{"id":25757,"name":"MetNet","description":"A neural network that forecasts precipitation up to 8 hours into the future at the high spatial resolution of 1 km² and at the temporal resolution of 2 minutes with a latency in the order of second.","url":"https://github.com/openclimatefix/metnet","last_synced_at":"2026-04-17T03:30:20.317Z","repository":{"id":43144395,"uuid":"402393162","full_name":"openclimatefix/metnet","owner":"openclimatefix","description":"PyTorch Implementation of Google Research's MetNet and MetNet-2","archived":false,"fork":false,"pushed_at":"2026-04-06T17:40:34.000Z","size":202,"stargazers_count":293,"open_issues_count":36,"forks_count":60,"subscribers_count":5,"default_branch":"main","last_synced_at":"2026-04-06T19:24:57.174Z","etag":null,"topics":["pytorch"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/openclimatefix.png","metadata":{"funding":{"github":["openclimatefix"],"patreon":null,"open_collective":"openclimatefix","ko_fi":null,"tidelift":null,"community_bridge":null,"liberapay":null,"issuehunt":null,"otechie":null,"custom":null},"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2021-09-02T11:20:11.000Z","updated_at":"2026-04-02T13:14:55.000Z","dependencies_parsed_at":"2023-12-03T17:03:10.290Z","dependency_job_id":"25696f46-b3e0-46a0-97b8-4efa8d9be1ac","html_url":"https://github.com/openclimatefix/metnet","commit_stats":{"total_commits":164,"total_committers":8,"mean_commits":20.5,"dds":0.524390243902439,"last_synced_commit":"00eb017686a8a37162ac46bfa7f0611405d51c04"},"previous_names":[],"tags_count":49,"template":false,"template_full_name":null,"purl":"pkg:github/openclimatefix/metnet","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/openclimatefix","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/sbom","scorecard":{"id":531377,"data":{"date":"2025-08-11","repo":{"name":"github.com/openclimatefix/metnet","commit":"0f7442d59621919440f295049a3f5a4bd8480dae"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":3.5,"checks":[{"name":"Maintained","score":0,"reason":"0 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Code-Review","score":3,"reason":"Found 3/8 approved changesets -- score normalized to 3","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#code-review"}},{"name":"Dangerous-Workflow","score":10,"reason":"no dangerous workflow patterns detected","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/release.yaml:1","Warn: no topLevel permission defined: .github/workflows/workflows.yaml:1","Info: no jobLevel write permissions found"],"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"name":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: third-party GitHubAction not pinned by hash: .github/workflows/release.yaml:8: update your workflow using https://app.stepsecurity.io/secureworkflow/openclimatefix/metnet/release.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/workflows.yaml:6: update your workflow using https://app.stepsecurity.io/secureworkflow/openclimatefix/metnet/workflows.yaml/main?enable=pin","Info:   0 out of   2 third-party GitHubAction dependencies pinned"],"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#cii-best-practices"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: MIT License: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'main'"],"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"Vulnerabilities","score":8,"reason":"2 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: GHSA-6p56-wp2h-9hxr","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"name":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 25 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}}]},"last_synced_at":"2025-08-20T05:49:55.363Z","repository_id":43144395,"created_at":"2025-08-20T05:49:55.363Z","updated_at":"2025-08-20T05:49:55.363Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31778580,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-14T00:11:49.126Z","status":"online","status_checked_at":"2026-04-14T02:00:06.344Z","response_time":153,"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":{"login":"openclimatefix","name":"Open Climate Fix","uuid":"48357542","kind":"organization","description":"Using open science to mitigate climate change","email":"info@openclimatefix.org","website":"openclimatefix.org","location":"London","twitter":"openclimatefix","company":null,"icon_url":"https://avatars.githubusercontent.com/u/48357542?v=4","repositories_count":88,"last_synced_at":"2024-04-15T07:32:15.529Z","metadata":{"has_sponsors_listing":true,"funding":{"github":["openclimatefix"],"patreon":null,"open_collective":"openclimatefix","ko_fi":null,"tidelift":null,"community_bridge":null,"liberapay":null,"issuehunt":null,"otechie":null,"custom":null}},"html_url":"https://github.com/openclimatefix","funding_links":["https://github.com/sponsors/openclimatefix","https://opencollective.com/openclimatefix"],"total_stars":1200,"followers":377,"following":0,"created_at":"2022-11-13T14:36:57.075Z","updated_at":"2024-04-15T07:33:23.163Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/openclimatefix","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/openclimatefix/repositories"},"packages":[{"id":11733377,"name":"github.com/openclimatefix/metnet","ecosystem":"go","description":null,"homepage":null,"licenses":"mit","normalized_licenses":["MIT"],"repository_url":"https://github.com/openclimatefix/metnet","keywords_array":[],"namespace":null,"versions_count":48,"first_release_published_at":"2021-09-06T12:19:44.000Z","latest_release_published_at":"2025-11-22T09:20:45.000Z","latest_release_number":"v4.1.22+incompatible","last_synced_at":"2026-04-14T02:02:51.786Z","created_at":"2025-06-05T11:15:42.312Z","updated_at":"2026-04-14T02:02:51.786Z","registry_url":"https://pkg.go.dev/github.com/openclimatefix/metnet","install_command":"go get github.com/openclimatefix/metnet","documentation_url":"https://pkg.go.dev/github.com/openclimatefix/metnet#section-documentation","metadata":{},"repo_metadata":{"id":43144395,"uuid":"402393162","full_name":"openclimatefix/metnet","owner":"openclimatefix","description":"PyTorch Implementation of Google Research's MetNet and