{"id":141490,"name":"vak","description":"A neural network framework for animal acoustic communication and bioacoustics.","url":"https://github.com/vocalpy/vak","last_synced_at":"2026-04-15T06:04:19.946Z","repository":{"id":38081715,"uuid":"173566541","full_name":"vocalpy/vak","owner":"vocalpy","description":"A neural network framework for researchers studying acoustic communication","archived":false,"fork":false,"pushed_at":"2026-02-26T04:23:22.000Z","size":205959,"stargazers_count":90,"open_issues_count":140,"forks_count":17,"subscribers_count":4,"default_branch":"main","last_synced_at":"2026-02-27T11:39:08.174Z","etag":null,"topics":["animal-communication","animal-vocalizations","bioacoustic-analysis","bioacoustics","birdsong","python","python3","pytorch","spectrograms","speech-processing","torch","torchvision","vocalizations"],"latest_commit_sha":null,"homepage":"https://vak.readthedocs.io","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/vocalpy.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":".github/CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2019-03-03T11:34:38.000Z","updated_at":"2025-12-26T19:03:07.000Z","dependencies_parsed_at":"2023-12-16T06:05:43.682Z","dependency_job_id":"adc4ca0b-c489-45f3-81a7-4fa03ad9f66b","html_url":"https://github.com/vocalpy/vak","commit_stats":{"total_commits":2572,"total_committers":10,"mean_commits":257.2,"dds":"0.21034214618973557","last_synced_commit":"01fbe7266ca32cf2b0a33a3ba47a8eaa45f5533f"},"previous_names":[],"tags_count":51,"template":false,"template_full_name":null,"purl":"pkg:github/vocalpy/vak","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vocalpy","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30118932,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-05T09:35:22.236Z","status":"ssl_error","status_checked_at":"2026-03-05T09:35:20.028Z","response_time":93,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"owner":{"login":"vocalpy","name":"VocalPy","uuid":"99543036","kind":"organization","description":"","email":null,"website":"https://forum.vocalpy.org/","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/99543036?v=4","repositories_count":8,"last_synced_at":"2023-08-21T08:10:23.154Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/vocalpy","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-07T19:14:01.949Z","updated_at":"2023-08-21T08:10:23.644Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vocalpy","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vocalpy/repositories"},"packages":[{"id":2961931,"name":"vak","ecosystem":"pypi","description":"A neural network framework for researchers studying acoustic communication","homepage":null,"licenses":"BSD License","normalized_licenses":["BSD-3-Clause"],"repository_url":"https://github.com/vocalpy/vak","keywords_array":[],"namespace":null,"versions_count":48,"first_release_published_at":"2019-03-03T17:13:33.000Z","latest_release_published_at":"2025-12-19T16:06:36.000Z","latest_release_number":"1.0.5","last_synced_at":"2026-03-13T14:02:32.205Z","created_at":"2022-04-10T12:59:14.100Z","updated_at":"2026-03-13T14:02:32.206Z","registry_url":"https://pypi.org/project/vak/","install_command":"pip install vak --index-url https://pypi.org/simple","documentation_url":"https://vak.readthedocs.io","metadata":{"funding":null,"documentation":"https://vak.readthedocs.io","classifiers":["Development Status :: 5 - Production/Stable","License :: OSI Approved :: BSD License","Programming Language :: Python","Programming Language :: Python :: 3","Programming Language :: Python :: 3.12","Programming Language :: Python :: 3.13","Programming Language :: Python :: 3.14","Programming Language :: Python :: Implementation :: CPython"],"normalized_name":"vak","project_status":null},"repo_metadata":{"uuid":"173566541","full_name":"vocalpy/vak","owner":"vocalpy","description":"A neural network framework for researchers studying animal acoustic communication","archived":false,"fork":false,"pushed_at":"2023-12-14T21:20:13.000Z","size":205629,"stargazers_count":67,"open_issues_count":119,"forks_count":16,"subscribers_count":4,"default_branch":"main","last_synced_at":"2023-12-14T22:57:43.855Z","etag":null,"topics":["animal-communication","animal-vocalizations","bioacoustic-analysis","bioacoustics","birdsong","python","python3","pytorch","spectrograms","speech-processing","torch","torchvision","vocalizations"],"latest_commit_sha":null,"homepage":"https://vak.readthedocs.io","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/vocalpy.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":".github/CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2019-03-03T11:34:38.000Z","updated_at":"2023-12-06T17:10:28.000Z","dependencies_parsed_at":"2023-10-19T02:28:34.427Z","dependency_job_id":null,"html_url":"https://github.com/vocalpy/vak","commit_stats":{"total_commits":2473,"total_committers":9,"mean_commits":"274.77777777777777","dds":"0.20056611403154068","last_synced_commit":"1274dea986d17aeebf6015bc13ad0d319bc4baf4"},"previous_names":[],"tags_count":42,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vocalpy","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":176576256,"owners_count":10419679,"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","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"},"owner_record":{"login":"vocalpy","name":"VocalPy","uuid":"99543036","kind":"organization","description":"","email":null,"website":"https://forum.vocalpy.org/","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/99543036?v=4","repositories_count":8,"last_synced_at":"2023-08-21T08:10:23.154Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/vocalpy","created_at":"2022-11-07T19:14:01.949Z","updated_at":"2023-08-21T08:10:23.644Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vocalpy","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vocalpy/repositories"},"tags":[{"name":"0.8.2","sha":"f220d056e4c63c317d735531dccb26924afd626e","kind":"commit","published_at":"2023-10-02T23:30:14.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.8.2","html_url":"https://github.com/vocalpy/vak/releases/tag/0.8.2","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.8.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.8.2/manifests"},{"name":"1.0.0a3","sha":"ebac6bc981a4ca7fe4f574876e26950dc30b180a","kind":"commit","published_at":"2023-09-23T17:51:19.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/1.0.0a3","html_url":"https://github.com/vocalpy/vak/releases/tag/1.0.0a3","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0a3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0a3/manifests"},{"name":"1.0.0a2","sha":"96bbde88c130f2c2f806ab078cddc73df106d6bd","kind":"commit","published_at":"2023-09-11T16:00:01.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/1.0.0a2","html_url":"https://github.com/vocalpy/vak/releases/tag/1.0.0a2","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0a2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0a2/manifests"},{"name":"1.0.0a1","sha":"3dcce70030ae9b1fd6d040e055def0d656a7512e","kind":"commit","published_at":"2023-03-06T02:29:32.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/1.0.0a1","html_url":"https://github.com/vocalpy/vak/releases/tag/1.0.0a1","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0a1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0a1/manifests"},{"name":"0.8.1","sha":"bb410ed0402c2c9217d50ad8a3b007321b2739bc","kind":"commit","published_at":"2023-03-03T04:19:21.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.8.1","html_url":"https://github.com/vocalpy/vak/releases/tag/0.8.1","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.8.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.8.1/manifests"},{"name":"0.8.0","sha":"74c6d802c533890345f52623f0def5d74fb64f53","kind":"commit","published_at":"2023-02-09T14:52:48.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.8.0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.8.0","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.8.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.8.0/manifests"},{"name":"0.7.0","sha":"4041f38a5802fbc5fe5594432ea59f3b794528e9","kind":"commit","published_at":"2022-11-23T17:33:22.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.7.0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.7.0","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.7.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.7.0/manifests"},{"name":"0.6.0","sha":"d980dc9552ca0c5a021402215fe3ff2e9b528973","kind":"commit","published_at":"2022-07-08T00:10:06.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.6.0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.6.0","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.6.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.6.0/manifests"},{"name":"0.5.0.post1","sha":"0aee3409a7c43f28aca0368ac1a69fd864056de0","kind":"commit","published_at":"2022-06-25T22:45:43.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.5.0.post1","html_url":"https://github.com/vocalpy/vak/releases/tag/0.5.0.post1","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.5.0.post1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.5.0.post1/manifests"},{"name":"0.5.0","sha":"15ea4d650b7969d244f2cca7cd9c05b9dc59ca40","kind":"commit","published_at":"2022-06-25T22:23:18.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.5.0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.5.0","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.5.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.5.0/manifests"},{"name":"0.4.2","sha":"ad802dcad34b524533b765e5dfb3709b308a3152","kind":"commit","published_at":"2022-03-29T13:27:53.