com/hablapps/doric","commit":"dd960ddca35f7dd7beca1ed1b63a7d2361265da1"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":4.2,"checks":[{"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":"Maintained","score":5,"reason":"7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5","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":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/ci.yml:1","Warn: no topLevel permission defined: .github/workflows/dependency-graph.yml:1","Warn: no topLevel permission defined: .github/workflows/labeler.yml:1","Warn: no topLevel permission defined: .github/workflows/on_push_dev.yml:1","Warn: no topLevel permission defined: .github/workflows/pr_comment.yml:1","Warn: no topLevel permission defined: .github/workflows/release.yml:1","Warn: no topLevel permission defined: .github/workflows/wc_build.yml:1","Warn: no topLevel permission defined: .github/workflows/wc_publishSite.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":"Dangerous-Workflow","score":0,"reason":"dangerous workflow patterns detected","details":["Warn: script injection with untrusted input ' github.head_ref ': .github/workflows/ci.yml:33"],"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":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: third-party GitHubAction not pinned by hash: .github/workflows/ci.yml:18: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/ci.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ci.yml:54: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/ci.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/ci.yml:75: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/ci.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/ci.yml:78: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/ci.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/dependency-graph.yml:14: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/dependency-graph.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/dependency-graph.yml:15: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/dependency-graph.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/dependency-graph.yml:16: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/dependency-graph.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/labeler.yml:9: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/labeler.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/labeler.yml:11: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/labeler.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pr_comment.yml:24: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/pr_comment.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pr_comment.yml:49: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/pr_comment.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pr_comment.yml:73: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/pr_comment.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pr_comment.yml:136: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/pr_comment.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pr_comment.yml:172: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/pr_comment.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pr_comment.yml:181: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/pr_comment.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pr_comment.yml:192: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/pr_comment.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/release.yml:34: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/release.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/release.yml:37: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/release.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/release.yml:50: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/release.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/release.yml:53: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/release.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/release.yml:59: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/release.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/wc_build.yml:19: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_build.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/wc_build.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_build.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/wc_build.yml:33: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_build.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/wc_build.yml:36: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_build.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/wc_build.yml:41: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_build.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/wc_build.yml:62: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_build.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/wc_build.yml:84: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_build.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/wc_build.yml:93: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_build.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/wc_publishSite.yml:82: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_publishSite.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/wc_publishSite.yml:85: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_publishSite.