{"id":76532,"name":"ml4floods","description":"An ecosystem of data, models and code pipelines to tackle flooding with ML🌊","url":"https://github.com/spaceml-org/ml4floods","last_synced_at":"2025-09-08T17:02:24.576Z","repository":{"id":39704887,"uuid":"335692271","full_name":"spaceml-org/ml4floods","owner":"spaceml-org","description":"An ecosystem of data, models and code pipelines to tackle flooding with ML🌊","archived":false,"fork":false,"pushed_at":"2025-08-05T16:23:38.000Z","size":470159,"stargazers_count":164,"open_issues_count":0,"forks_count":42,"subscribers_count":18,"default_branch":"main","last_synced_at":"2025-09-04T13:51:04.598Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"https://spaceml-org.github.io/ml4floods/","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"lgpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/spaceml-org.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2021-02-03T16:50:16.000Z","updated_at":"2025-09-03T18:52:57.000Z","dependencies_parsed_at":"2025-08-13T02:53:23.154Z","dependency_job_id":null,"html_url":"https://github.com/spaceml-org/ml4floods","commit_stats":{"total_commits":695,"total_committers":18,"mean_commits":"38.611111111111114","dds":"0.44316546762589926","last_synced_commit":"ca5b2e9c150fc76672478b172ac4602677a8ffb6"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/spaceml-org/ml4floods","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/spaceml-org%2Fml4floods","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/spaceml-org%2Fml4floods/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/spaceml-org%2Fml4floods/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/spaceml-org%2Fml4floods/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/spaceml-org","download_url":"https://codeload.github.com/spaceml-org/ml4floods/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/spaceml-org%2Fml4floods/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":274209195,"owners_count":25241782,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-09-08T02:00:09.813Z","response_time":121,"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":"spaceml-org","name":"SpaceML","uuid":"75035593","kind":"organization","description":"","email":null,"website":"spaceml.org","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/75035593?v=4","repositories_count":19,"last_synced_at":"2023-03-08T22:00:19.530Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/spaceml-org","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-18T11:56:35.287Z","updated_at":"2023-03-08T22:00:19.563Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/spaceml-org","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/spaceml-org/repositories"},"packages":[{"id":5599073,"name":"ml4floods","ecosystem":"pypi","description":"Machine learning models for end-to-end flood extent segmentation.","homepage":"https://github.com/spaceml-org/ml4floods","licenses":"GNU Lesser General Public License v3 (LGPLv3)","normalized_licenses":["LGPL-2.1"],"repository_url":"https://github.com/spaceml-org/ml4floods","keywords_array":["floods","pytorch","machine-learning","earth"],"namespace":null,"versions_count":6,"first_release_published_at":"2022-12-01T11:15:36.000Z","latest_release_published_at":"2025-07-31T15:51:47.000Z","latest_release_number":"1.1.1","last_synced_at":"2025-09-07T15:10:31.778Z","created_at":"2022-12-01T11:24:56.056Z","updated_at":"2025-09-07T15:10:31.778Z","registry_url":"https://pypi.org/project/ml4floods/","install_command":"pip install ml4floods --index-url https://pypi.org/simple","documentation_url":"https://ml4floods.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":["Development Status :: 5 - Production/Stable","Intended Audience :: Science/Research","License :: OSI Approved :: GNU Lesser General Public License v3 (LGPLv3)","Natural Language :: English","Operating System :: OS Independent","Programming Language :: Python :: 3.10","Topic :: Scientific/Engineering :: GIS"],"normalized_name":"ml4floods","project_status":null},"repo_metadata":{"id":39704887,"uuid":"335692271","full_name":"spaceml-org/ml4floods","owner":"spaceml-org","description":"An ecosystem of data, models and code pipelines to tackle flooding with ML","archived":false,"fork":false,"pushed_at":"2024-04-25T09:08:06.000Z","size":489645,"stargazers_count":129,"open_issues_count":1,"forks_count":40,"subscribers_count":17,"default_branch":"main","last_synced_at":"2024-06-11T19:39:54.124Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"https://spaceml-org.github.io/ml4floods/","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"lgpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/spaceml-org.