MetNet-2","archived":false,"fork":false,"pushed_at":"2026-03-16T17:40:33.000Z","size":202,"stargazers_count":293,"open_issues_count":37,"forks_count":60,"subscribers_count":5,"default_branch":"main","last_synced_at":"2026-03-20T05:09:34.012Z","etag":null,"topics":["pytorch"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/openclimatefix.png","metadata":{"funding":{"github":["openclimatefix"],"patreon":null,"open_collective":"openclimatefix","ko_fi":null,"tidelift":null,"community_bridge":null,"liberapay":null,"issuehunt":null,"otechie":null,"custom":null},"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2021-09-02T11:20:11.000Z","updated_at":"2026-03-17T02:50:29.000Z","dependencies_parsed_at":"2023-12-03T17:03:10.290Z","dependency_job_id":"25696f46-b3e0-46a0-97b8-4efa8d9be1ac","html_url":"https://github.com/openclimatefix/metnet","commit_stats":{"total_commits":164,"total_committers":8,"mean_commits":20.5,"dds":0.524390243902439,"last_synced_commit":"00eb017686a8a37162ac46bfa7f0611405d51c04"},"previous_names":[],"tags_count":49,"template":false,"template_full_name":null,"purl":"pkg:github/openclimatefix/metnet","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/openclimatefix","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/sbom","scorecard":{"id":531377,"data":{"date":"2025-08-11","repo":{"name":"github.com/openclimatefix/metnet","commit":"0f7442d59621919440f295049a3f5a4bd8480dae"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":3.5,"checks":[{"name":"Maintained","score":0,"reason":"0 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Code-Review","score":3,"reason":"Found 3/8 approved changesets -- score normalized to 3","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#code-review"}},{"name":"Dangerous-Workflow","score":10,"reason":"no dangerous workflow patterns detected","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/release.yaml:1","Warn: no topLevel permission defined: .github/workflows/workflows.yaml:1","Info: no jobLevel write permissions found"],"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"name":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: third-party GitHubAction not pinned by hash: .github/workflows/release.yaml:8: update your workflow using https://app.stepsecurity.io/secureworkflow/openclimatefix/metnet/release.yaml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/workflows.yaml:6: update your workflow using https://app.stepsecurity.io/secureworkflow/openclimatefix/metnet/workflows.yaml/main?enable=pin","Info:   0 out of   2 third-party GitHubAction dependencies pinned"],"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#cii-best-practices"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: MIT License: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'main'"],"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"Vulnerabilities","score":8,"reason":"2 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: GHSA-6p56-wp2h-9hxr","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"name":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 25 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}}]},"last_synced_at":"2025-08-20T05:49:55.363Z","repository_id":43144395,"created_at":"2025-08-20T05:49:55.363Z","updated_at":"2025-08-20T05:49:55.363Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30754914,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-20T18:25:49.393Z","status":"ssl_error","status_checked_at":"2026-03-20T18:25:41.081Z","response_time":129,"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_record":{"login":"openclimatefix","name":"Open Climate Fix","uuid":"48357542","kind":"organization","description":"Using open science to mitigate climate change","email":"info@openclimatefix.org","website":"openclimatefix.org","location":"London","twitter":"openclimatefix","company":null,"icon_url":"https://avatars.githubusercontent.com/u/48357542?v=4","repositories_count":88,"last_synced_at":"2024-04-15T07:32:15.529Z","metadata":{"has_sponsors_listing":true,"funding":{"github":["openclimatefix"],"patreon":null,"open_collective":"openclimatefix","ko_fi":null,"tidelift":null,"community_bridge":null,"liberapay":null,"issuehunt":null,"otechie":null,"custom":null}},"html_url":"https://github.com/openclimatefix","funding_links":["https://github.com/sponsors/openclimatefix","https://opencollective.com/openclimatefix"],"total_stars":1200,"followers":377,"following":0,"created_at":"2022-11-13T14:36:57.075Z","updated_at":"2024-04-15T07:33:23.163Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/openclimatefix","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/openclimatefix/repositories"},"tags":[]},"repo_metadata_updated_at":"2026-03-20T19:10:02.713Z","dependent_packages_count":0,"downloads":null,"downloads_period":null,"dependent_repos_count":0,"rankings":{"downloads":null,"dependent_repos_count":5.757538697138725,"dependent_packages_count":5.395053785167736,"stargazers_count":null,"forks_count":null,"docker_downloads_count":null,"average":5.57629624115323},"purl":"pkg:golang/github.com/openclimatefix/metnet","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/go/github.com/openclimatefix/metnet","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/go/github.com/openclimatefix/metnet","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/go/github.com/openclimatefix/metnet/dependencies","status":null,"funding_links":["https://github.com/sponsors/openclimatefix","https://opencollective.com/openclimatefix"],"critical":null,"issue_metadata":{"last_synced_at":"2026-03-17T13:02:06.651Z","issues_count":35,"pull_requests_count":36,"avg_time_to_close_issue":5316083.166666667,"avg_time_to_close_pull_request":4777401.931034483,"issues_closed_count":6,"pull_requests_closed_count":29,"pull_request_authors_count":12,"issue_authors_count":20,"avg_comments_per_issue":3.1142857142857143,"avg_comments_per_pull_request":1.6111111111111112,"merged_pull_requests_count":28,"bot_issues_count":0,"bot_pull_requests_count":12,"past_year_issues_count":2,"past_year_pull_requests_count":8,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":384250.8,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":5,"past_year_pull_request_authors_count":5,"past_year_issue_authors_count":2,"past_year_avg_comments_per_issue":5.0,"past_year_avg_comments_per_pull_request":4.375,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":1,"past_year_merged_pull_requests_count":4,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/issues","maintainers":[{"login":"jacobbieker","count":22,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/jacobbieker"},{"login":"JackKelly","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