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/wc_publishSite.yml:97: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_publishSite.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/wc_publishSite.yml:103: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_publishSite.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/wc_publishSite.yml:17: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_publishSite.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/wc_publishSite.yml:20: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_publishSite.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/wc_publishSite.yml:32: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_publishSite.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/wc_publishSite.yml:35: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_publishSite.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/wc_publishSite.yml:40: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_publishSite.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/wc_publishSite.yml:64: update your workflow using https://app.stepsecurity.io/secureworkflow/hablapps/doric/wc_publishSite.yml/main?enable=pin","Info:   0 out of  15 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of  24 third-party GitHubAction 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":"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: 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":"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":8,"reason":"branch protection is not maximal on development and all release branches","details":["Info: 'allow deletion' disabled on branch 'main'","Info: 'force pushes' disabled on branch 'main'","Warn: required approving review count is 1 on branch 'main'","Info: codeowner review is required on branch 'main'","Info: status check found to merge onto on branch 'main'","Info: PRs are required in order to make changes on 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":5,"reason":"5 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: GHSA-44cc-43rp-5947","Warn: Project is vulnerable to: PYSEC-2021-130 / GHSA-4952-p58q-6crx","Warn: Project is vulnerable to: GHSA-9q39-rmj3-p4r2","Warn: Project is vulnerable to: GHSA-cj5w-8mjf-r5f8","Warn: Project is vulnerable to: PYSEC-2021-428 / GHSA-p6rw-44q7-3fw4"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"name":"Packaging","score":10,"reason":"packaging workflow detected","details":["Info: Project packages its releases by way of GitHub Actions.: .github/workflows/release.yml:41"],"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":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 1 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"}}]},"last_synced_at":"2025-08-19T08:24:53.806Z","repository_id":37092142,"created_at":"2025-08-19T08:24:53.807Z","updated_at":"2025-08-19T08:24:53.807Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":279002624,"owners_count":26083425,"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":"2025-10-10T02:00:06.843Z","response_time":62,"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":["big","big-data","dataframe","scala","spark","spark-columns","typesafe"],"created_at":"2025-05-06T23:59:35.604Z","updated_at":"2025-10-10T03:33:18.976Z","avatar_url":"https://github.com/hablapps.png","language":"Scala","funding_links":[],"categories":[],"sub_categories":[],"readme":"# [doric](https://en.wikipedia.org/wiki/Doric_order)\r\n\r\nType-safe columns for spark DataFrames!\r\n\r\n[![GitHub release (latest by date)](https://img.shields.io/github/v/release/hablapps/doric?label=latest%20release\u0026logo=github)](https://github.com/hablapps/doric/releases/latest)\r\n[![GitHub Release Date](https://img.shields.io/github/release-date/hablapps/doric?logo=github)](https://github.com/hablapps/doric/releases/latest)\r\n\r\n[![CI](https://github.com/hablapps/doric/actions/workflows/ci.yml/badge.svg)](https://github.com/hablapps/doric/actions/workflows/ci.yml)\r\n[![pages-build-deployment](https://github.com/hablapps/doric/actions/workflows/pages/pages-build-deployment/badge.svg)](https://github.com/hablapps/doric/actions/workflows/pages/pages-build-deployment)\r\n[![Release](https://github.com/hablapps/doric/actions/workflows/release.yml/badge.svg?branch=main)](https://github.com/hablapps/doric/actions/workflows/release.yml)\r\n[![Scala Steward badge](https://img.shields.io/badge/Scala_Steward-helping-blue.svg?style=flat\u0026logo=data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAA4AAAAQCAMAAAARSr4IAAAAVFBMVEUAAACHjojlOy5NWlrKzcYRKjGFjIbp293YycuLa3pYY2LSqql4f3pCUFTgSjNodYRmcXUsPD/NTTbjRS+2jomhgnzNc223cGvZS0HaSD0XLjbaSjElhIr+AAAAAXRSTlMAQObYZgAAAHlJREFUCNdNyosOwyAIhWHAQS1Vt7a77/3fcxxdmv0xwmckutAR1nkm4ggbyEcg/wWmlGLDAA3oL50xi6fk5ffZ3E2E3QfZDCcCN2YtbEWZt+Drc6u6rlqv7Uk0LdKqqr5rk2UCRXOk0vmQKGfc94nOJyQjouF9H/wCc9gECEYfONoAAAAASUVORK5CYII=)](https://scala-steward.org)\r\n[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/hablapps/doric/main?filepath=notebooks)\r\n\r\n| Spark |                                                                              Maven Central                                                                              | Codecov                                                                                                                                                                 |\r\n|:-----:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\r\n| 2.4.x | Deprecated [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_2-4_2.11)](https://mvnrepository.com/artifact/org.hablapps/doric_2-4_2.11/0.0.7) | [![Codecov](https://img.shields.io/codecov/c/github/hablapps/doric?flag=spark-2.4.x\u0026label=codecov\u0026logo=codecov\u0026token=N7ZXUXZX1I)](https://codecov.io/gh/hablapps/doric) |\r\n| 3.0.x |      [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_3-0_2.12)](https://mvnrepository.com/artifact/org.hablapps/doric_3-0_2.12/0.0.8)       | [![Codecov](https://img.shields.io/codecov/c/github/hablapps/doric?flag=spark-3.0.x\u0026label=codecov\u0026logo=codecov\u0026token=N7ZXUXZX1I)](https://codecov.io/gh/hablapps/doric) |\r\n| 3.1.x |      [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_3-1_2.12)](https://mvnrepository.com/artifact/org.hablapps/doric_3-1_2.12/0.0.8)       | [![Codecov](https://img.shields.io/codecov/c/github/hablapps/doric?flag=spark-3.1.x\u0026label=codecov\u0026logo=codecov\u0026token=N7ZXUXZX1I)](https://codecov.io/gh/hablapps/doric) |\r\n| 3.2.x |      [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_3-2_2.12)](https://mvnrepository.com/artifact/org.hablapps/doric_3-2_2.12/0.0.8)       | [![Codecov](https://img.shields.io/codecov/c/github/hablapps/doric?flag=spark-3.2.x\u0026label=codecov\u0026logo=codecov\u0026token=N7ZXUXZX1I)](https://codecov.io/gh/hablapps/doric) |\r\n| 3.3.x |      [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_3-3_2.12)](https://mvnrepository.com/artifact/org.hablapps/doric_3-3_2.12/0.0.8)       | [![Codecov](https://img.shields.io/codecov/c/github/hablapps/doric?flag=spark-3.3.x\u0026label=codecov\u0026logo=codecov\u0026token=N7ZXUXZX1I)](https://codecov.io/gh/hablapps/doric) |\r\n| 3.4.x |      [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_3-4_2.12)](https://mvnrepository.com/artifact/org.hablapps/doric_3-4_2.12/0.0.8)       | [![Codecov](https://img.shields.io/codecov/c/github/hablapps/doric?flag=spark-3.4.x\u0026label=codecov\u0026logo=codecov\u0026token=N7ZXUXZX1I)](https://codecov.io/gh/hablapps/doric) |\r\n| 3.5.x |      [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_3-5_2.12)](https://mvnrepository.com/artifact/org.hablapps/doric_3-5_2.12/0.0.8)       | [![Codecov](https://img.shields.io/codecov/c/github/hablapps/doric?flag=spark-3.5.x\u0026label=codecov\u0026logo=codecov\u0026token=N7ZXUXZX1I)](https://codecov.io/gh/hablapps/doric) |\r\n----\r\n\r\nDoric offers type-safety in DataFrame column expressions at a minimum\r\ncost, without compromising performance. In particular, doric allows you\r\nto:\r\n\r\n* Get rid of malformed column expressions at compile time\r\n* Avoid implicit type castings\r\n* Run DataFrames only when it is safe to do so\r\n* Get all errors at once\r\n* Modularize your business logic\r\n\r\nYou'll get all these goodies: \r\n\r\n* Without resorting to Datasets and sacrificing performance, i.e. sticking to DataFrames\r\n* With minimal learning curve: almost no change in your code with respect to conventional column expressions\r\n* Without fully committing to a strong static typing discipline throughout all your code\r\n\r\n## User guide\r\n\r\nPlease, check out this [notebook](notebooks/README.ipynb) for examples\r\nof use and rationale (also available through the\r\n[binder](https://mybinder.org/v2/gh/hablapps/doric/HEAD?filepath=notebooks/README.ipynb)\r\nlink).\r\n\r\nYou can also check our [documentation page](https://www.hablapps.com/doric/)\r\n\r\n## Installation\r\n\r\nFetch the JAR from Maven:\r\n\r\n_Sbt_\r\n```scala\r\nlibraryDependencies += \"org.hablapps\" %% \"doric_3-2\" % \"0.0.8\"\r\n```\r\n_Maven_\r\n```xml\r\n\u003cdependency\u003e\r\n    \u003cgroupId\u003eorg.hablapps\u003c/groupId\u003e\r\n    \u003cartifactId\u003edoric_3-2_2.12\u003c/artifactId\u003e\r\n    \u003cversion\u003e0.0.8\u003c/version\u003e\r\n\u003c/dependency\u003e\r\n```\r\n\r\n`Doric` depends on Spark internals, and it's been tested against the\r\nfollowing spark versions.\r\n\r\n|       Spark        |    Scala    | Tested |                                                                            doric                                                                             |\r\n|:------------------:|:-----------:|:------:|:------------------------------------------------------------------------------------------------------------------------------------------------------------:|\r\n| 2.4.x (Deprecated) |    2.11     |   ✅    | [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_2-4_2.11)](https://mvnrepository.com/artifact/org.hablapps/doric_2-4_2.11/0.0.7) |\r\n|       3.0.0        |    2.12     |   ✅    |                                                                  You can use 3.0.2 version                                                                   |\r\n|       3.0.1        |    2.12     |   ✅    |                                                                  You can use 3.0.2 version                                                                   |\r\n|       3.0.2        |    2.12     |   ✅    | [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_3-0_2.12)](https://mvnrepository.com/artifact/org.hablapps/doric_3-0_2.12/0.0.8) |\r\n|       