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2021-02-03T16:50:16.000Z","updated_at":"2024-06-13T05:44:06.554Z","dependencies_parsed_at":"2024-06-13T05:54:07.297Z","dependency_job_id":null,"html_url":"https://github.com/spaceml-org/ml4floods","commit_stats":{"total_commits":687,"total_committers":18,"mean_commits":"38.166666666666664","dds":0.4454148471615721,"last_synced_commit":"1d459583067c78bdf751e7b5f0b7d0d4684e0576"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/spaceml-org%2Fml4floods","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/spaceml-org%2Fml4floods/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/spaceml-org%2Fml4floods/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/spaceml-org%2Fml4floods/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/spaceml-org","download_url":"https://codeload.github.com/spaceml-org/ml4floods/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":215458141,"owners_count":15882210,"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":"spaceml-org","name":"SpaceML","uuid":"75035593","kind":"organization","description":"","email":null,"website":"spaceml.org","location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/75035593?v=4","repositories_count":19,"last_synced_at":"2023-03-08T22:00:19.530Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/spaceml-org","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-18T11:56:35.287Z","updated_at":"2023-03-08T22:00:19.563Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/spaceml-org","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/spaceml-org/repositories"},"tags":[]},"repo_metadata_updated_at":"2024-09-07T20:56:55.219Z","dependent_packages_count":0,"downloads":149,"downloads_period":"last-month","dependent_repos_count":1,"rankings":{"downloads":47.02094965402052,"dependent_repos_count":21.619800316896704,"dependent_packages_count":10.082087700208083,"stargazers_count":null,"forks_count":null,"docker_downloads_count":null,"average":26.2409458903751},"purl":"pkg:pypi/ml4floods","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/ml4floods","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/ml4floods","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/ml4floods/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2024-09-07T20:06:44.850Z","issues_count":38,"pull_requests_count":74,"avg_time_to_close_issue":34022649.75675676,"avg_time_to_close_pull_request":651381.5205479452,"issues_closed_count":37,"pull_requests_closed_count":73,"pull_request_authors_count":15,"issue_authors_count":9,"avg_comments_per_issue":0.9210526315789473,"avg_comments_per_pull_request":0.21621621621621623,"merged_pull_requests_count":66,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":1,"past_year_pull_requests_count":4,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":119051.0,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":3,"past_year_pull_request_authors_count":2,"past_year_issue_authors_count":1,"past_year_avg_comments_per_issue":2.0,"past_year_avg_comments_per_pull_request":0.0,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":3,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/spaceml-org%2Fml4floods/issues","maintainers":[{"login":"jejjohnson","count":38,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/jejjohnson"},{"login":"kipoju","count":4,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/kipoju"},{"login":"margaretmz","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/margaretmz"},{"login":"tarunn2799","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/tarunn2799"}],"active_maintainers":[]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/ml4floods/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/ml4floods/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/ml4floods/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/ml4floods/related_packages","maintainers":[{"uuid":"gonzmg88","login":"gonzmg88","name":null,"email":null,"url":null,"packages_count":4,"html_url":"https://pypi.org/user/gonzmg88/","role":null,"created_at":"2023-02-26T04:51:35.643Z","updated_at":"2023-02-26T04:51:35.643Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/gonzmg88/packages"},{"uuid":"kipoju","login":"kipoju","name":null,"email":null,"url":null,"packages_count":1,"html_url":"https://pypi.org/user/kipoju/","role":null,"created_at":"2023-07-26T14:39:44.695Z","updated_at":"2023-07-26T14:39:44.695Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/kipoju/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":726180,"maintainers_count":308806,"namespaces_count":0,"keywords_count":238245,"github":"pypi","metadata":{"funded_packages_count":50579},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2025-09-08T05:32:36.857Z","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":1254615,"full_name":"spaceml-org/ml4floods","default_branch":"main","committers":[{"name":"Gonzalo