/JackKelly"},{"login":"Raahul-Singh","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/Raahul-Singh"}],"active_maintainers":[{"login":"jacobbieker","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/jacobbieker"}]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/packages/github.com%2Fopenclimatefix%2Fmetnet/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/packages/github.com%2Fopenclimatefix%2Fmetnet/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/packages/github.com%2Fopenclimatefix%2Fmetnet/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/packages/github.com%2Fopenclimatefix%2Fmetnet/related_packages","codemeta_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/packages/github.com%2Fopenclimatefix%2Fmetnet/codemeta","maintainers":[],"registry":{"name":"proxy.golang.org","url":"https://proxy.golang.org","ecosystem":"go","default":true,"packages_count":2098281,"maintainers_count":0,"namespaces_count":781316,"keywords_count":112803,"github":"golang","metadata":{"funded_packages_count":53476},"icon_url":"https://github.com/golang.png","created_at":"2022-04-04T15:19:22.939Z","updated_at":"2026-04-14T05:14:00.078Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/namespaces"}},{"id":2800395,"name":"metnet","ecosystem":"pypi","description":"PyTorch MetNet Implementation","homepage":"https://github.com/openclimatefix/metnet","licenses":"MIT License","normalized_licenses":["MIT"],"repository_url":"https://github.com/openclimatefix/metnet","keywords_array":["artificial intelligence","deep learning","transformer","attention mechanism","metnet","forecasting","remote-sensing"],"namespace":null,"versions_count":46,"first_release_published_at":"2021-09-02T12:15:34.000Z","latest_release_published_at":"2025-11-22T09:21:15.000Z","latest_release_number":"4.1.22","last_synced_at":"2026-04-14T02:02:50.720Z","created_at":"2022-04-10T11:35:25.418Z","updated_at":"2026-04-14T02:02:50.720Z","registry_url":"https://pypi.org/project/metnet/","install_command":"pip install metnet --index-url https://pypi.org/simple","documentation_url":"https://metnet.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":["Development Status :: 4 - Beta","Intended Audience :: Developers","License :: OSI Approved :: MIT License","Programming Language :: Python :: 3.6","Topic :: Scientific/Engineering :: Artificial Intelligence"],"normalized_name":"metnet","project_status":null},"repo_metadata":{"id":43144395,"uuid":"402393162","full_name":"openclimatefix/metnet","owner":"openclimatefix","description":"PyTorch Implementation of Google Research's MetNet and MetNet-2","archived":false,"fork":false,"pushed_at":"2024-04-08T17:52:11.000Z","size":193,"stargazers_count":217,"open_issues_count":27,"forks_count":46,"subscribers_count":7,"default_branch":"main","last_synced_at":"2024-04-14T11:50:43.060Z","etag":null,"topics":["pytorch"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/openclimatefix.png","metadata":{"funding":{"github":["openclimatefix"],"patreon":null,"open_collective":"openclimatefix","ko_fi":null,"tidelift":null,"community_bridge":null,"liberapay":null,"issuehunt":null,"otechie":null,"custom":null},"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null}},"created_at":"2021-09-02T11:20:11.000Z","updated_at":"2024-04-15T18:51:33.725Z","dependencies_parsed_at":"2023-12-03T17:03:10.290Z","dependency_job_id":"a0ec6505-ff9c-41bc-b63e-fdb5600149a3","html_url":"https://github.com/openclimatefix/metnet","commit_stats":{"total_commits":164,"total_committers":8,"mean_commits":20.5,"dds":0.524390243902439,"last_synced_commit":"00eb017686a8a37162ac46bfa7f0611405d51c04"},"previous_names":[],"tags_count":44,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/openclimatefix","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":204892402,"owners_count":14349238,"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":"openclimatefix","name":"Open Climate Fix","uuid":"48357542","kind":"organization","description":"Using open science to mitigate climate change","email":"info@openclimatefix.org","website":"openclimatefix.org","location":"London","twitter":"openclimatefix","company":null,"icon_url":"https://avatars.githubusercontent.com/u/48357542?v=4","repositories_count":88,"last_synced_at":"2024-04-15T07:32:15.529Z","metadata":{"has_sponsors_listing":true,"funding":{"github":["openclimatefix"],"patreon":null,"open_collective":"openclimatefix","ko_fi":null,"tidelift":null,"community_bridge":null,"liberapay":null,"issuehunt":null,"otechie":null,"custom":null}},"html_url":"https://github.com/openclimatefix","funding_links":["https://github.com/sponsors/openclimatefix","https://opencollective.com/openclimatefix"],"total_stars":1200,"followers":377,"following":0,"created_at":"2022-11-13T14:36:57.075Z","updated_at":"2024-04-15T07:33:23.163Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/openclimatefix","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/openclimatefix/repositories"},"tags":[{"name":"v4.1.17","sha":"00eb017686a8a37162ac46bfa7f0611405d51c04","kind":"tag","published_at":"2024-03-21T08:03:25.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.17","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.17","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.17","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.17/manifests"},{"name":"v","sha":"412530ce08b149ef5fd89475ff23492fe0083c96","kind":"commit","published_at":"2024-03-21T07:59:46.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v/manifests"},{"name":"v4.1.16","sha":"412530ce08b149ef5fd89475ff23492fe0083c96","kind":"tag","published_at":"2024-03-21T07:59:46.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.16","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.16","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.16","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.16/manifests"},{"name":"v4.1.15","sha":"998b344362b2a167e8aca99cc6687634ce460292","kind":"tag","published_at":"2023-06-16T11:34:54.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.15","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.15","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.15","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.15/manifests"},{"name":"v4.1.14","sha":"93906fe2d6a098a4af901a383dcf3dd00eb09010","kind":"tag","published_at":"2023-04-13T09:50:58.