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.2","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.2","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.2/manifests"},{"name":"0.4.1","sha":"5d1b5325306699fdaf4caacd92f9bfb864d00649","kind":"commit","published_at":"2022-01-07T14:24:32.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.1","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.1","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.1/manifests"},{"name":"0.4.0","sha":"411ca47482f8062bf358a613c8b1f49a9fbd6d53","kind":"commit","published_at":"2021-12-30T02:58:48.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.0","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0/manifests"},{"name":"0.4.0b6","sha":"ad85cee297151f601b452437956fe3fbe24d2519","kind":"commit","published_at":"2021-11-23T14:37:26.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.0b6","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.0b6","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b6/manifests"},{"name":"0.4.0b5","sha":"6f48cdd2ac2f17de1e860babf746e4be596afd04","kind":"commit","published_at":"2021-10-09T00:59:14.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.0b5","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.0b5","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b5/manifests"},{"name":"0.4.0b4","sha":"c88e2325d8446c82dc1638b5cdc6f63dedb397ce","kind":"commit","published_at":"2021-04-25T22:33:54.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.0b4","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.0b4","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b4/manifests"},{"name":"0.4.0b3","sha":"979450f6b82400cefb5c9d48679ee1124a418e7a","kind":"commit","published_at":"2021-04-04T15:47:10.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.0b3","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.0b3","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b3/manifests"},{"name":"0.4.0b2","sha":"3a5c782c879b414caf596846b72fb64c8ac95201","kind":"commit","published_at":"2021-03-21T22:25:05.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.0b2","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.0b2","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b2/manifests"},{"name":"0.4.0b1","sha":"0ca6743e6c5e93940e3e5de42556d0eef54fac86","kind":"commit","published_at":"2021-03-07T03:10:34.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.0b1","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.0b1","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b1/manifests"},{"name":"0.4.0dev1","sha":"f5520a7acebccea7ca1bb77cd0840b65e32975bd","kind":"commit","published_at":"2021-01-25T04:49:37.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.0dev1","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.0dev1","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0dev1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0dev1/manifests"},{"name":"0.3.3","sha":"b4eeb7b20b6d59e657dcbbfc580fdd720898b987","kind":"commit","published_at":"2020-12-11T03:50:15.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.3","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.3","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.3/manifests"},{"name":"0.3.2","sha":"a136c1f940db94efe0ae341f6d9b4a1abce9942a","kind":"commit","published_at":"2020-12-07T04:46:25.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.2","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.2","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.2/manifests"},{"name":"0.3.1","sha":"f750b177b9a452ce54ceea0351cb7ad743d3a2bc","kind":"commit","published_at":"2020-08-09T13:18:32.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.1","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.1","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.1/manifests"},{"name":"0.3.0","sha":"6bc9a94fc8c334b3feb8026f83e780442b754f19","kind":"commit","published_at":"2020-08-08T20:25:52.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.0","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0/manifests"},{"name":"0.3.0a5","sha":"651bd203e533151108d804ead0f2ee99b1c9c03a","kind":"commit","published_at":"2020-04-25T21:39:22.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.0a5","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.0a5","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a5/manifests"},{"name":"0.3.0a4","sha":"267d216628ae7ae17306ac5fe9d80bde41ffd471","kind":"commit","published_at":"2020-03-01T03:40:22.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.0a4","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.0a4","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a4/manifests"},{"name":"0.3.0a3","sha":"9f729797bc46a5f3ef0213d2f60a4ef33877eef1","kind":"commit","published_at":"2020-02-17T23:25:32.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.0a3","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.0a3","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a3/manifests"},{"name":"0.3.0a2","sha":"f7696ee34cdca8cc4ac1a54ff23407d7e9c34f1d","kind":"commit","published_at":"2020-02-17T14:41:38.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.0a2","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.0a2","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a2/manifests"},{"name":"0.3.0a1","sha":"c43c760478c54fa73f3c4238833ad3dc864aedb9","kind":"commit","published_at":"2020-02-09T19:00:31.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.0a1","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.0a1","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a1/manifests"},{"name":"0.3.0a0","sha":"a86676c0790ed24db657a9e5b8be2e2865ec7d42","kind":"commit","published_at":"2020-02-09T18:33:02.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.0a0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.0a0","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a0/manifests"},{"name":"0.2.2","sha":"1d0dc146f2b3482e6d35c940d09c89034faf4738","kind":"commit","published_at":"2019-10-29T03:01:46.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.2.2","html_url":"https://github.com/vocalpy/vak/releases/tag/0.2.2","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.2.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.2.2/manifests"},{"name":"0.2.1","sha":"3460e238ead7f812125ccbf12b804f6e2a89ff0c","kind":"commit","published_at":"2019-10-29T02:48:48.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.2.1","html_url":"https://github.com/vocalpy/vak/releases/tag/0.2.1","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.2.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.2.1/manifests"},{"name":"0.2.0","sha":"a3f2313924176e5ff6bd13ffe9c428aef504c761","kind":"commit","published_at":"2019-10-22T03:33:32.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.2.0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.2.0","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.2.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.2.0/manifests"},{"name":"0.1.0","sha":"3e987bd462f84649e51e2443147c0f8423e1b1df","kind":"commit","published_at":"2019-06-16T10:10:56.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.1.0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0/manifests"},{"name":"0.1.0a8","sha":"f348c87aec1edb1ea72f9e3073490186ef5707d5","kind":"commit","published_at":"2019-04-24T19:56:44.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.1.0a8","html_url":"https://github.com/vocalpy/vak/releases/tag/0.1.0a8","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a8","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a8/manifests"},{"name":"0.1.0a7","sha":"d983e89e44cb43205954f2d9ebdec91c19332480","kind":"commit","published_at":"2019-04-20T22:26:33.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.1.0a7","html_url":"https://github.com/vocalpy/vak/releases/tag/0.1.0a7","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a7/manifests"},{"name":"0.1.0a6","sha":"0c8a81159afee4dd89c9f3ed3ff89bd950ed0461","kind":"commit","published_at":"2019-04-16T01:08:58.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.1.0a6","html_url":"https://github.com/vocalpy/vak/releases/tag/0.1.0a6","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a6/manifests"},{"name":"0.1.0a5","sha":"22194a2187da4a5cb60d4cad04ba97a301ab29c9","kind":"commit","published_at":"2019-04-08T22:26:42.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.1.0a5","html_url":"https://github.com/vocalpy/vak/releases/tag/0.1.0a5","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a5/manifests"},{"name":"0.1.0a4","sha":"7c649d4015da0583bec805ddf84b150b7165ea42","kind":"tag","published_at":"2019-03-27T19:05:41.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.1.0a4","html_url":"https://github.com/vocalpy/vak/releases/tag/0.1.0a4","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a4/manifests"},{"name":"0.1.0a2","sha":"3e3693794a5e9cba740478c42aa26c54ae075053","kind":"tag","published_at":"2019-03-23T23:43:57.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.1.0a2","html_url":"https://github.com/vocalpy/vak/releases/tag/0.1.0a2","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a2/manifests"},{"name":"0.1.0a3","sha":"544086055bedaecda5f445833f02b1c406b9c21a","kind":"commit","published_at":"2019-03-23T23:35:14.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.1.0a3","html_url":"https://github.com/vocalpy/vak/releases/tag/0.1.0a3","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a3/manifests"},{"name":"show","sha":"513501974c0bfe4f21e8dfb115ddb5a15275b682","kind":"commit","published_at":"2018-11-11T22:37:19.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/show","html_url":"https://github.com/vocalpy/vak/releases/tag/show","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/show","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/show/manifests"}]},"repo_metadata_updated_at":"2023-12-16T06:05:41.913Z","dependent_packages_count":1,"downloads":453,"downloads_period":"last-month","dependent_repos_count":1,"rankings":{"downloads":16.74648137547129,"dependent_repos_count":22.23250655214879,"dependent_packages_count":3.2713415717121803,"stargazers_count":8.458361371318967,"forks_count":9.145577054818183,"docker_downloads_count":null,"average":11.970853585093883},"purl":"pkg:pypi/vak","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/vak","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/vak","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/vak/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2023-12-16T06:05:40.001Z","issues_count":113,"pull_requests_count":65,"avg_time_to_close_issue":16967592.333333332,"avg_time_to_close_pull_request":258167.87096774194,"issues_closed_count":54,"pull_requests_closed_count":62,"pull_request_authors_count":7,"issue_authors_count":9,"avg_comments_per_issue":1.3982300884955752,"avg_comments_per_pull_request":0.9692307692307692,"merged_pull_requests_count":58,"bot_issues_count":0,"bot_pull_requests_count":11,"past_year_issues_count":74,"past_year_pull_requests_count":57,"past_year_avg_time_to_close_issue":3961583.222222222,"past_year_avg_time_to_close_pull_request":273055.68518518517,"past_year_issues_closed_count":27,"past_year_pull_requests_closed_count":54,"past_year_pull_request_authors_count":7,"past_year_issue_authors_count":6,"past_year_avg_comments_per_issue":0.9054054054054054,"past_year_avg_comments_per_pull_request":0.8771929824561403,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":10,"past_year_merged_pull_requests_count":50,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/issues"},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/vak/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/vak/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/vak/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/vak/related_packages","codemeta_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/vak/codemeta","maintainers":[{"uuid":"nicholdav","login":"nicholdav","name":null,"email":null,"url":null,"packages_count":19,"html_url":"https://pypi.org/user/nicholdav/","role":null,"created_at":"2023-02-03T17:15:38.160Z","updated_at":"2023-02-03T17:15:38.160Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/nicholdav/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":815738,"maintainers_count":347310,"namespaces_count":0,"keywords_count":0,"github":"pypi","metadata":{"funded_packages_count":52831},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2026-03-14T07:29:55.205Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/namespaces"}},{"id":5304376,"name":"vak","ecosystem":"conda","description":null,"homepage":"https://pypi.org/project/vak/","licenses":"BSD-3-Clause","normalized_licenses":["BSD-3-Clause"],"repository_url":"https://github.com/vocalpy/vak","keywords_array":[],"namespace":null,"versions_count":4,"first_release_published_at":"2022-01-07T20:26:45.000Z","latest_release_published_at":"2022-07-09T00:29:06.000Z","latest_release_number":"0.6.0","last_synced_at":"2026-03-01T12:29:59.987Z","created_at":"2022-10-03T16:17:48.723Z","updated_at":"2026-03-01T12:29:59.987Z","registry_url":"https://anaconda.org/conda-forge/vak","install_command":"conda install -c conda-forge vak","documentation_url":null,"metadata":{},"repo_metadata":{"id":38081715,"uuid":"173566541","full_name":"vocalpy/vak","owner":"vocalpy","description":"A neural network framework for researchers studying acoustic communication","archived":false,"fork":false,"pushed_at":"2025-09-25T00:39:48.000Z","size":205901,"stargazers_count":88,"open_issues_count":138,"forks_count":17,"subscribers_count":4,"default_branch":"main","last_synced_at":"2025-10-08T08:41:00.588Z","etag":null,"topics":["animal-communication","animal-vocalizations","bioacoustic-analysis","bioacoustics","birdsong","python","python3","pytorch","spectrograms","speech-processing","torch","torchvision","vocalizations"],"latest_commit_sha":null,"homepage":"https://vak.readthedocs.io","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/vocalpy.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":".github/CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2019-03-03T11:34:38.000Z","updated_at":"2025-09-10T00:38:27.000Z","dependencies_parsed_at":"2023-12-16T06:05:43.682Z","dependency_job_id":"54cac514-cf67-44e0-b1d5-5a061a4bee17","html_url":"https://github.com/vocalpy/vak","commit_stats":{"total_commits":2572,"total_committers":10,"mean_commits":257.2,"dds":"0.21034214618973557","last_synced_commit":"01fbe7266ca32cf2b0a33a3ba47a8eaa45f5533f"},"previous_names":[],"tags_count":50,"template":false,"template_full_name":null,"purl":"pkg:github/vocalpy/vak","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vocalpy","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":279005655,"owners_count":26083942,"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"},"owner_record":{"login":"vocalpy","name":"VocalPy","uuid":"99543036","kind":"organization","description":"","email":null,"website":"https://forum.vocalpy.org/","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/99543036?v=4","repositories_count":8,"last_synced_at":"2023-08-21T08:10:23.154Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/vocalpy","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-07T19:14:01.949Z","updated_at":"2023-08-21T08:10:23.644Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vocalpy","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vocalpy/repositories"},"tags":[{"name":"1.0.4.post1","sha":"311e9048023c74972820f6a561a866fdce3cd9fd","kind":"commit","published_at":"2025-07-18T19:45:57.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/1.0.4.post1","html_url":"https://github.com/vocalpy/vak/releases/tag/1.0.4.post1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@1.0.4.post1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.4.post1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.4.post1/manifests"},{"name":"1.0.4","sha":"4c2dece22c98df32941184191f5ca7d5ff417e5f","kind":"commit","published_at":"2025-07-17T13:29:20.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/1.0.4","html_url":"https://github.com/vocalpy/vak/releases/tag/1.0.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@1.0.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.4/manifests"},{"name":"1.0.3","sha":"4a5ffae0df47ef9f804c4cbd617279727aa0a2aa","kind":"commit","published_at":"2024-10-25T14:39:46.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/1.0.3","html_url":"https://github.com/vocalpy/vak/releases/tag/1.0.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@1.0.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.3/manifests"},{"name":"1.0.2","sha":"7f8754c4b858a687da436348d9cc6bdcc81d78cc","kind":"commit","published_at":"2024-09-09T19:17:16.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/1.0.2","html_url":"https://github.com/vocalpy/vak/releases/tag/1.0.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@1.0.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.2/manifests"},{"name":"1.0.1","sha":"f007f5c0f9e4a696479fc10962db82bec6d7cbe5","kind":"commit","published_at":"2024-07-06T21:13:13.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/1.0.1","html_url":"https://github.com/vocalpy/vak/releases/tag/1.0.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@1.0.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.1/manifests"},{"name":"1.0.0.post2","sha":"354f90b92e5028fabba186690ad57499c2aafdd8","kind":"commit","published_at":"2024-05-11T13:34:43.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/1.0.0.post2","html_url":"https://github.com/vocalpy/vak/releases/tag/1.0.0.post2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@1.0.0.post2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0.post2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0.post2/manifests"},{"name":"1.0.0.post1","sha":"a18f1f633d128ca0b0df90451de57d01bd294058","kind":"commit","published_at":"2024-05-11T13:19:37.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/1.0.0.post1","html_url":"https://github.com/vocalpy/vak/releases/tag/1.0.0.post1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@1.0.0.post1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0.post1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0.post1/manifests"},{"name":"1.0.0","sha":"034b9480239699d1a07ad8d693651f429720adcf","kind":"commit","published_at":"2024-05-11T13:09:07.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/1.0.0","html_url":"https://github.com/vocalpy/vak/releases/tag/1.0.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@1.0.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0/manifests"},{"name":"0.8.2","sha":"f220d056e4c63c317d735531dccb26924afd626e","kind":"commit","published_at":"2023-10-02T23:30:14.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.8.2","html_url":"https://github.com/vocalpy/vak/releases/tag/0.8.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.8.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.8.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.8.2/manifests"},{"name":"1.0.0a3","sha":"ebac6bc981a4ca7fe4f574876e26950dc30b180a","kind":"commit","published_at":"2023-09-23T17:51:19.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/1.0.0a3","html_url":"https://github.com/vocalpy/vak/releases/tag/1.0.0a3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@1.0.0a3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0a3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0a3/manifests"},{"name":"1.0.0a2","sha":"96bbde88c130f2c2f806ab078cddc73df106d6bd","kind":"commit","published_at":"2023-09-11T16:00:01.