Mateo","email":"gonzmg88@gmail.com","login":"gonzmg88","count":391},{"name":"Emmanuel Johnson","email":"emanjohnson91@gmail.com","login":"jejjohnson","count":96},{"name":"Gonzalo Mateo Garcia","email":"gonzalo.mateogarcia@un.org","login":null,"count":40},{"name":"Satyarth Praveen","email":"satyarth934@gmail.com","login":"satyarth934","count":32},{"name":"Kike","email":"sesk.portales@gmail.com","login":"kipoju","count":29},{"name":"Nicholas Roth","email":"nicholas@rothemail.net","login":"rothn","count":23},{"name":"nadia-eecs","email":"ahmedn@data-janitors.us-east1-b.c.ml4cc-general.internal","login":null,"count":23},{"name":"Sam Budd","email":"budd.samuel@gmail.com","login":"sambuddinc","count":22},{"name":"Lucas Kruitwagen","email":"lucas.kruitwagen@gmail.com","login":"Lkruitwagen","count":21},{"name":"nadia-eecs","email":"ahmedn@uci.edu","login":"nadia-eecs","count":11},{"name":"Margaret Maynard-Reid","email":"margaretmz","login":"margaretmz","count":5},{"name":"Kike Portales","email":"kike@usmile.service.local","login":null,"count":5},{"name":"crpurcell","email":"cormac.r.purcell@gmail.com","login":"crpurcell","count":2},{"name":"Nadia Ahmed","email":"ahmedn@tupa.ps.uci.edu","login":null,"count":2},{"name":"Tommy Lees","email":"thomas.lees112@gmail.com","login":"tommylees112","count":1},{"name":"Satyarth Praveen","email":"satyarth934@data-janitors-v2.us-east1-b.c.ml4cc-general.internal","login":null,"count":1},{"name":"Samuel Budd","email":"samuel.budd13@imperial.ac.uk","login":null,"count":1},{"name":"Kike Portales","email":"kike@deep.uv.es","login":null,"count":1},{"name":"kgupta","email":"65272407+kgupta359","login":"kgupta359","count":1}],"total_commits":707,"total_committers":19,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":37.21052631578947,"dds":0.44695898161244696,"past_year_committers":[{"name":"Gonzalo Mateo García","email":"gonzmg88@gmail.com","login":"gonzmg88","count":8},{"name":"Gonzalo Mateo Garcia","email":"gonzalo.mateogarcia@un.org","login":null,"count":6},{"name":"Kike Portales","email":"sesk.portales@gmail.com","login":"kipoju","count":1},{"name":"Kike Portales","email":"kike@deep.uv.es","login":null,"count":1}],"past_year_total_commits":16,"past_year_total_committers":4,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":4.0,"past_year_dds":0.5,"last_synced_at":"2025-08-06T23:40:27.145Z","last_synced_commit":"ac5e4a8ab1409f8f207fa6749f46e3755357d671","created_at":"2023-03-27T11:50:09.776Z","updated_at":"2025-08-06T23:40:27.150Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/spaceml-org%2Fml4floods/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-03T00:00:08.276Z","repositories_count":5480019,"commits_count":853389012,"contributors_count":31098138,"owners_count":906558,"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":"spaceml-org/ml4floods","html_url":"https://github.com/spaceml-org/ml4floods","last_synced_at":"2025-08-31T11:47:13.395Z","status":"error","issues_count":38,"pull_requests_count":73,"avg_time_to_close_issue":33525348.86842105,"avg_time_to_close_pull_request":651381.5205479452,"issues_closed_count":38,"pull_requests_closed_count":73,"pull_request_authors_count":15,"issue_authors_count":9,"avg_comments_per_issue":0.9210526315789473,"avg_comments_per_pull_request":0.2191780821917808,"merged_pull_requests_count":66,"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":"2023-05-09T10:36:25.608Z","updated_at":"2025-09-02T11:34:55.137Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/spaceml-org%2Fml4floods","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/spaceml-org%2Fml4floods/issues","issue_labels_count":{"dataprep":24,"enhancement":16,"models":7,"help wanted":4,"documentation":3,"good first issue":1},"pull_request_labels_count":{"dataprep":8,"enhancement":6,"documentation":2,"good first