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.14","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.14","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.14","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.14/manifests"},{"name":"v4.1.13","sha":"f1d6da692322b33ced082cadcc6b4b1d43e261d9","kind":"tag","published_at":"2023-04-04T07:58:41.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.13","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.13","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.13","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.13/manifests"},{"name":"v4.1.12","sha":"c57b9aab13f0aa6ea10beca2f3b446637f125eaf","kind":"tag","published_at":"2023-03-06T16:26:54.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.12","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.12","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.12","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.12/manifests"},{"name":"v4.1.11","sha":"41af27028e9228d3a0c9eb400977af1705b6cd63","kind":"tag","published_at":"2023-02-14T10:25:14.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.11","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.11","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.11","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.11/manifests"},{"name":"v4.1.10","sha":"9d327c773ad3c5a1ff2bf7672a29b35de305907e","kind":"tag","published_at":"2023-02-14T10:16:03.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.10","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.10","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.10","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.10/manifests"},{"name":"v4.1.9","sha":"dfcbe963d0635262e581d8af9cb1a650eb95f118","kind":"tag","published_at":"2023-02-13T08:24:46.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.9","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.9","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.9","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.9/manifests"},{"name":"v4.1.8","sha":"e25c768a4e660159d6ba692fa82ab7fd867619e7","kind":"tag","published_at":"2022-11-16T11:05:06.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.8","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.8","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.8","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.8/manifests"},{"name":"v4.1.7","sha":"79458d7cd8c78854c1f6675b8804e41952da6cdc","kind":"tag","published_at":"2022-11-08T17:06:21.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.7","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.7","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.7/manifests"},{"name":"v4.1.6","sha":"c64ff0cb97a7759c101bb223b5b1cf099047a23e","kind":"tag","published_at":"2022-11-08T16:50:46.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.6","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.6","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.6/manifests"},{"name":"v4.1.5","sha":"bef358050167c0824b23c79e916fd2cd90f3c246","kind":"tag","published_at":"2022-11-08T16:45:18.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.5","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.5","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.5/manifests"},{"name":"v4.1.4","sha":"b4e20c689b41a4b40de209be03b1db3c7e787f3e","kind":"tag","published_at":"2022-11-07T15:02:05.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.4","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.4","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.4/manifests"},{"name":"v4.1.3","sha":"6971d72214c269b8628e0b6eaf46e214fe8e0c38","kind":"tag","published_at":"2022-11-07T12:12:22.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.3","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.3","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.3/manifests"},{"name":"v4.1.2","sha":"3a618f2cdd6443136030f033df60a9e24851e86b","kind":"tag","published_at":"2022-11-07T11:32:58.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.2","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.2","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.2/manifests"},{"name":"v4.1.1","sha":"be9a98cf35487b639ed6b9441fe823aa219a48d5","kind":"tag","published_at":"2022-11-07T10:17:16.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.1","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.1","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.1/manifests"},{"name":"v4.1.0","sha":"297c97d1544eb31aa7308c66c4c1a911ecb0a73a","kind":"tag","published_at":"2022-11-03T13:00:33.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.1.0","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.1.0/manifests"},{"name":"v4.0.2","sha":"49e8bd656e4fdfe5f21ed48184a5b625c0351f5d","kind":"tag","published_at":"2022-09-07T15:19:41.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.0.2","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.0.2","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.0.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.0.2/manifests"},{"name":"v4.0.1","sha":"b8b575b19ece54c7d281ec5451e2a65ddf06efef","kind":"tag","published_at":"2022-08-30T10:00:49.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.0.1","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.0.1","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.0.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.0.1/manifests"},{"name":"v4.0.0","sha":"89e42742303835cd4bfa635575b893a14eb29722","kind":"tag","published_at":"2022-06-28T16:14:52.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v4.0.0","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v4.0.0","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.0.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v4.0.0/manifests"},{"name":"v3.0.3","sha":"349f2e47caa0564362b46d6adc547d29200e9bf1","kind":"tag","published_at":"2022-03-16T13:47:12.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v3.0.3","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v3.0.3","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v3.0.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v3.0.3/manifests"},{"name":"v3.0.2","sha":"a0f3ea2658fb90e0cbf082bfe38e1176dfe9aafa","kind":"tag","published_at":"2022-03-08T08:22:10.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v3.0.2","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v3.0.2","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v3.0.