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/1.0.0a2","html_url":"https://github.com/vocalpy/vak/releases/tag/1.0.0a2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@1.0.0a2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0a2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0a2/manifests"},{"name":"1.0.0a1","sha":"3dcce70030ae9b1fd6d040e055def0d656a7512e","kind":"commit","published_at":"2023-03-06T02:29:32.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/1.0.0a1","html_url":"https://github.com/vocalpy/vak/releases/tag/1.0.0a1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@1.0.0a1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0a1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/1.0.0a1/manifests"},{"name":"0.8.1","sha":"bb410ed0402c2c9217d50ad8a3b007321b2739bc","kind":"commit","published_at":"2023-03-03T04:19:21.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.8.1","html_url":"https://github.com/vocalpy/vak/releases/tag/0.8.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.8.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.8.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.8.1/manifests"},{"name":"0.8.0","sha":"74c6d802c533890345f52623f0def5d74fb64f53","kind":"commit","published_at":"2023-02-09T14:52:48.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.8.0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.8.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.8.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.8.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.8.0/manifests"},{"name":"0.7.0","sha":"4041f38a5802fbc5fe5594432ea59f3b794528e9","kind":"commit","published_at":"2022-11-23T17:33:22.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.7.0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.7.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.7.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.7.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.7.0/manifests"},{"name":"0.6.0","sha":"d980dc9552ca0c5a021402215fe3ff2e9b528973","kind":"commit","published_at":"2022-07-08T00:10:06.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.6.0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.6.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.6.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.6.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.6.0/manifests"},{"name":"0.5.0.post1","sha":"0aee3409a7c43f28aca0368ac1a69fd864056de0","kind":"commit","published_at":"2022-06-25T22:45:43.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.5.0.post1","html_url":"https://github.com/vocalpy/vak/releases/tag/0.5.0.post1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.5.0.post1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.5.0.post1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.5.0.post1/manifests"},{"name":"0.5.0","sha":"15ea4d650b7969d244f2cca7cd9c05b9dc59ca40","kind":"commit","published_at":"2022-06-25T22:23:18.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.5.0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.5.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.5.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.5.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.5.0/manifests"},{"name":"0.4.2","sha":"ad802dcad34b524533b765e5dfb3709b308a3152","kind":"commit","published_at":"2022-03-29T13:27:53.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.2","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.4.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.2/manifests"},{"name":"0.4.1","sha":"5d1b5325306699fdaf4caacd92f9bfb864d00649","kind":"commit","published_at":"2022-01-07T14:24:32.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.1","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.4.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.1/manifests"},{"name":"0.4.0","sha":"411ca47482f8062bf358a613c8b1f49a9fbd6d53","kind":"commit","published_at":"2021-12-30T02:58:48.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.4.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0/manifests"},{"name":"0.4.0b6","sha":"ad85cee297151f601b452437956fe3fbe24d2519","kind":"commit","published_at":"2021-11-23T14:37:26.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.0b6","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.0b6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.4.0b6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b6/manifests"},{"name":"0.4.0b5","sha":"6f48cdd2ac2f17de1e860babf746e4be596afd04","kind":"commit","published_at":"2021-10-09T00:59:14.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.0b5","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.0b5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.4.0b5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b5/manifests"},{"name":"0.4.0b4","sha":"c88e2325d8446c82dc1638b5cdc6f63dedb397ce","kind":"commit","published_at":"2021-04-25T22:33:54.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.0b4","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.0b4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.4.0b4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b4/manifests"},{"name":"0.4.0b3","sha":"979450f6b82400cefb5c9d48679ee1124a418e7a","kind":"commit","published_at":"2021-04-04T15:47:10.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.0b3","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.0b3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.4.0b3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b3/manifests"},{"name":"0.4.0b2","sha":"3a5c782c879b414caf596846b72fb64c8ac95201","kind":"commit","published_at":"2021-03-21T22:25:05.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.0b2","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.0b2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.4.0b2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b2/manifests"},{"name":"0.4.0b1","sha":"0ca6743e6c5e93940e3e5de42556d0eef54fac86","kind":"commit","published_at":"2021-03-07T03:10:34.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.0b1","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.0b1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.4.0b1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0b1/manifests"},{"name":"0.4.0dev1","sha":"f5520a7acebccea7ca1bb77cd0840b65e32975bd","kind":"commit","published_at":"2021-01-25T04:49:37.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.4.0dev1","html_url":"https://github.com/vocalpy/vak/releases/tag/0.4.0dev1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.4.0dev1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0dev1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.4.0dev1/manifests"},{"name":"0.3.3","sha":"b4eeb7b20b6d59e657dcbbfc580fdd720898b987","kind":"commit","published_at":"2020-12-11T03:50:15.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.3","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.3.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.3/manifests"},{"name":"0.3.2","sha":"a136c1f940db94efe0ae341f6d9b4a1abce9942a","kind":"commit","published_at":"2020-12-07T04:46:25.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.2","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.3.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.2/manifests"},{"name":"0.3.1","sha":"f750b177b9a452ce54ceea0351cb7ad743d3a2bc","kind":"commit","published_at":"2020-08-09T13:18:32.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.1","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.3.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.1/manifests"},{"name":"0.3.0","sha":"6bc9a94fc8c334b3feb8026f83e780442b754f19","kind":"commit","published_at":"2020-08-08T20:25:52.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.3.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0/manifests"},{"name":"0.3.0a5","sha":"651bd203e533151108d804ead0f2ee99b1c9c03a","kind":"commit","published_at":"2020-04-25T21:39:22.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.0a5","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.0a5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.3.0a5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a5/manifests"},{"name":"0.3.0a4","sha":"267d216628ae7ae17306ac5fe9d80bde41ffd471","kind":"commit","published_at":"2020-03-01T03:40:22.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.0a4","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.0a4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.3.0a4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a4/manifests"},{"name":"0.3.0a3","sha":"9f729797bc46a5f3ef0213d2f60a4ef33877eef1","kind":"commit","published_at":"2020-02-17T23:25:32.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.0a3","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.0a3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.3.0a3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a3/manifests"},{"name":"0.3.0a2","sha":"f7696ee34cdca8cc4ac1a54ff23407d7e9c34f1d","kind":"commit","published_at":"2020-02-17T14:41:38.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.0a2","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.0a2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.3.0a2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a2/manifests"},{"name":"0.3.0a1","sha":"c43c760478c54fa73f3c4238833ad3dc864aedb9","kind":"commit","published_at":"2020-02-09T19:00:31.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.0a1","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.0a1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.3.0a1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a1/manifests"},{"name":"0.3.0a0","sha":"a86676c0790ed24db657a9e5b8be2e2865ec7d42","kind":"commit","published_at":"2020-02-09T18:33:02.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.3.0a0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.3.0a0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.3.0a0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.3.0a0/manifests"},{"name":"0.2.2","sha":"1d0dc146f2b3482e6d35c940d09c89034faf4738","kind":"commit","published_at":"2019-10-29T03:01:46.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.2.2","html_url":"https://github.com/vocalpy/vak/releases/tag/0.2.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.2.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.2.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.2.2/manifests"},{"name":"0.2.1","sha":"3460e238ead7f812125ccbf12b804f6e2a89ff0c","kind":"commit","published_at":"2019-10-29T02:48:48.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.2.1","html_url":"https://github.com/vocalpy/vak/releases/tag/0.2.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.2.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.2.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.2.1/manifests"},{"name":"0.2.0","sha":"a3f2313924176e5ff6bd13ffe9c428aef504c761","kind":"commit","published_at":"2019-10-22T03:33:32.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.2.0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.2.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.2.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.2.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.2.0/manifests"},{"name":"0.1.0","sha":"3e987bd462f84649e51e2443147c0f8423e1b1df","kind":"commit","published_at":"2019-06-16T10:10:56.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.1.0","html_url":"https://github.com/vocalpy/vak/releases/tag/0.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.1.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0/manifests"},{"name":"0.1.0a8","sha":"f348c87aec1edb1ea72f9e3073490186ef5707d5","kind":"commit","published_at":"2019-04-24T19:56:44.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.1.0a8","html_url":"https://github.com/vocalpy/vak/releases/tag/0.1.0a8","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.1.0a8","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a8","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a8/manifests"},{"name":"0.1.0a7","sha":"d983e89e44cb43205954f2d9ebdec91c19332480","kind":"commit","published_at":"2019-04-20T22:26:33.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.1.0a7","html_url":"https://github.com/vocalpy/vak/releases/tag/0.1.0a7","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.1.0a7","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a7/manifests"},{"name":"0.1.0a6","sha":"0c8a81159afee4dd89c9f3ed3ff89bd950ed0461","kind":"commit","published_at":"2019-04-16T01:08:58.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.1.0a6","html_url":"https://github.com/vocalpy/vak/releases/tag/0.1.0a6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.1.0a6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a6/manifests"},{"name":"0.1.0a5","sha":"22194a2187da4a5cb60d4cad04ba97a301ab29c9","kind":"commit","published_at":"2019-04-08T22:26:42.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.1.0a5","html_url":"https://github.com/vocalpy/vak/releases/tag/0.1.0a5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.1.0a5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a5/manifests"},{"name":"0.1.0a4","sha":"7c649d4015da0583bec805ddf84b150b7165ea42","kind":"tag","published_at":"2019-03-27T19:05:41.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.1.0a4","html_url":"https://github.com/vocalpy/vak/releases/tag/0.1.0a4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.1.0a4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a4/manifests"},{"name":"0.1.0a2","sha":"3e3693794a5e9cba740478c42aa26c54ae075053","kind":"tag","published_at":"2019-03-23T23:43:57.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.1.0a2","html_url":"https://github.com/vocalpy/vak/releases/tag/0.1.0a2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.1.0a2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a2/manifests"},{"name":"0.1.0a3","sha":"544086055bedaecda5f445833f02b1c406b9c21a","kind":"commit","published_at":"2019-03-23T23:35:14.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/0.1.0a3","html_url":"https://github.com/vocalpy/vak/releases/tag/0.1.0a3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@0.1.0a3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/0.1.0a3/manifests"},{"name":"show","sha":"513501974c0bfe4f21e8dfb115ddb5a15275b682","kind":"commit","published_at":"2018-11-11T22:37:19.000Z","download_url":"https://codeload.github.com/vocalpy/vak/tar.gz/show","html_url":"https://github.com/vocalpy/vak/releases/tag/show","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/vocalpy/vak@show","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/show","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/tags/show/manifests"}]},"repo_metadata_updated_at":"2025-10-17T22:38:55.249Z","dependent_packages_count":1,"downloads":null,"downloads_period":null,"dependent_repos_count":0,"rankings":{"downloads":null,"dependent_repos_count":34.025455452957324,"dependent_packages_count":28.819565759920142,"stargazers_count":39.05165959570751,"forks_count":42.17120039930122,"average":36.01697030197155},"purl":"pkg:conda/vak?repository_url=https://conda-forge.org","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/conda/vak","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/conda/vak","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/conda/vak/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-10-10T00:20:53.440Z","issues_count":164,"pull_requests_count":102,"avg_time_to_close_issue":19316673.986486487,"avg_time_to_close_pull_request":1372011.8041237113,"issues_closed_count":74,"pull_requests_closed_count":97,"pull_request_authors_count":8,"issue_authors_count":16,"avg_comments_per_issue":1.298780487804878,"avg_comments_per_pull_request":0.7058823529411765,"merged_pull_requests_count":90,"bot_issues_count":0,"bot_pull_requests_count":19,"past_year_issues_count":23,"past_year_pull_requests_count":14,"past_year_avg_time_to_close_issue":1950066.3333333333,"past_year_avg_time_to_close_pull_request":2311.25,"past_year_issues_closed_count":3,"past_year_pull_requests_closed_count":12,"past_year_pull_request_authors_count":3,"past_year_issue_authors_count":4,"past_year_avg_comments_per_issue":1.0,"past_year_avg_comments_per_pull_request":0.42857142857142855,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":6,"past_year_merged_pull_requests_count":12,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/issues","maintainers":[{"login":"NickleDave","count":218,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/NickleDave"},{"login":"yardencsGitHub","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/yardencsGitHub"}],"active_maintainers":[{"login":"NickleDave","count":23,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/NickleDave"}]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/packages/vak/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/packages/vak/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/packages/vak/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/packages/vak/related_packages","codemeta_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/packages/vak/codemeta","maintainers":[],"registry":{"name":"conda-forge.org","url":"https://conda-forge.org","ecosystem":"conda","default":false,"packages_count":20636,"maintainers_count":0,"namespaces_count":0,"keywords_count":0,"github":"conda-forge","metadata":{"kind":"conda-forge","key":"CondaForge","api":"https://conda.anaconda.org","funded_packages_count":2248},"icon_url":"https://github.com/conda-forge.png","created_at":"2022-10-03T15:37:08.743Z","updated_at":"2026-03-13T08:56:19.140Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/conda-forge.org/namespaces"}}],"commits":{"id":35546,"full_name":"vocalpy/vak","default_branch":"main","total_commits":2587,"total_committers":10,"total_bot_commits":58,"total_bot_committers":1,"mean_commits":258.7,"dds":0.21337456513335906,"past_year_total_commits":14,"past_year_total_committers":4,"past_year_total_bot_commits":2,"past_year_total_bot_committers":1,"past_year_mean_commits":3.5,"past_year_dds":0.5,"last_synced_at":"2026-03-13T10:17:01.835Z","last_synced_commit":"6049450cd00fbb2c2f6abc2475e5e0619b6ed0df","created_at":"2023-03-07T17:00:27.294Z","updated_at":"2026-03-13T10:16:02.902Z","committers":[{"name":"David Nicholson","email":"nickledave","login":"nickledave","count":2035},{"name":"NickleDave","email":"nicholdav@gmail.com","login":"NickleDave","count":437},{"name":"allcontributors[bot]","email":"46447321+allcontributors[bot]","login":"allcontributors[bot]","count":58},{"name":"yardencsGitHub","email":"yardenc@bu.edu","login":"yardencsGitHub","count":51},{"name":"milaXT","email":"105045066+milaXT","login":"milaXT","count":1},{"name":"kaiyaprovost","email":"17089935+kaiyaprovost","login":"kaiyaprovost","count":1},{"name":"Luke Poeppel","email":"luke.poeppel@gmail.com","login":"Luke-Poeppel","count":1},{"name":"Khoa","email":"59268707+akn0717","login":"akn0717","count":1},{"name":"Ja-sonYun","email":"killa30867@gmail.com","login":"Ja-sonYun","count":1},{"name":"Ikko Ashimine","email":"eltociear@gmail.com","login":"eltociear","count":1}],"past_year_committers":[{"name":"David Nicholson","email":"NickleDave","login":"NickleDave","count":7},{"name":"David