issue":1,"models":1,"bug":1},"issue_author_associations_count":{"MEMBER":21,"CONTRIBUTOR":16},"pull_request_author_associations_count":{"CONTRIBUTOR":45,"MEMBER":17,"COLLABORATOR":8,"NONE":3},"issue_authors":{"jejjohnson":21,"gonzmg88":7,"R-Strange":3,"rothn":2,"nadia-eecs":1,"kgupta359":1,"tommylees112":1,"Lkruitwagen":1},"pull_request_authors":{"gonzmg88":30,"jejjohnson":17,"rothn":5,"kipoju":4,"Lkruitwagen":4,"margaretmz":3,"sambuddinc":2,"nadia-eecs":2,"nkasmanoff":1,"Qaraqororum":1,"tarunn2799":1,"AleksandrTulenkov":1,"tommylees112":1,"crpurcell":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-08T00:00:17.013Z","repositories_count":10168397,"issues_count":32020286,"pull_requests_count":100254366,"authors_count":10730288,"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":[{"login":"jejjohnson","count":38,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/jejjohnson"},{"login":"kipoju","count":4,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/kipoju"},{"login":"margaretmz","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/margaretmz"},{"login":"tarunn2799","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/tarunn2799"}],"active_maintainers":[]},"events":{"total":{"WatchEvent":30,"PushEvent":5,"ForkEvent":1},"last_year":{"WatchEvent":30,"PushEvent":5,"ForkEvent":1}},"keywords":[],"dependencies":[{"ecosystem":"pypi","filepath":"jupyterbook/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-02T11:52:07.734Z","updated_at":"2022-08-02T11:52:07.734Z","repository_link":"https://github.com/spaceml-org/ml4floods/blob/main/jupyterbook/requirements.txt","dependencies":[{"id":539320872,"package_name":"jupyter-book","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":539320875,"package_name":"matplotlib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":539320877,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":539320879,"package_name":"ghp-import","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/deploy.yml","sha":null,"kind":"manifest","created_at":"2023-01-24T16:45:39.357Z","updated_at":"2023-01-24T16:45:39.357Z","repository_link":"https://github.com/spaceml-org/ml4floods/blob/main/.github/workflows/deploy.yml","dependencies":[{"id":7140789816,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":7140789817,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false},{"id":7140789818,"package_name":"peaceiris/actions-gh-pages","ecosystem":"actions","requirements":"v3.6.1","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2023-09-21T19:46:48.856Z","updated_at":"2023-09-21T19:46:48.856Z","repository_link":"https://github.com/spaceml-org/ml4floods/blob/main/requirements.txt","dependencies":[{"id":13856898141,"package_name":"torch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898142,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898143,"package_name":"pytorch-lightning","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898144,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898145,"package_name":"matplotlib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898146,"package_name":"pandas","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898147,"package_name":"rasterio","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898148,"package_name":"geopandas","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898149,"package_name":"tqdm","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898150,"package_name":"albumentations","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898151,"package_name":"google-cloud-storage","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898152,"package_name":"fsspec","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898153,"package_name":"gcsfs","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898154,"package_name":"requests_html","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898155,"package_name":"earthengine-api","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898156,"package_name":"mercantile","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898157,"package_name":"seaborn","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":13856898158,"package_name":"matplotlib-scalebar","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2023-09-21T19:46:49.170Z","updated_at":"2023-09-21T19:46:49.170Z","repository_link":"https://github.com/spaceml-org/ml4floods/blob/main/setup.py","dependencies":[]}],"score":13.068185927836915,"created_at":"2025-09-08T15:39:39.794Z","updated_at":"2025-10-07T08:27:36.518Z","avatar_url":"https://github.com/spaceml-org.png","language":"Jupyter Notebook","category":null,"sub_category":null,"monthly_downloads":149,"funding_links":[],"readme_doi_urls":["https://doi.org/10.1038/s41598-023-47595-7"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/76532","html_url":"https://science.ecosyste.ms/projects/76532"}