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v3.0.2/manifests"},{"name":"v3.0.1","sha":"bb8b72e28d131bab1fec69b52642b65615476be6","kind":"tag","published_at":"2022-02-25T10:20:29.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v3.0.1","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v3.0.1","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v3.0.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v3.0.1/manifests"},{"name":"v3.0.0","sha":"02f2ca8f11323f24aa4c1e45cc0fa0064ae8aed0","kind":"tag","published_at":"2022-02-25T10:18:10.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v3.0.0","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v3.0.0","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v3.0.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v3.0.0/manifests"},{"name":"v2.0.5","sha":"7cde48a7b5fc0b69a8ce9083f934949362620fd5","kind":"tag","published_at":"2022-02-23T15:33:30.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v2.0.5","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v2.0.5","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v2.0.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v2.0.5/manifests"},{"name":"v2.0.4","sha":"3f5696cf1e92e00632ee85bb9fe6dcb50eea7e81","kind":"tag","published_at":"2022-02-09T22:15:40.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v2.0.4","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v2.0.4","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v2.0.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v2.0.4/manifests"},{"name":"v2.0.3","sha":"5c11e477f3a1572383f2510f951cb638b99d2d0c","kind":"tag","published_at":"2022-02-05T10:13:21.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v2.0.3","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v2.0.3","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v2.0.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v2.0.3/manifests"},{"name":"v2.0.2","sha":"704671f7ff7af46c06edce25c986acd9a9ea5df9","kind":"tag","published_at":"2022-02-04T17:26:58.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v2.0.2","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v2.0.2","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v2.0.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v2.0.2/manifests"},{"name":"v2.0.1","sha":"e26616b4dcc2e3529d39a8e4c50504f6e8302d70","kind":"tag","published_at":"2022-02-03T10:57:34.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v2.0.1","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v2.0.1","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v2.0.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v2.0.1/manifests"},{"name":"v2.0.0","sha":"c100e6805b581af5a62101b5267d4eb61f33d211","kind":"tag","published_at":"2022-02-02T16:36:32.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v2.0.0","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v2.0.0","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v2.0.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v2.0.0/manifests"},{"name":"v1.0.0","sha":"e988e7139009e51697df4e01df8767986e922e5a","kind":"tag","published_at":"2022-02-01T18:01:07.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v1.0.0","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v1.0.0","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v1.0.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v1.0.0/manifests"},{"name":"v0.0.12","sha":"51d03215e71b5fcdae5cdf5b83be046362f3427e","kind":"tag","published_at":"2022-01-25T14:15:46.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v0.0.12","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v0.0.12","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.12","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.12/manifests"},{"name":"v0.0.11","sha":"06eed550e93da6325641958b0d36c15adde1d928","kind":"tag","published_at":"2021-12-21T15:59:46.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v0.0.11","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v0.0.11","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.11","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.11/manifests"},{"name":"v0.0.10","sha":"97656eeb08aa89e6fbbd79e7a699d6be65b82b0a","kind":"tag","published_at":"2021-10-29T10:01:29.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v0.0.10","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v0.0.10","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.10","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.10/manifests"},{"name":"v0.0.9","sha":"7d4625e98018fd58a8a87387fe46f0024a048916","kind":"tag","published_at":"2021-10-29T09:20:08.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v0.0.9","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v0.0.9","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.9","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.9/manifests"},{"name":"v0.0.8","sha":"96bc1796a0292823fca5257deff793bb352f7804","kind":"tag","published_at":"2021-10-26T15:17:20.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v0.0.8","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v0.0.8","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.8","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.8/manifests"},{"name":"v0.0.7","sha":"288857d20b58d096938570eefb1099b78b848c7d","kind":"commit","published_at":"2021-09-06T13:28:15.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v0.0.7","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v0.0.7","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.7/manifests"},{"name":"v0.0.6","sha":"5c2d09dba3c65b7b026028e58117208eafbd860f","kind":"commit","published_at":"2021-09-06T13:23:05.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v0.0.6","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v0.0.6","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.6/manifests"},{"name":"v0.0.5","sha":"9438182b83c6163bb005855f3821fc6bf46b1234","kind":"commit","published_at":"2021-09-06T13:12:23.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v0.0.5","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v0.0.5","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.5/manifests"},{"name":"v0.0.4","sha":"9563e083c0ddf318358a70073920377503c4b682","kind":"commit","published_at":"2021-09-06T13:00:06.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v0.0.4","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v0.0.4","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.4/manifests"},{"name":"v0.0.3","sha":"537a97e745b70be26c758c4e02015dc13da653d7","kind":"commit","published_at":"2021-09-06T12:23:51.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v0.0.3","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v0.0.3","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.3/manifests"},{"name":"v0.0.2","sha":"6b2991b911785300e64089cc7bf1d0ecd295e576","kind":"commit","published_at":"2021-09-06T12:19:44.000Z","download_url":"https://codeload.github.com/openclimatefix/metnet/tar.gz/v0.0.2","html_url":"https://github.com/openclimatefix/metnet/releases/tag/v0.0.2","dependencies_parsed_at":null,"dependency_job_id":null,"tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/tags/v0.0.2/manifests"}]},"repo_metadata_updated_at":"2024-09-07T19:53:53.386Z","dependent_packages_count":0,"downloads":267,"downloads_period":"last-month","dependent_repos_count":2,"rankings":{"downloads":10.49156272927366,"dependent_repos_count":11.7927574290556,"dependent_packages_count":7.306363177401113,"stargazers_count":5.688981230411663,"forks_count":6.397008611395375,"docker_downloads_count":null,"average":8.335334635507483},"purl":"pkg:pypi/metnet","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/metnet","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/metnet","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/metnet/dependencies","status":null,"funding_links":["https://github.com/sponsors/openclimatefix","https://opencollective.com/openclimatefix"],"critical":null,"issue_metadata":{"last_synced_at":"2024-09-07T18:33:47.735Z","issues_count":32,"pull_requests_count":28,"avg_time_to_close_issue":4769172.571428572,"avg_time_to_close_pull_request":2450502.086956522,"issues_closed_count":7,"pull_requests_closed_count":23,"pull_request_authors_count":8,"issue_authors_count":17,"avg_comments_per_issue":2.875,"avg_comments_per_pull_request":0.7857142857142857,"merged_pull_requests_count":23,"bot_issues_count":0,"bot_pull_requests_count":12,"past_year_issues_count":10,"past_year_pull_requests_count":3,"past_year_avg_time_to_close_issue":7097498.0,"past_year_avg_time_to_close_pull_request":423647.0,"past_year_issues_closed_count":2,"past_year_pull_requests_closed_count":3,"past_year_pull_request_authors_count":3,"past_year_issue_authors_count":8,"past_year_avg_comments_per_issue":1.6,"past_year_avg_comments_per_pull_request":3.0,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":1,"past_year_merged_pull_requests_count":3,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/issues","maintainers":[{"login":"jacobbieker","count":21,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/jacobbieker"},{"login":"JackKelly","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/JackKelly"},{"login":"Raahul-Singh","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/Raahul-Singh"}],"active_maintainers":[{"login":"Raahul-Singh","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/Raahul-Singh"},{"login":"jacobbieker","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/jacobbieker"}]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/metnet/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/metnet/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/metnet/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/metnet/related_packages","codemeta_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/metnet/codemeta","maintainers":[{"uuid":"jacobbieker","login":"jacobbieker","name":null,"email":null,"url":null,"packages_count":21,"html_url":"https://pypi.org/user/jacobbieker/","role":null,"created_at":"2022-11-28T21:34:19.622Z","updated_at":"2022-11-28T21:34:19.622Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/jacobbieker/packages"},{"uuid":"openclimatefix","login":"openclimatefix","name":null,"email":null,"url":null,"packages_count":29,"html_url":"https://pypi.org/user/openclimatefix/","role":null,"created_at":"2022-11-28T21:34:19.631Z","updated_at":"2022-11-28T21:34:19.631Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/openclimatefix/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":841573,"maintainers_count":359522,"namespaces_count":0,"keywords_count":271316,"github":"pypi","metadata":{"funded_packages_count":53172},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2026-04-09T05:08:03.587Z","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"}}],"commits":{"id":610625,"full_name":"openclimatefix/metnet","default_branch":"main","total_commits":174,"total_committers":10,"total_bot_commits":28,"total_bot_committers":2,"mean_commits":17.4,"dds":0.5459770114942528,"past_year_total_commits":8,"past_year_total_committers":4,"past_year_total_bot_commits":1,"past_year_total_bot_committers":1,"past_year_mean_commits":2.0,"past_year_dds":0.5,"last_synced_at":"2026-04-15T04:14:54.233Z","last_synced_commit":"e512b61b7148d5f6c7b73070589ee2ca975e10b7","created_at":"2023-03-09T07:22:24.215Z","updated_at":"2026-04-15T04:14:47.770Z","committers":[{"name":"Jacob Bieker","email":"jacob@bieker.tech","login":"jacobbieker","count":79},{"name":"BumpVersion Action","email":"bumpversion@github-actions","login":null,"count":41},{"name":"Raahul Singh","email":"raahulsingh002@gmail.com","login":"Raahul-Singh","count":19},{"name":"pre-commit-ci[bot]","email":"66853113+pre-commit-ci[bot]","login":"pre-commit-ci[bot]","count":14},{"name":"allcontributors[bot]","email":"46447321+allcontributors[bot]","login":"allcontributors[bot]","count":14},{"name":"Peter Dudfield","email":"34686298+peterdudfield","login":"peterdudfield","count":2},{"name":"Sagar K Pillai","email":"sagarpillai@icloud.com","login":"Sagarpillai","count":2},{"name":"Rahul Maurya","email":"98907006+rahul-maurya11b","login":"rahul-maurya11b","count":1},{"name":"Jack Kelly","email":"jack@OpenClimateFix.org","login":"JackKelly","count":1},{"name":"Database Missing no1","email":"99669149+Averagenormaljoe","login":"Averagenormaljoe","count":1}],"past_year_committers":[{"name":"BumpVersion Action","email":"bumpversion@github-actions","login":null,"count":4},{"name":"Sagar K Pillai","email":"sagarpillai@icloud.com","login":"Sagarpillai","count":2},{"name":"pre-commit-ci[bot]","email":"66853113+pre-commit-ci[bot]","login":"pre-commit-ci[bot]","count":1},{"name":"Jacob