Nicholson","email":"nickledave","login":"nickledave","count":4},{"name":"allcontributors[bot]","email":"46447321+allcontributors[bot]","login":"allcontributors[bot]","count":2},{"name":"milaXT","email":"105045066+milaXT","login":"milaXT","count":1}],"commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-03-15T00:00:35.572Z","repositories_count":6204152,"commits_count":934647767,"contributors_count":36186774,"owners_count":1149562,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"vocalpy/vak","html_url":"https://github.com/vocalpy/vak","last_synced_at":"2026-03-13T22:01:01.417Z","status":null,"issues_count":168,"pull_requests_count":103,"avg_time_to_close_issue":19288997.039473683,"avg_time_to_close_pull_request":1358011.8673469387,"issues_closed_count":76,"pull_requests_closed_count":98,"pull_request_authors_count":8,"issue_authors_count":19,"avg_comments_per_issue":1.3630952380952381,"avg_comments_per_pull_request":0.6990291262135923,"merged_pull_requests_count":91,"bot_issues_count":0,"bot_pull_requests_count":20,"past_year_issues_count":20,"past_year_pull_requests_count":9,"past_year_avg_time_to_close_issue":212043.0,"past_year_avg_time_to_close_pull_request":3763.285714285714,"past_year_issues_closed_count":2,"past_year_pull_requests_closed_count":7,"past_year_pull_request_authors_count":3,"past_year_issue_authors_count":5,"past_year_avg_comments_per_issue":0.6,"past_year_avg_comments_per_pull_request":0.6666666666666666,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":3,"past_year_merged_pull_requests_count":7,"created_at":"2023-05-10T22:07:26.511Z","updated_at":"2026-03-13T22:01:01.418Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/vocalpy%2Fvak/issues","issue_labels_count":{"ENH: enhancement":45,"BUG":23,"DOC: documentation":16,"Models":9,"DEV: development":8,"CLN: clean / refactor":5,"TST: testing":5,"CI: continuous integration":2,"api":1,"dependencies":1,"Datasets":1,"Metrics":1},"pull_request_labels_count":{},"issue_author_associations_count":{"COLLABORATOR":146,"NONE":22},"pull_request_author_associations_count":{"COLLABORATOR":75,"CONTRIBUTOR":22,"NONE":6},"issue_authors":{"NickleDave":144,"harshidapancholi":3,"milaXT":2,"henricombrink":2,"athenasyarifa":2,"yardencsGitHub":2,"dovi-yellin":1,"zhileiz1992":1,"ItamarFruchter":1,"kalleknast":1,"danielmk":1,"vivinastase":1,"avanikop":1,"alyndanoel":1,"wendtalexander":1,"cantonsir":1,"nhoglen":1,"josh-steighner":1,"meriablue":1},"pull_request_authors":{"NickleDave":75,"allcontributors[bot]":20,"milaXT":2,"marisbasha":2,"nosrednab":1,"zhileiz1992":1,"TrellixVulnTeam":1,"Ja-sonYun":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-03-15T00:00:34.780Z","repositories_count":13743518,"issues_count":34671893,"pull_requests_count":113110951,"authors_count":11204117,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{"BUG":4,"DEV: development":4,"DOC: documentation":1,"ENH: enhancement":1,"CI: continuous integration":1},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{"COLLABORATOR":16,"NONE":3},"past_year_pull_request_author_associations_count":{"COLLABORATOR":4,"CONTRIBUTOR":4,"NONE":1},"past_year_issue_authors":{"NickleDave":16,"dovi-yellin":1,"henricombrink":1,"josh-steighner":1},"past_year_pull_request_authors":{"NickleDave":4,"allcontributors[bot]":3,"milaXT":2},"maintainers":[{"login":"NickleDave","count":219,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/NickleDave"},{"login":"yardencsGitHub","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/yardencsGitHub"}],"active_maintainers":[{"login":"NickleDave","count":20,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/NickleDave"}]},"events":{"total":{"ReleaseEvent":2,"DeleteEvent":6,"PullRequestEvent":16,"ForkEvent":1,"IssuesEvent":30,"WatchEvent":12,"IssueCommentEvent":46,"PushEvent":48,"CreateEvent":7},"last_year":{"ReleaseEvent":1,"DeleteEvent":5,"PullRequestEvent":10,"IssuesEvent":19,"WatchEvent":9,"IssueCommentEvent":16,"PushEvent":38,"CreateEvent":3}},"keywords":["animal-communication","animal-vocalizations","bioacoustic-analysis","bioacoustics","birdsong","python","python3","pytorch","spectrograms","speech-processing","torch","torchvision","vocalizations"],"dependencies":[{"ecosystem":"pypi","filepath":"pyproject.toml","sha":null,"kind":"manifest","created_at":"2023-10-19T02:28:33.397Z","updated_at":"2023-10-19T02:28:33.397Z","repository_link":"https://github.com/vocalpy/vak/blob/main/pyproject.toml","dependencies":[{"id":14261264808,"package_name":"attrs","ecosystem":"pypi","requirements":"\u003e=19.3.0","direct":true,"kind":"runtime","optional":false},{"id":14261264809,"package_name":"crowsetta","ecosystem":"pypi","requirements":"\u003e=5.0.1","direct":true,"kind":"runtime","optional":false},{"id":14261264810,"package_name":"dask","ecosystem":"pypi","requirements":"\u003e=2.10.1","direct":true,"kind":"runtime","optional":false},{"id":14261264811,"package_name":"evfuncs","ecosystem":"pypi","requirements":"\u003e=0.3.4","direct":true,"kind":"runtime","optional":false},{"id":14261264812,"package_name":"joblib","ecosystem":"pypi","requirements":"\u003e=0.14.1","direct":true,"kind":"runtime","optional":false},{"id":14261264813,"package_name":"pytorch-lightning","ecosystem":"pypi","requirements":"\u003e=2.0.7","direct":true,"kind":"runtime","optional":false},{"id":14261264814,"package_name":"matplotlib","ecosystem":"pypi","requirements":"\u003e=3.3.3","direct":true,"kind":"runtime","optional":false},{"id":14261264815,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.18.1","direct":true,"kind":"runtime","optional":false},{"id":14261264816,"package_name":"pynndescent","ecosystem":"pypi","requirements":"\u003e=0.5.10","direct":true,"kind":"runtime","optional":false},{"id":14261264817,"package_name":"scipy","ecosystem":"pypi","requirements":"\u003e=1.4.1","direct":true,"kind":"runtime","optional":false},{"id":14261264818,"package_name":"SoundFile","ecosystem":"pypi","requirements":"\u003e=0.10.3","direct":true,"kind":"runtime","optional":false},{"id":14261264819,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=1.0.1","direct":true,"kind":"runtime","optional":false},{"id":14261264820,"package_name":"tensorboard","ecosystem":"pypi","requirements":"\u003e=2.8.0","direct":true,"kind":"runtime","optional":false},{"id":14261264821,"package_name":"toml","ecosystem":"pypi","requirements":"\u003e=0.10.2","direct":true,"kind":"runtime","optional":false},{"id":14261264822,"package_name":"torch","ecosystem":"pypi","requirements":"\u003e= 2.0.1","direct":true,"kind":"runtime","optional":false},{"id":14261264823,"package_name":"torchvision","ecosystem":"pypi","requirements":"\u003e=0.15.2","direct":true,"kind":"runtime","optional":false},{"id":14261264824,"package_name":"tqdm","ecosystem":"pypi","requirements":"\u003e=4.42.1","direct":true,"kind":"runtime","optional":false},{"id":14261264825,"package_name":"umap-learn","ecosystem":"pypi","requirements":"\u003e=0.5.3","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/ci-linux.yml","sha":null,"kind":"manifest","created_at":"2023-09-23T20:08:36.699Z","updated_at":"2023-09-23T20:08:36.699Z","repository_link":"https://github.com/vocalpy/vak/blob/main/.github/workflows/ci-linux.yml","dependencies":[{"id":13906317194,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":13906317195,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":13906317196,"package_name":"excitedleigh/setup-nox","ecosystem":"actions","requirements":"v2.1.0","direct":true,"kind":"composite","optional":false},{"id":13906317222,"package_name":"codecov/codecov-action","ecosystem":"actions","requirements":"v3","direct":true,"kind":"composite","optional":false}]}],"score":13.865347792811447,"created_at":"2023-11-22T00:00:24.503Z","updated_at":"2026-04-15T06:04:19.950Z","avatar_url":"https://github.com/vocalpy.png","language":"Python","category":"Biosphere","sub_category":"Bioacoustics and Acoustic Data Analysis","monthly_downloads":453,"total_dependent_repos":1,"total_dependent_packages":2,"readme":"\u003cbr\u003e\n\u003cdiv align=\"center\"\u003e\n\u003cimg src=\"https://github.com/vocalpy/vak/blob/main/doc/images/logo/vak-logo-primary.png?raw=True\" width=\"400\"\u003e\n\u003c/div\u003e\n\n\u003chr\u003e\n\n## A neural network framework for researchers studying acoustic communication\n\n[![DOI](https://zenodo.org/badge/173566541.svg)](https://zenodo.org/badge/latestdoi/173566541)\n\u003c!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section --\u003e\n[![All Contributors](https://img.shields.io/badge/all_contributors-29-orange.svg?style=flat-square)](#contributors-)\n\u003c!-- ALL-CONTRIBUTORS-BADGE:END --\u003e\n[![PyPI version](https://badge.fury.io/py/vak.svg)](https://badge.fury.io/py/vak)\n[![License](https://img.shields.io/badge/License-BSD%203--Clause-blue.svg)](https://opensource.org/licenses/BSD-3-Clause)\n[![Build Status](https://github.com/vocalpy/vak/actions/workflows/ci-linux.yml/badge.svg)](https://github.com/vocalpy/vak/actions/workflows/ci-linux.yml/badge.svg)\n[![codecov](https://codecov.io/gh/vocalpy/vak/branch/main/graph/badge.svg?token=9Y4XXB2ELA)](https://codecov.io/gh/vocalpy/vak)\n\n`vak` is a Python framework for neural network models, \ndesigned for researchers studying acoustic communication: \nhow and why animals communicate with sound.\nMany people will be familiar with work in this area on \nanimal vocalizations such as birdsong, bat calls, and even human speech.\nNeural network models have provided a powerful new tool for researchers in this area, \nas in many other fields.\n\nThe library has two main goals:  \n1. Make it easier for researchers studying acoustic communication to \napply neural network algorithms to their data\n2. Provide a common framework that will facilitate benchmarking neural \nnetwork algorithms on tasks related to acoustic communication\n\nCurrently, the main use is an automatic *annotation* of vocalizations and other animal sounds. \nBy *annotation*, we mean something like the example of annotated birdsong shown below:\n\u003cp align=\"center\"\u003e\n\u003cimg src=\"https://github.com/vocalpy/vak/blob/main/doc/images/annotation-example.png?raw=True\" \nalt=\"spectrogram of birdsong with syllables annotated\" width=\"400\"\u003e\n\u003c/p\u003e\n\nYou give `vak` training data in the form of audio or spectrogram files with annotations, \nand then `vak` helps you train neural network models \nand use the trained models to predict annotations for new files.