{"id":36190,"name":"MOOC Machine Learning in Weather \u0026 Climate","description":"Explore the application of Machine Learning across the main stages of numerical weather and climate prediction.","url":"https://github.com/ecmwf-training/2023-ml-mooc-weather-climate","last_synced_at":"2026-05-15T09:06:35.666Z","repository":{"id":65438672,"uuid":"586800591","full_name":"ecmwf-training/2023-ml-mooc-weather-climate","owner":"ecmwf-training","description":null,"archived":false,"fork":false,"pushed_at":"2025-03-12T10:55:47.000Z","size":34898,"stargazers_count":204,"open_issues_count":11,"forks_count":180,"subscribers_count":12,"default_branch":"main","last_synced_at":"2026-03-29T10:50:01.206Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ecmwf-training.png","metadata":{"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}},"created_at":"2023-01-09T09:05:20.000Z","updated_at":"2026-03-29T04:15:26.000Z","dependencies_parsed_at":"2025-04-09T03:42:45.287Z","dependency_job_id":null,"html_url":"https://github.com/ecmwf-training/2023-ml-mooc-weather-climate","commit_stats":{"total_commits":138,"total_committers":16,"mean_commits":8.625,"dds":0.6594202898550725,"last_synced_commit":"40cefc067aa96601f2a100576ac582f3224f6043"},"previous_names":["ecmwf-training/mooc-machine-learning-weather-climate","ecmwf-projects/mooc-machine-learning-weather-climate","ecmwf-training/2023-ml-mooc-weather-climate"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/ecmwf-training/2023-ml-mooc-weather-climate","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ecmwf-training%2F2023-ml-mooc-weather-climate","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ecmwf-training%2F2023-ml-mooc-weather-climate/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ecmwf-training%2F2023-ml-mooc-weather-climate/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ecmwf-training%2F2023-ml-mooc-weather-climate/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ecmwf-training","download_url":"https://codeload.github.com/ecmwf-training/2023-ml-mooc-weather-climate/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ecmwf-training%2F2023-ml-mooc-weather-climate/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31475202,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-06T08:36:52.050Z","status":"ssl_error","status_checked_at":"2026-04-06T08:36:51.267Z","response_time":112,"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":"ecmwf-training","name":"ecmwf-training","uuid":"171360652","kind":"organization","description":null,"email":null,"website":null,"location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/171360652?v=4","repositories_count":1,"last_synced_at":"2024-07-08T11:44:50.086Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/ecmwf-training","funding_links":[],"total_stars":0,"followers":0,"following":0,"created_at":"2024-07-08T11:44:50.142Z","updated_at":"2024-07-08T11:44:50.142Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ecmwf-training","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ecmwf-training/repositories"},"packages":[],"commits":{"id":11615640,"full_name":"ecmwf-training/2023-ml-mooc-weather-climate","default_branch":"master","total_commits":139,"total_committers":15,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":9.266666666666667,"dds":0.6618705035971223,"past_year_total_commits":0,"past_year_total_committers":0,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":0.0,"past_year_dds":0.0,"last_synced_at":"2026-04-08T15:08:57.636Z","last_synced_commit":"c07d8b556db95108dc3e773a6822b42c3c3426de","created_at":"2026-02-06T09:04:03.209Z","updated_at":"2026-04-08T15:07:47.716Z","committers":[{"name":"Florian Pinault","email":"Florian.Pinault@ecmwf.int","login":"floriankrb","count":47},{"name":"Chris Stewart","email":"69669840+stewartchrisecmwf","login":"stewartchrisecmwf","count":33},{"name":"Mariana Clare","email":"mc4117@ic.ac.uk","login":null,"count":21},{"name":"siham garroussi","email":"masg@sihams-MacBook-Pro.local","login":null,"count":13},{"name":"brajard","email":"julien.brajard@upmc.fr","login":"brajard","count":6},{"name":"Mariana Clare","email":"31656450+mc4117","login":"mc4117","count":6},{"name":"b8raoult","email":"53792887+b8raoult","login":"b8raoult","count":3},{"name":"gpanegrossi","email":"124143244+gpanegrossi","login":"gpanegrossi","count":2},{"name":"Jesper Dramsch","email":"jesper@dramsch.net","login":"JesperDramsch","count":2},{"name":"dcasella79","email":"danielecasellamail@gmail.com","login":"dcasella79","count":1},{"name":"Virginia Poli","email":"vpoli@Poli-LP-SMR.smr.arpa.emr.net","login":"virginiapoli","count":1},{"name":"Matthew Chantry","email":"matthew.chantry@ecmwf.int","login":"mchantry","count":1},{"name":"Marc Bocquet","email":"marc.bocquet@enpc.fr","login":"marcbocquet","count":1},{"name":"Randy Chase","email":"randyjc2@Randys-MacBook-Pro.local","login":null,"count":1},{"name":"Jussi Leinonen","email":"jussi.leinonen@meteoswiss.ch","login":null,"count":1}],"past_year_committers":[],"commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/ecmwf-training%2F2023-ml-mooc-weather-climate/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-04-09T00:00:23.197Z","repositories_count":6212716,"commits_count":906927630,"contributors_count":34999334,"owners_count":1143500,"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":"ecmwf-training/mooc-machine-learning-weather-climate","html_url":"https://github.com/ecmwf-training/mooc-machine-learning-weather-climate","last_synced_at":"2025-10-22T14:57:58.426Z","status":"error","issues_count":0,"pull_requests_count":0,"avg_time_to_close_issue":null,"avg_time_to_close_pull_request":null,"issues_closed_count":0,"pull_requests_closed_count":0,"pull_request_authors_count":0,"issue_authors_count":0,"avg_comments_per_issue":null,"avg_comments_per_pull_request":null,"merged_pull_requests_count":0,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":0,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":0,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"created_at":"2025-05-13