Prince-Bieker","email":"jacob@bieker.tech","login":"jacobbieker","count":1}],"commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-04-16T00:00:20.271Z","repositories_count":6213715,"commits_count":900167587,"contributors_count":34924320,"owners_count":1144733,"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":"openclimatefix/metnet","html_url":"https://github.com/openclimatefix/metnet","last_synced_at":"2026-04-14T02:01:37.051Z","status":"active","issues_count":35,"pull_requests_count":36,"avg_time_to_close_issue":25032383.57142857,"avg_time_to_close_pull_request":4777401.931034483,"issues_closed_count":7,"pull_requests_closed_count":29,"pull_request_authors_count":12,"issue_authors_count":20,"avg_comments_per_issue":3.1142857142857143,"avg_comments_per_pull_request":1.6111111111111112,"merged_pull_requests_count":28,"bot_issues_count":0,"bot_pull_requests_count":12,"past_year_issues_count":2,"past_year_pull_requests_count":6,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":466090.0,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":3,"past_year_pull_request_authors_count":4,"past_year_issue_authors_count":2,"past_year_avg_comments_per_issue":5.0,"past_year_avg_comments_per_pull_request":2.0,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":1,"past_year_merged_pull_requests_count":2,"created_at":"2023-05-14T17:40:16.103Z","updated_at":"2026-04-14T02:01:37.051Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/openclimatefix%2Fmetnet/issues","issue_labels_count":{"enhancement":17,"bug":10,"good first issue":4,"documentation":2},"pull_request_labels_count":{"enhancement":7},"issue_author_associations_count":{"NONE":19,"MEMBER":13,"CONTRIBUTOR":2,"COLLABORATOR":1},"pull_request_author_associations_count":{"CONTRIBUTOR":17,"MEMBER":12,"NONE":6,"COLLABORATOR":1},"issue_authors":{"jacobbieker":11,"ValterFallenius":4,"peterdudfield":2,"JackKelly":2,"ShileiCao":1,"CUITCHENSIYU":1,"codeastra2":1,"NMC-DAVE":1,"terigenbuaa":1,"Nagessen":1,"lucasbs97":1,"Raahul-Singh":1,"jramosss":1,"SaileshBechar":1,"dsuhoi":1,"david5010":1,"SophiaLi20":1,"Hinode":1,"tarunluthra":1,"victor30608":1},"pull_request_authors":{"jacobbieker":11,"allcontributors[bot]":7,"pre-commit-ci[bot]":5,"Sagarpillai":3,"Averagenormaljoe":2,"rahul-maurya11b":2,"DeXtAr47-oss":1,"albedo-c":1,"ValterFallenius":1,"peterdudfield":1,"JackKelly":1,"Raahul-Singh":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-04-16T00:00:09.014Z","repositories_count":14278736,"issues_count":34603228,"pull_requests_count":113215899,"authors_count":11235550,"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":{"enhancement":1},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{"MEMBER":1,"NONE":1},"past_year_pull_request_author_associations_count":{"CONTRIBUTOR":3,"NONE":3},"past_year_issue_authors":{"david5010":1,"jacobbieker":1},"past_year_pull_request_authors":{"Sagarpillai":3,"albedo-c":1,"DeXtAr47-oss":1,"pre-commit-ci[bot]":1},"maintainers":[{"login":"jacobbieker","count":22,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/jacobbieker"},{"login":"JackKelly","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/JackKelly"},{"login":"Raahul-Singh","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/Raahul-Singh"}],"active_maintainers":[{"login":"jacobbieker","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/jacobbieker"}]},"events":{"total":{"ReleaseEvent":3,"PullRequestEvent":3,"ForkEvent":7,"IssuesEvent":2,"WatchEvent":42,"IssueCommentEvent":30,"PushEvent":73,"PullRequestReviewEvent":9,"PullRequestReviewCommentEvent":18,"CreateEvent":1},"last_year":{"ReleaseEvent":2,"PullRequestEvent":2,"ForkEvent":2,"WatchEvent":17,"IssueCommentEvent":13,"PushEvent":36,"PullRequestReviewEvent":6,"PullRequestReviewCommentEvent":7}},"keywords":["pytorch"],"dependencies":[{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-12T10:20:51.994Z","updated_at":"2022-08-12T10:20:51.994Z","repository_link":"https://github.com/openclimatefix/metnet/blob/main/requirements.txt","dependencies":[{"id":1315196119,"package_name":"einops","ecosystem":"pypi","requirements":"\u003e=0.3.0","direct":true,"kind":"runtime","optional":false},{"id":1315196120,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.19.5","direct":true,"kind":"runtime","optional":false},{"id":1315196121,"package_name":"torchvision","ecosystem":"pypi","requirements":"\u003e=0.10.0","direct":true,"kind":"runtime","optional":false},{"id":1315196122,"package_name":"antialiased_cnns","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":1315196123,"package_name":"axial_attention","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":1315196124,"package_name":"pytorch_msssim","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":1315196125,"package_name":"huggingface_hub","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/release.yaml","sha":null,"kind":"manifest","created_at":"2023-09-21T19:20:35.578Z","updated_at":"2023-09-21T19:20:35.578Z","repository_link":"https://github.com/openclimatefix/metnet/blob/main/.github/workflows/release.yaml","dependencies":[]},{"ecosystem":"actions","filepath":".github/workflows/workflows.yaml","sha":null,"kind":"manifest","created_at":"2023-09-21T19:20:36.226Z","updated_at":"2023-09-21T19:20:36.226Z","repository_link":"https://github.com/openclimatefix/metnet/blob/main/.github/workflows/workflows.yaml","dependencies":[]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2023-09-21T19:20:37.212Z","updated_at":"2023-09-21T19:20:37.212Z","repository_link":"https://github.com/openclimatefix/metnet/blob/main/setup.py","dependencies":[]}],"score":13.700761664639119,"created_at":"2023-09-12T07:39:25.916Z","updated_at":"2026-04-17T03:30:20.318Z","avatar_url":"https://github.com/openclimatefix.png","language":"Python","category":"Atmosphere","sub_category":"Meteorological Observation and Forecast","monthly_downloads":267,"total_dependent_repos":2,"total_dependent_packages":0,"readme":"# MetNet Model Implementations\n\u003c!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section --\u003e\n[![All Contributors](https://img.shields.io/badge/all_contributors-7-orange.svg?style=flat-square)](#contributors-)\n\u003c!-- ALL-CONTRIBUTORS-BADGE:END --\u003e\n\nPyTorch Implementation of Google Research's MetNet for short term weather forecasting (https://arxiv.org/abs/2003.12140), inspired from https://github.com/tcapelle/metnet_pytorch/tree/master/metnet_pytorch\n\nMetNet-2 (https://arxiv.org/pdf/2111.07470.pdf) is a further extension of MetNet that takes in a larger context image to predict up to 12 hours ahead, and is also implemented in PyTorch here.