\n\nWe developed `vak` to benchmark a neural network model we call [`tweetynet`](https://github.com/yardencsGitHub/tweetynet).  \nPlease see the eLife article here: https://elifesciences.org/articles/63853  \n\nTo learn more about the goals and design of vak, \nplease see this talk from the SciPy 2023 conference, \nand the associated Proceedings paper \n[here](https://conference.scipy.org/proceedings/scipy2023/pdfs/david_nicholson.pdf).\n\n\u003cp align=\"center\"\u003e\n\u003ca href=\"https://www.youtube.com/watch?v=tpL0m5UwpZM\" target=\"_blank\"\u003e\n \u003cimg src=\"https://img.youtube.com/vi/tpL0m5UwpZM/mqdefault.jpg\" alt=\"Thumbnail of SciPy 2023 talk on vak\" width=\"400\" border=\"10\" /\u003e\n\u003c/a\u003e\n\u003c/p\u003e\n\nFor more background on animal acoustic communication and deep learning, \nand how these intersect with related fields like \ncomputational ethology and neuroscience,\nplease see the [\"About\"](#About) section below.\n\n### Installation\nShort version:\n\n#### with `pip`\n\n```console\n$ pip install vak\n```\n\n#### with `conda`\n```console\n$ conda install vak -c pytorch -c conda-forge\n$ #                  ^ notice additional channel!\n```\n\nNotice that for `conda` you specify two channels, \nand that the `pytorch` channel should come first, \nso it takes priority when installing the dependencies `pytorch` and `torchvision`.\n\nFor more details, please see:  \nhttps://vak.readthedocs.io/en/latest/get_started/installation.html\n\nWe test `vak` on Ubuntu and MacOS. We have run on Windows and \nknow of other users successfully running `vak` on that operating system, \nbut installation on Windows may require some troubleshooting.\nA good place to start is by searching the [issues](https://github.com/vocalpy/vak/issues).\n\n### Usage\n#### Tutorial\nCurrently the easiest way to work with `vak` is through the command line.\n![terminal showing vak help command output](https://github.com/vocalpy/vak/blob/main/doc/images/terminalizer/vak-help.gif?raw=True)\n\nYou run it with configuration files, using one of a handful of commands.\n\nFor more details, please see the \"autoannotate\" tutorial here:  \nhttps://vak.readthedocs.io/en/latest/get_started/autoannotate.html\n\n#### How can I use my data with `vak`?\n\nPlease see the How-To Guides in the documentation here:  \nhttps://vak.readthedocs.io/en/latest/howto/index.html\n\n### Support / Contributing\n\nFor help, please begin by checking out the Frequently Asked Questions:  \nhttps://vak.readthedocs.io/en/latest/faq.html.\n\nTo ask a question about vak, discuss its development, \nor share how you are using it, \nplease start a new \"Q\u0026A\" topic on the VocalPy forum \nwith the vak tag:  \n\u003chttps://forum.vocalpy.org/\u003e\n\nTo report a bug, or to request a feature, \nplease use the issue tracker on GitHub:  \n\u003chttps://github.com/vocalpy/vak/issues\u003e\n\nFor a guide on how you can contribute to `vak`, please see:\nhttps://vak.readthedocs.io/en/latest/development/index.html\n\n### Citation\nIf you use vak for a publication, please cite both the Proceedings paper and the software.\n\n#### Proceedings paper (BiBTex)\n\n```\n@inproceedings{nicholson2023vak,\n  title={vak: a neural network framework for researchers studying animal acoustic communication},\n  author={Nicholson, David and Cohen, Yarden},\n  booktitle={Python in Science Conference},\n  pages={59--67},\n  year={2023}\n}\n\n```\n\n#### Software\n\n[![DOI](https://zenodo.org/badge/173566541.svg)](https://zenodo.org/badge/latestdoi/173566541)\n\n### License\n[![License](https://img.shields.io/badge/License-BSD%203--Clause-blue.svg)](https://opensource.org/licenses/BSD-3-Clause)  \nis [here](./LICENSE).\n\n### About\n\nAre humans unique among animals? \nWe speak languages, but is speech somehow like other animal behaviors, such as birdsong? \nQuestions like these are answered by studying how animals communicate with sound. \nThis research requires cutting edge computational methods and big team science across a wide range of disciplines, \nincluding ecology, ethology, bioacoustics, psychology, neuroscience, linguistics, and genomics [^1][^2][^3]. \nAs in many other domains, this research is being revolutionized by deep learning algorithms [^1][^2][^3]. \nDeep neural network models enable answering questions that were previously impossible to address, \nin part because these models automate analysis of very large datasets. \nWithin the study of animal acoustic communication, multiple models have been proposed for similar tasks, \noften implemented as research code with different libraries, such as Keras and Pytorch. \nThis situation has created a real need for a framework that allows researchers to easily benchmark models \nand apply trained models to their own data. To address this need, we developed vak.\nWe originally developed vak to benchmark a neural network model, TweetyNet [^4][^5], \nthat automates annotation of birdsong by segmenting spectrograms. \nTweetyNet and vak have been used in both neuroscience [^6][^7][^8] and bioacoustics [^9]. \nFor additional background and papers that have used `vak`, \nplease see: https://vak.readthedocs.io/en/latest/reference/about.html\n\n[^1]: https://www.frontiersin.org/articles/10.3389/fnbeh.2021.811737/full \n[^2]: https://peerj.com/articles/13152/ \n[^3]: https://www.jneurosci.org/content/42/45/8514 \n[^4]: https://elifesciences.org/articles/63853 \n[^5]: https://github.com/yardencsGitHub/tweetynet\n[^6]: https://www.nature.com/articles/s41586-020-2397-3 \n[^7]: https://elifesciences.org/articles/67855\n[^8]: https://elifesciences.org/articles/75691\n[^9]: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0278522\n\n#### \"Why this name, vak?\"\nIt has only three letters, so it is quick to type,\nand it wasn't taken on [pypi](https://pypi.org/) yet.\nAlso I guess it has [something to do with speech](https://en.wikipedia.org/wiki/V%C4%81c).\n\"vak\" rhymes with \"squawk\" and \"talk\".\n\n#### Does your library have any poems?\n[Yes.](https://vak.readthedocs.io/en/latest/poems/index.html)\n\n## Contributors ✨\n\nThanks goes to these wonderful people ([emoji key](https://allcontributors.org/docs/en/emoji-key)):\n\n\u003c!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section --\u003e\n\u003c!-- prettier-ignore-start --\u003e\n\u003c!-- markdownlint-disable --\u003e\n\u003ctable\u003e\n  \u003ctbody\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/avanikop\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/39831515?v=4?s=100\" width=\"100px;\" alt=\"avanikop\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eavanikop\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/issues?q=author%3Aavanikop\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://www.lukepoeppel.com\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/20927930?v=4?s=100\" width=\"100px;\" alt=\"Luke Poeppel\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eLuke Poeppel\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/commits?author=Luke-Poeppel\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://yardencsgithub.github.io/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/17324841?v=4?s=100\" width=\"100px;\" alt=\"yardencsGitHub\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eyardencsGitHub\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/commits?author=yardencsGitHub\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#ideas-yardencsGitHub\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#talk-yardencsGitHub\" title=\"Talks\"\u003e📢\u003c/a\u003e \u003ca href=\"#userTesting-yardencsGitHub\" title=\"User Testing\"\u003e📓\u003c/a\u003e \u003ca href=\"#question-yardencsGitHub\" title=\"Answering Questions\"\u003e💬\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://nicholdav.info/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/11934090?v=4?s=100\" width=\"100px;\" alt=\"David Nicholson\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eDavid Nicholson\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/issues?q=author%3ANickleDave\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"https://github.com/vocalpy/vak/commits?author=NickleDave\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#data-NickleDave\" title=\"Data\"\u003e🔣\u003c/a\u003e \u003ca href=\"https://github.com/vocalpy/vak/commits?author=NickleDave\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#example-NickleDave\" title=\"Examples\"\u003e💡\u003c/a\u003e \u003ca href=\"#ideas-NickleDave\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#infra-NickleDave\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e \u003ca href=\"#maintenance-NickleDave\" title=\"Maintenance\"\u003e🚧\u003c/a\u003e \u003ca href=\"#mentoring-NickleDave\" title=\"Mentoring\"\u003e🧑‍🏫\u003c/a\u003e \u003ca href=\"#projectManagement-NickleDave\" title=\"Project Management\"\u003e📆\u003c/a\u003e \u003ca href=\"https://github.com/vocalpy/vak/pulls?q=is%3Apr+reviewed-by%3ANickleDave\" title=\"Reviewed Pull Requests\"\u003e👀\u003c/a\u003e \u003ca href=\"#question-NickleDave\" title=\"Answering Questions\"\u003e💬\u003c/a\u003e \u003ca href=\"#talk-NickleDave\" title=\"Talks\"\u003e📢\u003c/a\u003e \u003ca href=\"https://github.com/vocalpy/vak/commits?author=NickleDave\" title=\"Tests\"\u003e⚠️\u003c/a\u003e \u003ca