T20:33:42.657Z","updated_at":"2025-10-22T14:57:58.426Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/ecmwf-training%2Fmooc-machine-learning-weather-climate","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/ecmwf-training%2Fmooc-machine-learning-weather-climate/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{},"pull_request_author_associations_count":{},"issue_authors":{},"pull_request_authors":{},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-01-12T00:00:10.370Z","repositories_count":12741051,"issues_count":35810980,"pull_requests_count":117680466,"authors_count":11090867,"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":{},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{},"past_year_pull_request_authors":{},"maintainers":[],"active_maintainers":[]},"events":{"total":{"WatchEvent":1},"last_year":{"WatchEvent":1}},"keywords":[],"dependencies":[{"ecosystem":"actions","filepath":".github/workflows/test-notebooks.yml","sha":null,"kind":"manifest","created_at":"2023-02-12T03:45:32.936Z","updated_at":"2023-02-12T03:45:32.936Z","repository_link":"https://github.com/ecmwf-training/2023-ml-mooc-weather-climate/blob/main/.github/workflows/test-notebooks.yml","dependencies":[{"id":7568804155,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":7568804159,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"pypi","filepath":"tests/requirements_tests.txt","sha":null,"kind":"manifest","created_at":"2023-02-12T03:45:33.104Z","updated_at":"2023-02-12T03:45:33.104Z","repository_link":"https://github.com/ecmwf-training/2023-ml-mooc-weather-climate/blob/main/tests/requirements_tests.txt","dependencies":[{"id":7568804307,"package_name":"pytest","ecosystem":"pypi","requirements":"*","direct":true,"kind":"test","optional":false},{"id":7568804308,"package_name":"nbformat","ecosystem":"pypi","requirements":"*","direct":true,"kind":"test","optional":false},{"id":7568804309,"package_name":"nbconvert","ecosystem":"pypi","requirements":"*","direct":true,"kind":"test","optional":false},{"id":7568804310,"package_name":"ipykernel","ecosystem":"pypi","requirements":"*","direct":true,"kind":"test","optional":false}]},{"ecosystem":"pypi","filepath":"tier_2/data_handling/climetlab-my-plugin-solution/requirements.txt","sha":null,"kind":"manifest","created_at":"2023-09-23T11:01:15.508Z","updated_at":"2023-09-23T11:01:15.508Z","repository_link":"https://github.com/ecmwf-training/2023-ml-mooc-weather-climate/blob/main/tier_2/data_handling/climetlab-my-plugin-solution/requirements.txt","dependencies":[{"id":13897308762,"package_name":"climetlab","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"tier_2/data_handling/climetlab-my-plugin-solution/requirements_dev.txt","sha":null,"kind":"manifest","created_at":"2023-09-23T11:01:15.515Z","updated_at":"2023-09-23T11:01:15.515Z","repository_link":"https://github.com/ecmwf-training/2023-ml-mooc-weather-climate/blob/main/tier_2/data_handling/climetlab-my-plugin-solution/requirements_dev.txt","dependencies":[{"id":13897308764,"package_name":"black","ecosystem":"pypi","requirements":"*","direct":true,"kind":"development","optional":false},{"id":13897308765,"package_name":"flake8","ecosystem":"pypi","requirements":"*","direct":true,"kind":"development","optional":false},{"id":13897308766,"package_name":"isort","ecosystem":"pypi","requirements":"*","direct":true,"kind":"development","optional":false}]},{"ecosystem":"pypi","filepath":"tier_2/data_handling/climetlab-my-plugin-solution/setup.py","sha":null,"kind":"manifest","created_at":"2023-09-23T11:01:15.524Z","updated_at":"2023-09-23T11:01:15.524Z","repository_link":"https://github.com/ecmwf-training/2023-ml-mooc-weather-climate/blob/main/tier_2/data_handling/climetlab-my-plugin-solution/setup.py","dependencies":[{"id":13897308796,"package_name":"climetlab","ecosystem":"pypi","requirements":"\u003e=0.10.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"tier_2/data_handling/climetlab-my-plugin-solution/tests/requirements_tests.txt","sha":null,"kind":"manifest","created_at":"2023-09-23T11:01:15.532Z","updated_at":"2023-09-23T11:01:15.532Z","repository_link":"https://github.com/ecmwf-training/2023-ml-mooc-weather-climate/blob/main/tier_2/data_handling/climetlab-my-plugin-solution/tests/requirements_tests.txt","dependencies":[{"id":13897308804,"package_name":"pytest","ecosystem":"pypi","requirements":"*","direct":true,"kind":"test","optional":false},{"id":13897308805,"package_name":"nbformat","ecosystem":"pypi","requirements":"*","direct":true,"kind":"test","optional":false},{"id":13897308806,"package_name":"nbconvert","ecosystem":"pypi","requirements":"*","direct":true,"kind":"test","optional":false},{"id":13897308807,"package_name":"ipykernel","ecosystem":"pypi","requirements":"*","direct":true,"kind":"test","optional":false}]},{"ecosystem":"pypi","filepath":"tier_2/deep_learning/requirements-pytorch.txt","sha":null,"kind":"manifest","created_at":"2023-09-23T11:01:15.545Z","updated_at":"2023-09-23T11:01:15.545Z","repository_link":"https://github.com/ecmwf-training/2023-ml-mooc-weather-climate/blob/main/tier_2/deep_learning/requirements-pytorch.txt","dependencies":[{"id":13897308808,"package_name":"climetlab-mltc-surface-observation-postprocessing","ecosystem":"pypi","requirements":"\u003e=0.3.0","direct":true,"kind":"runtime","optional":false},{"id":13897308825,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13897308826,"package_name":"matplotlib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13897308827,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13897308828,"package_name":"torch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13897308829,"package_name":"pytorch-lightning","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"tier_2/deep_learning/requirements-tensorflow.txt","sha":null,"kind":"manifest","created_at":"2023-09-23T11:01:15.691Z","updated_at":"2023-09-23T11:01:15.691Z","repository_link":"https://github.com/ecmwf-training/2023-ml-mooc-weather-climate/blob/main/tier_2/deep_learning/requirements-tensorflow.txt","dependencies":[{"id":13897308