\n\nMetNet-3 (https://arxiv.org/abs/2306.06079) extends it even further, incorporating more observations and data. There will be an implementation here eventually, but one isn't ready yet.\n\nMetNet Global (https://arxiv.org/abs/2510.13050) makes this a global precipitation forecasting model, and seems to be more similar to MetNet-2's architecture.\n\n## Installation\n\nClone the repository, then run\n```shell\npip install -r requirements.txt\npip install -e .\n````\n\nAlternatively, you can also install a usually older version through ```pip install metnet```\n\nPlease ensure that you're using Python version 3.9 or above.\n\n## Data\n\nWhile the exact training data used for both MetNet and MetNet-2 haven't been released, the papers do go into some detail as to the inputs, which were GOES-16 and MRMS precipitation data, as well as the time period covered. We will be making those splits available, as well as a larger dataset that covers a longer time period, with [HuggingFace Datasets](https://huggingface.co/datasets/openclimatefix/goes-mrms)! Note: The dataset is not available yet, we are still processing data!\n\n```python\nfrom datasets import load_dataset\n\ndataset = load_dataset(\"openclimatefix/goes-mrms\")\n```\n\nThis uses the publicly avaiilable GOES-16 data and the MRMS archive to create a similar set of data to train and test on, with various other splits available as well.\n\n## Pretrained Weights\nPretrained model weights for MetNet and MetNet-2 have not been publicly released, and there is some difficulty in reproducing their training. We release weights for both MetNet and MetNet-2 trained on cloud mask and satellite imagery data with the same parameters as detailed in the papers on HuggingFace Hub for [MetNet](https://huggingface.co/openclimatefix/metnet) and [MetNet-2](https://huggingface.co/openclimatefix/metnet-2). These weights can be downloaded and used using:\n\n```python\nfrom metnet import MetNet, MetNet2\nmodel = MetNet().from_pretrained(\"openclimatefix/metnet\")\nmodel = MetNet2().from_pretrained(\"openclimatefix/metnet-2\")\n```\n\n## Example Usage\n\nMetNet can be used with:\n\n```python\nfrom metnet import MetNet\nimport torch\nimport torch.nn.functional as F\n\nmodel = MetNet(\n        hidden_dim=32,\n        forecast_steps=24,\n        input_channels=16,\n        output_channels=12,\n        sat_channels=12,\n        input_size=32,\n        )\n# MetNet expects original HxW to be 4x the input size\nx = torch.randn((2, 12, 16, 128, 128))\nout = []\nfor lead_time in range(24):\n        out.append(model(x, lead_time))\nout = torch.stack(out, dim=1)\n# MetNet creates predictions for the center 1/4th\ny = torch.randn((2, 24, 12, 8, 8))\nF.mse_loss(out, y).backward()\n```\n\nAnd MetNet-2 with:\n\n```python\nfrom metnet import MetNet2\nimport torch\nimport torch.nn.functional as F\n\nmodel = MetNet2(\n        forecast_steps=8,\n        input_size=64,\n        num_input_timesteps=6,\n        upsampler_channels=128,\n        lstm_channels=32,\n        encoder_channels=64,\n        center_crop_size=16,\n        )\n# MetNet expects original HxW to be 4x the input size\nx = torch.randn((2, 6, 12, 256, 256))\nout = []\nfor lead_time in range(8):\n        out.append(model(x, lead_time))\nout = torch.stack(out, dim=1)\ny = torch.rand((2,8,12,64,64))\nF.mse_loss(out, y).backward()\n```\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://www.jacobbieker.com\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/7170359?v=4?s=100\" width=\"100px;\" alt=\"Jacob Bieker\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJacob Bieker\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/openclimatefix/metnet/commits?author=jacobbieker\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://jack-kelly.com\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/460756?v=4?s=100\" width=\"100px;\" alt=\"Jack Kelly\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJack Kelly\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/openclimatefix/metnet/commits?author=JackKelly\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/ValterFallenius\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/21970939?v=4?s=100\" width=\"100px;\" alt=\"Valter Fallenius\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eValter Fallenius\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#userTesting-ValterFallenius\" title=\"User Testing\"\u003e📓\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/terigenbuaa\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/91317406?v=4?s=100\" width=\"100px;\" alt=\"terigenbuaa\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eterigenbuaa\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#question-terigenbuaa\" title=\"Answering Questions\"\u003e💬\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/NMC-DAVE\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/26354668?v=4?s=100\" width=\"100px;\" alt=\"Kan.Dai\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eKan.Dai\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#question-NMC-DAVE\" title=\"Answering Questions\"\u003e💬\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/SaileshBechar\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/38445041?v=4?s=100\" width=\"100px;\" alt=\"Sailesh Bechar\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eSailesh Bechar\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#question-SaileshBechar\" title=\"Answering Questions\"\u003e💬\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/rahul-maurya11b\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/98907006?v=4?s=100\" width=\"100px;\" alt=\"Rahul Maurya\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eRahul Maurya\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/openclimatefix/metnet/commits?author=rahul-maurya11b\" title=\"Tests\"\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":["https://github.com/sponsors/openclimatefix","https://opencollective.com/openclimatefix"],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["solar","forecasting-models","graph-neural-networks","weather","nowcasting","pvoutput","eumetsat","solar-energy","compression"],"project_url":"https://ost.ecosyste.ms/api/v1/projects/25757","html_url":"https://ost.ecosyste.ms/projects/25757"}