href=\"#tutorial-NickleDave\" title=\"Tutorials\"\u003e✅\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/marichard123\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/30010668?v=4?s=100\" width=\"100px;\" alt=\"marichard123\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003emarichard123\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/commits?author=marichard123\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://www.utsouthwestern.edu/labs/roberts/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/46657075?v=4?s=100\" width=\"100px;\" alt=\"Therese Koch\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eTherese Koch\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/commits?author=theresekoch\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"https://github.com/vocalpy/vak/issues?q=author%3Atheresekoch\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/alyndanoel\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/48728732?v=4?s=100\" width=\"100px;\" alt=\"alyndanoel\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003ealyndanoel\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-alyndanoel\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/adamfishbein\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/70346566?v=4?s=100\" width=\"100px;\" alt=\"adamfishbein\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eadamfishbein\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/commits?author=adamfishbein\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/vivinastase\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/25927299?v=4?s=100\" width=\"100px;\" alt=\"vivinastase\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003evivinastase\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/issues?q=author%3Avivinastase\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"#userTesting-vivinastase\" title=\"User Testing\"\u003e📓\u003c/a\u003e \u003ca href=\"#ideas-vivinastase\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/kaiyaprovost\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/17089935?v=4?s=100\" width=\"100px;\" alt=\"kaiyaprovost\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003ekaiyaprovost\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/commits?author=kaiyaprovost\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#ideas-kaiyaprovost\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/ymk12345\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/47306876?v=4?s=100\" width=\"100px;\" alt=\"ymk12345\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eymk12345\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/issues?q=author%3Aymk12345\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"https://github.com/vocalpy/vak/commits?author=ymk12345\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://www.xavierhinaut.com\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/9768731?v=4?s=100\" width=\"100px;\" alt=\"neuronalX\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eneuronalX\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/issues?q=author%3AneuronalX\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"https://github.com/vocalpy/vak/commits?author=neuronalX\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/akn0717\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/59268707?v=4?s=100\" width=\"100px;\" alt=\"Khoa\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eKhoa\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/commits?author=akn0717\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/sthaar\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/24313958?v=4?s=100\" width=\"100px;\" alt=\"sthaar\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003esthaar\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/commits?author=sthaar\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"https://github.com/vocalpy/vak/issues?q=author%3Asthaar\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"#ideas-sthaar\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/yangzheng-121\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/104445992?v=4?s=100\" width=\"100px;\" alt=\"yangzheng-121\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eyangzheng-121\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/issues?q=author%3Ayangzheng-121\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"#ideas-yangzheng-121\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/lmpascual\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/62260534?v=4?s=100\" width=\"100px;\" alt=\"lmpascual\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003elmpascual\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/commits?author=lmpascual\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/ItamarFruchter\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/19908942?v=4?s=100\" width=\"100px;\" alt=\"ItamarFruchter\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eItamarFruchter\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/commits?author=ItamarFruchter\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/kalleknast\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/12412777?v=4?s=100\" width=\"100px;\" alt=\"Hjalmar K. Turesson\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eHjalmar K. Turesson\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/issues?q=author%3Akalleknast\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"#ideas-kalleknast\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/nhoglen\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/13972140?v=4?s=100\" width=\"100px;\" alt=\"nhoglen\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003enhoglen\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/issues?q=author%3Anhoglen\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://test0.zip\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/46551097?v=4?s=100\" width=\"100px;\" alt=\"Ja-sonYun\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJa-sonYun\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/commits?author=Ja-sonYun\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/JacquelineGoe\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/52127436?v=4?s=100\" width=\"100px;\" alt=\"Jacqueline\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJacqueline\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/issues?q=author%3AJacquelineGoe\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://maths.manchester.ac.uk/~mrm/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/5350159?v=4?s=100\" width=\"100px;\" alt=\"Mark Muldoon\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMark Muldoon\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/issues?q=author%3AVenetianRed\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/zhileiz1992\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/144953579?v=4?s=100\" width=\"100px;\" alt=\"zhileiz1992\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003ezhileiz1992\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/issues?q=author%3Azhileiz1992\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"https://github.com/vocalpy/vak/commits?author=zhileiz1992\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://marisbasha.com\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/41847328?v=4?s=100\" width=\"100px;\" alt=\"Maris Basha\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMaris Basha\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-marisbasha\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"https://github.com/vocalpy/vak/commits?author=marisbasha\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://danielmuellerkomorowska.com\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/16190451?v=4?s=100\" width=\"100px;\" alt=\"Daniel Müller-Komorowska\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eDaniel Müller-Komorowska\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/commits?author=danielmk\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/meriablue\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/175237938?v=4?s=100\" width=\"100px;\" alt=\"meriablue\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003emeriablue\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/commits?author=meriablue\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/henricombrink\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/38145248?v=4?s=100\" width=\"100px;\" alt=\"Henri Combrink\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eHenri Combrink\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/issues?q=author%3Ahenricombrink\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/milaXT\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/105045066?v=4?s=100\" width=\"100px;\" alt=\"milaXT\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003emilaXT\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/issues?q=author%3AmilaXT\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"https://github.com/vocalpy/vak/commits?author=milaXT\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/josh-steighner\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/123011857?v=4?s=100\" width=\"100px;\" alt=\"josh-steighner\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003ejosh-steighner\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/vocalpy/vak/issues?q=author%3Ajosh-steighner\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n  \u003c/tbody\u003e\n\u003c/table\u003e\n\n\u003c!-- markdownlint-restore --\u003e\n\u003c!-- prettier-ignore-end --\u003e\n\n\u003c!-- ALL-CONTRIBUTORS-LIST:END --\u003e\n\nThis project follows the [all-contributors](https://github.com/all-contributors/all-contributors) specification. Contributions of any kind welcome!\n","funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["keras"],"project_url":"https://ost.ecosyste.ms/api/v1/projects/141490","html_url":"https://ost.ecosyste.ms/projects/141490"}