832,"package_name":"climetlab-mltc-surface-observation-postprocessing","ecosystem":"pypi","requirements":"\u003e=0.3.0","direct":true,"kind":"runtime","optional":false},{"id":13897308833,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13897308834,"package_name":"matplotlib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13897308835,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13897308836,"package_name":"tensorflow","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"tier_3/ocean_climate/e3ci/requirements.txt","sha":null,"kind":"manifest","created_at":"2023-09-23T11:01:17.011Z","updated_at":"2023-09-23T11:01:17.011Z","repository_link":"https://github.com/ecmwf-training/2023-ml-mooc-weather-climate/blob/main/tier_3/ocean_climate/e3ci/requirements.txt","dependencies":[{"id":13897312033,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13897312034,"package_name":"pandas","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13897312035,"package_name":"geopandas","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13897312036,"package_name":"tslearn","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13897312227,"package_name":"tqdm","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13897312228,"package_name":"sklearn","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13897312229,"package_name":"matplotlib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13897312230,"package_name":"openpyxl","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13897312231,"package_name":"folium","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13897312232,"package_name":"mapclassify","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"conda","filepath":"tier_1/environment.yml","sha":null,"kind":"manifest","created_at":"2025-04-09T03:42:39.667Z","updated_at":"2025-04-09T03:42:39.667Z","repository_link":"https://github.com/ecmwf-training/2023-ml-mooc-weather-climate/blob/main/tier_1/environment.yml","dependencies":[{"id":22606607642,"package_name":"numpy","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606607643,"package_name":"tensorflow","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606607644,"package_name":"xarray","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"conda","filepath":"tier_3/data_assimilation/environment.yaml","sha":null,"kind":"manifest","created_at":"2025-04-09T03:42:39.743Z","updated_at":"2025-04-09T03:42:39.743Z","repository_link":"https://github.com/ecmwf-training/2023-ml-mooc-weather-climate/blob/main/tier_3/data_assimilation/environment.yaml","dependencies":[{"id":22606607647,"package_name":"ca-certificates","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606607648,"package_name":"certifi","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606607649,"package_name":"ipywidgets","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606607650,"package_name":"jupyterlab","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606607651,"package_name":"matplotlib","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606607652,"package_name":"numpy","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606607653,"package_name":"openssl","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606607654,"package_name":"pydot","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606607655,"package_name":"scikit-learn","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606607656,"package_name":"seaborn","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606607657,"package_name":"tensorflow","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606607658,"package_name":"tqdm","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"conda","filepath":"tier_3/observations/environment.yml","sha":null,"kind":"manifest","created_at":"2025-04-09T03:42:39.855Z","updated_at":"2025-04-09T03:42:39.855Z","repository_link":"https://github.com/ecmwf-training/2023-ml-mooc-weather-climate/blob/main/tier_3/observations/environment.yml","dependencies":[{"id":22606607668,"package_name":"_py-xgboost-mutex","ecosystem":"conda","requirements":"2.0","direct":true,"kind":"runtime","optional":false},{"id":22606607669,"package_name":"appdirs","ecosystem":"conda","requirements":"1.4.4","direct":true,"kind":"runtime","optional":false},{"id":22606607670,"package_name":"appnope","ecosystem":"conda","requirements":"0.1.2","direct":true,"kind":"runtime","optional":false},{"id":22606607671,"package_name":"asttokens","ecosystem":"conda","requirements":"2.0.5","direct":true,"kind":"runtime","optional":false},{"id":22606607672,"package_name":"atk-1.0","ecosystem":"conda","requirements":"2.38.0","direct":true,"kind":"runtime","optional":false},{"id":22606607673,"package_name":"backcall","ecosystem":"conda","requirements":"0.2.0","direct":true,"kind":"runtime","optional":false},{"id":22606607674,"package_name":"brotli","ecosystem":"conda","requirements":"1.0.9","direct":true,"kind":"runtime","optional":false},{"id":22606607675,"package_name":"brotli-bin","ecosystem":"conda","requirements":"1.0.9","direct":true,"kind":"runtime","optional":false},{"id":22606607676,"package_name":"brotlipy","ecosystem":"conda","requirements":"0.7.0","direct":true,"kind":"runtime","optional":false},{"id":22606607677,"package_name":"bzip2","ecosystem":"conda","requirements":"1.0.8","direct":true,"kind":"runtime","optional":false},{"id":22606607678,"package_name":"ca-certificates","ecosystem":"conda","requirements":"2023.01.10","direct":true,"kind":"runtime","optional":false},{"id":22606607679,"package_name":"cairo","ecosystem":"conda","requirements":"1.16.0","direct":true,"kind":"runtime","optional":false},{"id":22606607680,"package_name":"catboost","ecosystem":"conda","requirements":"1.1.1","direct":true,"kind":"runtime","optional":false},{"id":22606607681,"package_name":"cctools_osx-64","ecosystem":"conda","requirements":"973.0.1","direct":true,"kind":"runtime","optional":false},{"id":22606607952,"package_name":"certifi","ecosystem":"conda","requirements":"2022.12.7","direct":true,"kind":"runtime","optional":false},{"id":22606607953,"package_name":"cffi","ecosystem":"conda","requirements":"1.15.1","direct":true,"kind":"runtime","optional":false},{"id":22606607954,"package_name":"charset-normalizer","ecosystem":"conda","requirements":"2.1.1","direct":true,"kind":"runtime","optional":false},{"id":22606607955,"package_name":"clang","ecosystem":"conda","requirements":"13.0.1","direct":true,"kind":"runtime","optional":false},{"id":22606607956,"package_name":"clang-13","ecosystem":"conda","requirements":"13.0.1","direct":true,"kind":"runtime","optional":false},{"id":22606607957,"package_name":"clang_osx-64","ecosystem":"conda","requirements":"13.0.1","direct":true,"kind":"runtime","optional":false},{"id":22606607958,"package_name":"clangxx","ecosystem":"conda","requirements":"13.0.1","direct":true,"kind":"runtime","optional":false},{"id":22606607959,"package_name":"clangxx_osx-64","ecosystem":"conda","requirements":"13.0.1","direct":true,"kind":"runtime","optional":false},{"id":22606607960,"package_name":"cloudpickle","ecosystem":"conda","requirements":"2.2.1","direct":true,"kind":"runtime","optional":false},{"id":22606607961,"package_name":"cmdstan","ecosystem":"conda","requirements":"2.29.2","direct":true,"kind":"runtime","optional":false},{"id":22606607962,"package_name":"cmdstanpy","ecosystem":"conda","requirements":"1.1.0","direct":true,"kind":"runtime","optional":false},{"id":22606607963,"package_name":"colorama","ecosystem":"conda","requirements":"0.4.6","direct":true,"kind":"runtime","optional":false},{"id":22606607964,"package_name":"comm","ecosystem":"conda","requirements":"0.1.2","direct":true,"kind":"runtime","optional":false},{"id":22606607965,"package_name":"compiler-rt","ecosystem":"conda","requirements":"13.0.1","direct":true,"kind":"runtime","optional":false},{"id":22606607966,"package_name":"compiler-rt_osx-64","ecosystem":"conda","requirements":"13.0.1","direct":true,"kind":"runtime","optional":false},{"id":22606607967,"package_name":"contourpy","ecosystem":"conda","requirements":"1.0.7","direct":true,"kind":"runtime","optional":false},{"id":22606607968,"package_name":"convertdate","ecosystem":"conda","requirements":"2.4.0","direct":true,"kind":"runtime","optional":false},{"id":22606607969,"package_name":"cryptography","ecosystem":"conda","requirements":"39.0.0","direct":true,"kind":"runtime","optional":false},{"id":22606607970,"package_name":"cycler","ecosystem":"conda","requirements":"0.11.0","direct":true,"kind":"runtime","optional":false},{"id":22606607971,"package_name":"cython","ecosystem":"conda","requirements":"0.29.33","direct":true,"kind":"runtime","optional":false},{"id":22606607972,"package_name":"debugpy","ecosystem":"conda","requirements":"1.5.1","direct":true,"kind":"runtime","optional":false},{"id":22606607973,"package_name":"decorator","ecosystem":"conda","requirements":"5.1.1","direct":true,"kind":"runtime","optional":false},{"id":22606607974,"package_name":"entrypoints","ecosystem":"conda","requirements":"0.4","direct":true,"kind":"runtime","optional":false},{"id":22606607975,"package_name":"ephem","ecosystem":"conda","requirements":"4.1.4","direct":true,"kind":"runtime","optional":false},{"id":22606607976,"package_name":"executing","ecosystem":"conda","requirements":"0.8.3","direct":true,"kind":"runtime","optional":false},{"id":22606607977,"package_name":"expat","ecosystem":"conda","requirements":"2.5.0","direct":true,"kind":"runtime","optional":false},{"id":22606607978,"package_name":"font-ttf-dejavu-sans-mono","ecosystem":"conda","requirements":"2.37","direct":true,"kind":"runtime","optional":false},{"id":22606607979,"package_name":"font-ttf-inconsolata","ecosystem":"conda","requirements":"3.000","direct":true,"kind":"runtime","optional":false},{"id":22606607980,"package_name":"font-ttf-source-code-pro","ecosystem":"conda","requirements":"2.038","direct":true,"kind":"runtime","optional":false},{"id":22606607981,"package_name":"font-ttf-ubuntu","ecosystem":"conda","requirements":"0.83","direct":true,"kind":"runtime","optional":false},{"id":22606607982,"package_name":"fontconfig","ecosystem":"conda","requirements":"2.14.2","direct":true,"kind":"runtime","optional":false},{"id":22606607983,"package_name":"fonts-conda-ecosystem","ecosystem":"conda","requirements":"1","direct":true,"kind":"runtime","optional":false},{"id":22606607984,"package_name":"fonts-conda-forge","ecosystem":"conda","requirements":"1","direct":true,"kind":"runtime","optional":false},{"id":22606607985,"package_name":"fonttools","ecosystem":"conda","requirements":"4.38.0","direct":true,"kind":"runtime","optional":false},{"id":22606607986,"package_name":"freetype","ecosystem":"conda","requirements":"2.12.1","direct":true,"kind":"runtime","optional":false},{"id":22606607987,"package_name":"fribidi","ecosystem":"conda","requirements":"1.0.10","direct":true,"kind":"runtime","optional":false},{"id":22606607988,"package_name":"fsspec","ecosystem":"conda","requirements":"2023.1.0","direct":true,"kind":"runtime","optional":false},{"id":22606607989,"package_name":"gdk-pixbuf","ecosystem":"conda","requirements":"2.42.10","direct":true,"kind":"runtime","optional":false},{"id":22606607990,"package_name":"gettext","ecosystem":"conda","requirements":"0.21.1","direct":true,"kind":"runtime","optional":false},{"id":22606607991,"package_name":"giflib","ecosystem":"conda","requirements":"5.2.1","direct":true,"kind":"runtime","optional":false},{"id":22606607992,"package_name":"graphite2","ecosystem":"conda","requirements":"1.3.13","direct":true,"kind":"runtime","optional":false},{"id":22606607993,"package_name":"graphviz","ecosystem":"conda","requirements":"7.1.0","direct":true,"kind":"runtime","optional":false},{"id":22606607994,"package_name":"gtk2","ecosystem":"conda","requirements":"2.24.33","direct":true,"kind":"runtime","optional":false},{"id":22606607995,"package_name":"gts","ecosystem":"conda","requirements":"0.7.6","direct":true,"kind":"runtime","optional":false},{"id":22606607996,"package_name":"harfbuzz","ecosystem":"conda","requirements":"6.0.0","direct":true,"kind":"runtime","optional":false},{"id":22606607997,"package_name":"hijri-converter","ecosystem":"conda","requirements":"2.2.4","direct":true,"kind":"runtime","optional":false},{"id":22606607998,"package_name":"holidays","ecosystem":"conda","requirements":"0.19","direct":true,"kind":"runtime","optional":false},{"id":22606607999,"package_name":"icu","ecosystem":"conda","requirements":"70.1","direct":true,"kind":"runtime","optional":false},{"id":22606608000,"package_name":"idna","ecosystem":"conda","requirements":"3.4","direct":true,"kind":"runtime","optional":false},{"id":22606608001,"package_name":"ipykernel","ecosystem":"conda","requirements":"6.19.2","direct":true,"kind":"runtime","optional":false},{"id":22606608002,"package_name":"ipython","ecosystem":"conda","requirements":"8.8.0","direct":true,"kind":"runtime","optional":false},{"id":22606608003,"package_name":"jedi","ecosystem":"conda","requirements":"0.18.1","direct":true,"kind":"runtime","optional":false},{"id":22606608004,"package_name":"joblib","ecosystem":"conda","requirements":"1.2.0","direct":true,"kind":"runtime","optional":false},{"id":22606608005,"package_name":"jpeg","ecosystem":"conda","requirements":"9e","direct":true,"kind":"runtime","optional":false},{"id":22606608006,"package_name":"jupyter_client","ecosystem":"conda","requirements":"7.4.8","direct":true,"kind":"runtime","optional":false},{"id":22606608007,"package_name":"jupyter_core","ecosystem":"conda","requirements":"5.1.1","direct":true,"kind":"runtime","optional":false},{"id":22606608008,"package_name":"kiwisolver","ecosystem":"conda","requirements":"1.4.4","direct":true,"kind":"runtime","optional":false},{"id":22606608009,"package_name":"korean_lunar_calendar","ecosystem":"conda","requirements":"0.3.1","direct":true,"kind":"runtime","optional":false},{"id":22606608010,"package_name":"lcms2","ecosystem":"conda","requirements":"2.14","direct":true,"kind":"runtime","optional":false},{"id":22606608011,"package_name":"ld64_osx-64","ecosystem":"conda","requirements":"609","direct":true,"kind":"runtime","optional":false},{"id":22606608012,"package_name":"lerc","ecosystem":"conda","requirements":"4.0.0","direct":true,"kind":"runtime","optional":false},{"id":22606608013,"package_name":"libblas","ecosystem":"conda","requirements":"3.9.0","direct":true,"kind":"runtime","optional":false},{"id":22606608014,"package_name":"libbrotlicommon","ecosystem":"conda","requirements":"1.0.9","direct":true,"kind":"runtime","optional":false},{"id":22606608015,"package_name":"libbrotlidec","ecosystem":"conda","requirements":"1.0.9","direct":true,"kind":"runtime","optional":false},{"id":22606608016,"package_name":"libbrotlienc","ecosystem":"conda","requirements":"1.0.9","direct":true,"kind":"runtime","optional":false},{"id":22606608017,"package_name":"libcblas","ecosystem":"conda","requirements":"3.9.0","direct":true,"kind":"runtime","optional":false},{"id":22606608018,"package_name":"libclang-cpp13","ecosystem":"conda","requirements":"13.0.1","direct":true,"kind":"runtime","optional":false},{"id":22606608019,"package_name":"libcxx","ecosystem":"conda","requirements":"14.0.6","direct":true,"kind":"runtime","optional":false},{"id":22606608020,"package_name":"libdeflate","ecosystem":"conda","requirements":"1.17","direct":true,"kind":"runtime","optional":false},{"id":22606608021,"package_name":"libffi","ecosystem":"conda","requirements":"3.4.2","direct":true,"kind":"runtime","optional":false},{"id":22606608022,"package_name":"libgd","ecosystem":"conda","requirements":"2.3.3","direct":true,"kind":"runtime","optional":false},{"id":22606608023,"package_name":"libgfortran","ecosystem":"conda","requirements":"5.0.0","direct":true,"kind":"runtime","optional":false},{"id":22606608024,"package_name":"libgfortran5","ecosystem":"conda","requirements":"11.3.0","direct":true,"kind":"runtime","optional":false},{"id":22606608025,"package_name":"libglib","ecosystem":"conda","requirements":"2.74.1","direct":true,"kind":"runtime","optional":false},{"id":22606608026,"package_name":"libiconv","ecosystem":"conda","requirements":"1.17","direct":true,"kind":"runtime","optional":false},{"id":22606608027,"package_name":"libjpeg-turbo","ecosystem":"conda","requirements":"2.1.4","direct":true,"kind":"runtime","optional":false},{"id":22606608028,"package_name":"liblapack","ecosystem":"conda","requirements":"3.9.0","direct":true,"kind":"runtime","optional":false},{"id":22606608029,"package_name":"libllvm11","ecosystem":"conda","requirements":"11.1.0","direct":true,"kind":"runtime","optional":false},{"id":22606608030,"package_name":"libllvm13","ecosystem":"conda","requirements":"13.0.1","direct":true,"kind":"runtime","optional":false},{"id":22606608031,"package_name":"libllvm14","ecosystem":"conda","requirements":"14.0.6","direct":true,"kind":"runtime","optional":false},{"id":22606608032,"package_name":"libopenblas","ecosystem":"conda","requirements":"0.3.21","direct":true,"kind":"runtime","optional":false},{"id":22606608033,"package_name":"libpng","ecosystem":"conda","requirements":"1.6.39","direct":true,"kind":"runtime","optional":false},{"id":22606608034,"package_name":"libprotobuf","ecosystem":"conda","requirements":"3.21.12","direct":true,"kind":"runtime","optional":false},{"id":22606608035,"package_name":"librsvg","ecosystem":"conda","requirements":"2.54.4","direct":true,"kind":"runtime","optional":false},{"id":22606608036,"package_name":"libsodium","ecosystem":"conda","requirements":"1.0.18","direct":true,"kind":"runtime","optional":false},{"id":22606608037,"package_name":"libsqlite","ecosystem":"conda","requirements":"3.40.0","direct":true,"kind":"runtime","optional":false},{"id":22606608038,"package_name":"libtiff","ecosystem":"conda","requirements":"4.5.0","direct":true,"kind":"runtime","optional":false},{"id":22606608039,"package_name":"libtool","ecosystem":"conda","requirements":"2.4.7","direct":true,"kind":"runtime","optional":false},{"id":22606608040,"package_name":"libwebp","ecosystem":"conda","requirements":"1.2.4","direct":true,"kind":"runtime","optional":false},{"id":22606608041,"package_name":"libwebp-base","ecosystem":"conda","requirements":"1.2.4","direct