3.1.0        |    2.12     |   ✅    |                                                                  You can use 3.1.2 version                                                                   |\r\n|       3.1.1        |    2.12     |   ✅    |                                                                  You can use 3.1.2 version                                                                   |\r\n|       3.1.2        |    2.12     |   ✅    | [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_3-1_2.12)](https://mvnrepository.com/artifact/org.hablapps/doric_3-1_2.12/0.0.8) |\r\n|       3.2.0        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.2.4 version                                                                   |\r\n|       3.2.1        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.2.4 version                                                                   |\r\n|       3.2.2        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.2.4 version                                                                   |\r\n|       3.2.3        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.2.4 version                                                                   |\r\n|       3.2.4        |    2.12     |   ✅    | [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_3-2_2.12)](https://mvnrepository.com/artifact/org.hablapps/doric_3-2_2.12/0.0.8) |\r\n|       3.2.4        |    2.13     |   ✅    | [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_3-2_2.13)](https://mvnrepository.com/artifact/org.hablapps/doric_3-2_2.13/0.0.8) |\r\n|       3.3.0        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.3.4 version                                                                   |\r\n|       3.3.1        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.3.4 version                                                                   |\r\n|       3.3.2        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.3.4 version                                                                   |\r\n|       3.3.3        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.3.4 version                                                                   |\r\n|       3.3.4        |    2.12     |   ✅    | [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_3-3_2.12)](https://mvnrepository.com/artifact/org.hablapps/doric_3-3_2.12/0.0.8) |\r\n|       3.3.4        |    2.13     |   ✅    | [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_3-3_2.13)](https://mvnrepository.com/artifact/org.hablapps/doric_3-3_2.13/0.0.8) |\r\n|       3.4.0        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.4.4 version                                                                   |\r\n|       3.4.1        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.4.4 version                                                                   |\r\n|       3.4.2        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.4.4 version                                                                   |\r\n|       3.4.3        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.4.4 version                                                                   |\r\n|       3.4.4        |    2.12     |   ✅    | [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_3-4_2.12)](https://mvnrepository.com/artifact/org.hablapps/doric_3-4_2.12/0.0.8) |\r\n|       3.4.4        |    2.13     |   ✅    | [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_3-4_2.13)](https://mvnrepository.com/artifact/org.hablapps/doric_3-4_2.13/0.0.8) |\r\n|       3.5.0        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.5.5 version                                                                   |\r\n|       3.5.1        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.5.5 version                                                                   |\r\n|       3.5.2        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.5.5 version                                                                   |\r\n|       3.5.3        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.5.5 version                                                                   |\r\n|       3.5.4        | 2.12 / 2.13 |   ✅    |                                                                  You can use 3.5.5 version                                                                   |\r\n|       3.5.5        |    2.12     |   ✅    | [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_3-5_2.12)](https://mvnrepository.com/artifact/org.hablapps/doric_3-5_2.12/0.0.8) |\r\n|       3.5.5        |    2.13     |   ✅    | [![Maven Central](https://img.shields.io/maven-central/v/org.hablapps/doric_3-5_2.13)](https://mvnrepository.com/artifact/org.hablapps/doric_3-5_2.13/0.0.8) |\r\n\r\n\r\n## Contributing \r\n\r\nDoric is intended to offer a type-safe version of the whole Spark Column API.\r\nPlease, check the list of [open issues](https://github.com/hablapps/doric/issues) and help us to achieve that goal!\r\n\r\nPlease read the [contribution guide](CONTRIBUTING.md) 📋\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhablapps%2Fdoric","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhablapps%2Fdoric","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhablapps%2Fdoric/lists"}