":true,"kind":"runtime","optional":false},{"id":22606608042,"package_name":"libxcb","ecosystem":"conda","requirements":"1.13","direct":true,"kind":"runtime","optional":false},{"id":22606608043,"package_name":"libxgboost","ecosystem":"conda","requirements":"1.7.1","direct":true,"kind":"runtime","optional":false},{"id":22606608048,"package_name":"libxml2","ecosystem":"conda","requirements":"2.10.3","direct":true,"kind":"runtime","optional":false},{"id":22606608049,"package_name":"libzlib","ecosystem":"conda","requirements":"1.2.13","direct":true,"kind":"runtime","optional":false},{"id":22606608050,"package_name":"lightgbm","ecosystem":"conda","requirements":"3.3.5","direct":true,"kind":"runtime","optional":false},{"id":22606608051,"package_name":"lightning-utilities","ecosystem":"conda","requirements":"0.6.0.post0","direct":true,"kind":"runtime","optional":false},{"id":22606608052,"package_name":"llvm-openmp","ecosystem":"conda","requirements":"15.0.7","direct":true,"kind":"runtime","optional":false},{"id":22606608053,"package_name":"llvm-tools","ecosystem":"conda","requirements":"13.0.1","direct":true,"kind":"runtime","optional":false},{"id":22606608054,"package_name":"llvmlite","ecosystem":"conda","requirements":"0.39.1","direct":true,"kind":"runtime","optional":false},{"id":22606608055,"package_name":"lunarcalendar","ecosystem":"conda","requirements":"0.0.9","direct":true,"kind":"runtime","optional":false},{"id":22606608061,"package_name":"make","ecosystem":"conda","requirements":"4.3","direct":true,"kind":"runtime","optional":false},{"id":22606608062,"package_name":"matplotlib-base","ecosystem":"conda","requirements":"3.6.3","direct":true,"kind":"runtime","optional":false},{"id":22606608063,"package_name":"matplotlib-inline","ecosystem":"conda","requirements":"0.1.6","direct":true,"kind":"runtime","optional":false},{"id":22606608064,"package_name":"mkl","ecosystem":"conda","requirements":"2022.2.1","direct":true,"kind":"runtime","optional":false},{"id":22606608065,"package_name":"munkres","ecosystem":"conda","requirements":"1.1.4","direct":true,"kind":"runtime","optional":false},{"id":22606608066,"package_name":"ncurses","ecosystem":"conda","requirements":"6.3","direct":true,"kind":"runtime","optional":false},{"id":22606608067,"package_name":"nest-asyncio","ecosystem":"conda","requirements":"1.5.6","direct":true,"kind":"runtime","optional":false},{"id":22606608068,"package_name":"nfoursid","ecosystem":"conda","requirements":"1.0.1","direct":true,"kind":"runtime","optional":false},{"id":22606608069,"package_name":"ninja","ecosystem":"conda","requirements":"1.11.0","direct":true,"kind":"runtime","optional":false},{"id":22606608070,"package_name":"numba","ecosystem":"conda","requirements":"0.56.4","direct":true,"kind":"runtime","optional":false},{"id":22606608071,"package_name":"numpy","ecosystem":"conda","requirements":"1.23.5","direct":true,"kind":"runtime","optional":false},{"id":22606608072,"package_name":"openjpeg","ecosystem":"conda","requirements":"2.5.0","direct":true,"kind":"runtime","optional":false},{"id":22606608073,"package_name":"openssl","ecosystem":"conda","requirements":"3.0.7","direct":true,"kind":"runtime","optional":false},{"id":22606608074,"package_name":"packaging","ecosystem":"conda","requirements":"23.0","direct":true,"kind":"runtime","optional":false},{"id":22606608075,"package_name":"pandas","ecosystem":"conda","requirements":"1.5.3","direct":true,"kind":"runtime","optional":false},{"id":22606608076,"package_name":"pango","ecosystem":"conda","requirements":"1.50.12","direct":true,"kind":"runtime","optional":false},{"id":22606608077,"package_name":"parso","ecosystem":"conda","requirements":"0.8.3","direct":true,"kind":"runtime","optional":false},{"id":22606608078,"package_name":"patsy","ecosystem":"conda","requirements":"0.5.3","direct":true,"kind":"runtime","optional":false},{"id":22606608079,"package_name":"pcre2","ecosystem":"conda","requirements":"10.40","direct":true,"kind":"runtime","optional":false},{"id":22606608080,"package_name":"pexpect","ecosystem":"conda","requirements":"4.8.0","direct":true,"kind":"runtime","optional":false},{"id":22606608081,"package_name":"pickleshare","ecosystem":"conda","requirements":"0.7.5","direct":true,"kind":"runtime","optional":false},{"id":22606608082,"package_name":"pillow","ecosystem":"conda","requirements":"9.4.0","direct":true,"kind":"runtime","optional":false},{"id":22606608083,"package_name":"pip","ecosystem":"conda","requirements":"23.0","direct":true,"kind":"runtime","optional":false},{"id":22606608084,"package_name":"pixman","ecosystem":"conda","requirements":"0.40.0","direct":true,"kind":"runtime","optional":false},{"id":22606608085,"package_name":"platformdirs","ecosystem":"conda","requirements":"2.5.2","direct":true,"kind":"runtime","optional":false},{"id":22606608086,"package_name":"plotly","ecosystem":"conda","requirements":"5.13.0","direct":true,"kind":"runtime","optional":false},{"id":22606608087,"package_name":"pmdarima","ecosystem":"conda","requirements":"2.0.2","direct":true,"kind":"runtime","optional":false},{"id":22606608088,"package_name":"pooch","ecosystem":"conda","requirements":"1.6.0","direct":true,"kind":"runtime","optional":false},{"id":22606608089,"package_name":"prompt-toolkit","ecosystem":"conda","requirements":"3.0.36","direct":true,"kind":"runtime","optional":false},{"id":22606608090,"package_name":"prophet","ecosystem":"conda","requirements":"1.1.2","direct":true,"kind":"runtime","optional":false},{"id":22606608091,"package_name":"psutil","ecosystem":"conda","requirements":"5.9.0","direct":true,"kind":"runtime","optional":false},{"id":22606608092,"package_name":"pthread-stubs","ecosystem":"conda","requirements":"0.4","direct":true,"kind":"runtime","optional":false},{"id":22606608093,"package_name":"ptyprocess","ecosystem":"conda","requirements":"0.7.0","direct":true,"kind":"runtime","optional":false},{"id":22606608094,"package_name":"pure_eval","ecosystem":"conda","requirements":"0.2.2","direct":true,"kind":"runtime","optional":false},{"id":22606608095,"package_name":"py-xgboost","ecosystem":"conda","requirements":"1.7.1","direct":true,"kind":"runtime","optional":false},{"id":22606608096,"package_name":"pycparser","ecosystem":"conda","requirements":"2.21","direct":true,"kind":"runtime","optional":false},{"id":22606608097,"package_name":"pygments","ecosystem":"conda","requirements":"2.11.2","direct":true,"kind":"runtime","optional":false},{"id":22606608098,"package_name":"pymeeus","ecosystem":"conda","requirements":"0.5.12","direct":true,"kind":"runtime","optional":false},{"id":22606608099,"package_name":"pyod","ecosystem":"conda","requirements":"1.0.7","direct":true,"kind":"runtime","optional":false},{"id":22606608100,"package_name":"pyopenssl","ecosystem":"conda","requirements":"23.0.0","direct":true,"kind":"runtime","optional":false},{"id":22606608101,"package_name":"pyparsing","ecosystem":"conda","requirements":"3.0.9","direct":true,"kind":"runtime","optional":false},{"id":22606608102,"package_name":"pysocks","ecosystem":"conda","requirements":"1.7.1","direct":true,"kind":"runtime","optional":false},{"id":22606608103,"package_name":"python","ecosystem":"conda","requirements":"3.10.8","direct":true,"kind":"runtime","optional":false},{"id":22606608104,"package_name":"python-dateutil","ecosystem":"conda","requirements":"2.8.2","direct":true,"kind":"runtime","optional":false},{"id":22606608105,"package_name":"python-graphviz","ecosystem":"conda","requirements":"0.20.1","direct":true,"kind":"runtime","optional":false},{"id":22606608106,"package_name":"python_abi","ecosystem":"conda","requirements":"3.10","direct":true,"kind":"runtime","optional":false},{"id":22606608107,"package_name":"pytorch","ecosystem":"conda","requirements":"1.13.1","direct":true,"kind":"runtime","optional":false},{"id":22606608108,"package_name":"pytorch-lightning","ecosystem":"conda","requirements":"1.9.0","direct":true,"kind":"runtime","optional":false},{"id":22606608109,"package_name":"pytz","ecosystem":"conda","requirements":"2022.7.1","direct":true,"kind":"runtime","optional":false},{"id":22606608110,"package_name":"pyyaml","ecosystem":"conda","requirements":"6.0","direct":true,"kind":"runtime","optional":false},{"id":22606608111,"package_name":"pyzmq","ecosystem":"conda","requirements":"23.2.0","direct":true,"kind":"runtime","optional":false},{"id":22606608112,"package_name":"readline","ecosystem":"conda","requirements":"8.1.2","direct":true,"kind":"runtime","optional":false},{"id":22606608113,"package_name":"requests","ecosystem":"conda","requirements":"2.28.2","direct":true,"kind":"runtime","optional":false},{"id":22606608114,"package_name":"scikit-learn","ecosystem":"conda","requirements":"1.2.1","direct":true,"kind":"runtime","optional":false},{"id":22606608115,"package_name":"scipy","ecosystem":"conda","requirements":"1.10.0","direct":true,"kind":"runtime","optional":false},{"id":22606608116,"package_name":"setuptools","ecosystem":"conda","requirements":"66.1.1","direct":true,"kind":"runtime","optional":false},{"id":22606608117,"package_name":"shap","ecosystem":"conda","requirements":"0.41.0","direct":true,"kind":"runtime","optional":false},{"id":22606608118,"package_name":"sigtool","ecosystem":"conda","requirements":"0.1.3","direct":true,"kind":"runtime","optional":false},{"id":22606608119,"package_name":"six","ecosystem":"conda","requirements":"1.16.0","direct":true,"kind":"runtime","optional":false},{"id":22606608120,"package_name":"sleef","ecosystem":"conda","requirements":"3.5.1","direct":true,"kind":"runtime","optional":false},{"id":22606608121,"package_name":"slicer","ecosystem":"conda","requirements":"0.0.7","direct":true,"kind":"runtime","optional":false},{"id":22606608122,"package_name":"stack_data","ecosystem":"conda","requirements":"0.2.0","direct":true,"kind":"runtime","optional":false},{"id":22606608123,"package_name":"statsforecast","ecosystem":"conda","requirements":"1.4.0","direct":true,"kind":"runtime","optional":false},{"id":22606608124,"package_name":"statsmodels","ecosystem":"conda","requirements":"0.13.5","direct":true,"kind":"runtime","optional":false},{"id":22606608125,"package_name":"tapi","ecosystem":"conda","requirements":"1100.0.11","direct":true,"kind":"runtime","optional":false},{"id":22606608126,"package_name":"tbats","ecosystem":"conda","requirements":"1.1.1","direct":true,"kind":"runtime","optional":false},{"id":22606608127,"package_name":"tbb","ecosystem":"conda","requirements":"2021.7.0","direct":true,"kind":"runtime","optional":false},{"id":22606608128,"package_name":"tbb-devel","ecosystem":"conda","requirements":"2021.7.0","direct":true,"kind":"runtime","optional":false},{"id":22606608129,"package_name":"tenacity","ecosystem":"conda","requirements":"8.1.0","direct":true,"kind":"runtime","optional":false},{"id":22606608130,"package_name":"threadpoolctl","ecosystem":"conda","requirements":"3.1.0","direct":true,"kind":"runtime","optional":false},{"id":22606608131,"package_name":"tk","ecosystem":"conda","requirements":"8.6.12","direct":true,"kind":"runtime","optional":false},{"id":22606608132,"package_name":"torchmetrics","ecosystem":"conda","requirements":"0.11.1","direct":true,"kind":"runtime","optional":false},{"id":22606608133,"package_name":"tornado","ecosystem":"conda","requirements":"6.2","direct":true,"kind":"runtime","optional":false},{"id":22606608134,"package_name":"tqdm","ecosystem":"conda","requirements":"4.64.1","direct":true,"kind":"runtime","optional":false},{"id":22606608135,"package_name":"traitlets","ecosystem":"conda","requirements":"5.7.1","direct":true,"kind":"runtime","optional":false},{"id":22606608136,"package_name":"typing-extensions","ecosystem":"conda","requirements":"4.4.0","direct":true,"kind":"runtime","optional":false},{"id":22606608137,"package_name":"typing_extensions","ecosystem":"conda","requirements":"4.4.0","direct":true,"kind":"runtime","optional":false},{"id":22606608138,"package_name":"tzdata","ecosystem":"conda","requirements":"2022g","direct":true,"kind":"runtime","optional":false},{"id":22606608139,"package_name":"u8darts","ecosystem":"conda","requirements":"0.23.1","direct":true,"kind":"runtime","optional":false},{"id":22606608140,"package_name":"u8darts-all","ecosystem":"conda","requirements":"0.23.1","direct":true,"kind":"runtime","optional":false},{"id":22606608141,"package_name":"unicodedata2","ecosystem":"conda","requirements":"15.0.0","direct":true,"kind":"runtime","optional":false},{"id":22606608142,"package_name":"urllib3","ecosystem":"conda","requirements":"1.26.14","direct":true,"kind":"runtime","optional":false},{"id":22606608143,"package_name":"wcwidth","ecosystem":"conda","requirements":"0.2.5","direct":true,"kind":"runtime","optional":false},{"id":22606608144,"package_name":"wheel","ecosystem":"conda","requirements":"0.38.4","direct":true,"kind":"runtime","optional":false},{"id":22606608145,"package_name":"xarray","ecosystem":"conda","requirements":"2023.1.0","direct":true,"kind":"runtime","optional":false},{"id":22606608146,"package_name":"xgboost","ecosystem":"conda","requirements":"1.7.1","direct":true,"kind":"runtime","optional":false},{"id":22606608147,"package_name":"xorg-libxau","ecosystem":"conda","requirements":"1.0.9","direct":true,"kind":"runtime","optional":false},{"id":22606608148,"package_name":"xorg-libxdmcp","ecosystem":"conda","requirements":"1.1.3","direct":true,"kind":"runtime","optional":false},{"id":22606608149,"package_name":"xz","ecosystem":"conda","requirements":"5.2.6","direct":true,"kind":"runtime","optional":false},{"id":22606608150,"package_name":"yaml","ecosystem":"conda","requirements":"0.2.5","direct":true,"kind":"runtime","optional":false},{"id":22606608151,"package_name":"zeromq","ecosystem":"conda","requirements":"4.3.4","direct":true,"kind":"runtime","optional":false},{"id":22606608152,"package_name":"zlib","ecosystem":"conda","requirements":"1.2.13","direct":true,"kind":"runtime","optional":false},{"id":22606608153,"package_name":"zstd","ecosystem":"conda","requirements":"1.5.2","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"conda","filepath":"tier_3/ocean_climate/unsupervised_ml_ocean/environment.yml","sha":null,"kind":"manifest","created_at":"2025-04-09T03:42:44.792Z","updated_at":"2025-04-09T03:42:44.792Z","repository_link":"https://github.com/ecmwf-training/2023-ml-mooc-weather-climate/blob/main/tier_3/ocean_climate/unsupervised_ml_ocean/environment.yml","dependencies":[{"id":22606608154,"package_name":"cartopy","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606608155,"package_name":"conda","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606608156,"package_name":"matplotlib","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606608157,"package_name":"numpy","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606608158,"package_name":"scikit-learn","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606608159,"package_name":"scipy","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false},{"id":22606608160,"package_name":"seaborn","ecosystem":"conda","requirements":"","direct":true,"kind":"runtime","optional":false}]}],"score":8.078688229229872,"created_at":"2023-09-12T07:47:32.840Z","updated_at":"2026-05-15T09:06:35.675Z","avatar_url":"https://github.com/ecmwf-training.png","language":"Jupyter Notebook","category":"Sustainable Development","sub_category":"Education","monthly_downloads":0,"total_dependent_repos":0,"total_dependent_packages":0,"readme":"# MOOC Machine Learning in Weather \u0026 Climate - Jupyter notebook exercises\n\nThis repository hosts the [Jupyter notebook](https://jupyter.org/) based exercises of the Massive Open Online Course (MOOC) on Machine Learning in Weather \u0026 Climate, which can now be found on ECMWF's learning platform https://learning.ecmwf.int/.\n\nThe notebook files can be found in the subdirectories corresponding to each tier of the MOOC. These include the following:\n\n## [Tier 1 notebooks (ML in Weather \u0026 Climate)](https://github.com/ecmwf-projects/mooc-machine-learning-weather-climate/tree/main/tier_1)\nIn this tier there is only one notebook that demonstrates how to build a simple neural network on the WeatherBench dataset.\n\n## [Tier 2 notebooks (Concepts of Machine Learning)](https://github.com/ecmwf-projects/mooc-machine-learning-weather-climate/tree/main/tier_2)\nIn this tier there are notebooks for each module that provide practical guidance on key concepts of Machine Learning.\n\n## [Tier 3 notebooks (Practical ML Applications in Weather \u0026 Climate)](https://github.com/ecmwf-projects/mooc-machine-learning-weather-climate/tree/main/tier_3)\nEach module of this tier contains notebooks that demonstrate practical applications of Machine Learning in the various stages of Numerical Weather and Climate prediction.\n\n## How to run the notebooks\n\nThe notebooks can either be downloaded and run on participants' own computers, or they can be run directly in various cloud environments. The advantage of the latter is that no software needs to be installed locally. In each notebook a number of options are provided where the notebook can be run. These may include the following:\n\n|Colab|Kaggle|Deepnote|\n|:-:|:-:|:-:|\n|[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/)|[![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/code)|[![Deepnote](https://deepnote.com/buttons/launch-in-deepnote-small.svg)](https://deepnote.com/)|\n|Colab requires a Google account, which can easily be set-up for free.|Requires (free) registration with Kaggle. Once in, \"switch on the internet\" via settings.|Requires (free) registration. Deepnote is a good platform also for collaboration.|\n\n## License\n\nUnless otherwise stated, the notebooks fall under [Apache License 2.0](https://github.com/ecmwf-projects/mooc-machine-learning-weather-climate/blob/main/LICENSE). In applying this licence, ECMWF does not waive the privileges and immunities granted to it by virtue of its status as an intergovernmental organisation nor does it submit to any jurisdiction.\n","funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["anemoi"],"project_url":"https://ost.ecosyste.ms/api/v1/projects/36190","html_url":"https://ost.ecosyste.ms/projects/36190"}