{"id":29869,"name":"street2sat","description":"A framework for obtaining large data sets of geo-referenced crop type labels obtained from vehicle mounted cameras that can be extended to other applications.","url":"https://github.com/nasaharvest/street2sat","last_synced_at":"2026-05-27T02:30:40.689Z","repository":{"id":37021456,"uuid":"369574888","full_name":"nasaharvest/street2sat","owner":"nasaharvest","description":null,"archived":false,"fork":false,"pushed_at":"2026-01-05T18:12:46.000Z","size":843003,"stargazers_count":12,"open_issues_count":3,"forks_count":5,"subscribers_count":3,"default_branch":"main","last_synced_at":"2026-03-20T08:03:07.094Z","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":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/nasaharvest.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"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":"2021-05-21T15:15:38.000Z","updated_at":"2025-04-04T19:51:52.000Z","dependencies_parsed_at":"2025-10-16T01:54:10.130Z","dependency_job_id":null,"html_url":"https://github.com/nasaharvest/street2sat","commit_stats":{"total_commits":236,"total_committers":10,"mean_commits":23.6,"dds":0.5169491525423728,"last_synced_commit":"61b88191cfb09766f004ffcd12ff41b5ffcdb13d"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/nasaharvest/street2sat","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nasaharvest%2Fstreet2sat","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nasaharvest%2Fstreet2sat/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nasaharvest%2Fstreet2sat/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nasaharvest%2Fstreet2sat/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/nasaharvest","download_url":"https://codeload.github.com/nasaharvest/street2sat/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nasaharvest%2Fstreet2sat/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30936137,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-25T17:54:13.764Z","status":"ssl_error","status_checked_at":"2026-03-25T17:54:02.372Z","response_time":80,"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":"nasaharvest","name":"nasaharvest","uuid":"54071172","kind":"organization","description":"","email":null,"website":null,"location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/54071172?v=4","repositories_count":12,"last_synced_at":"2023-03-03T23:14:40.431Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/nasaharvest","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-14T06:25:31.031Z","updated_at":"2023-03-03T23:14:40.434Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/nasaharvest","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/nasaharvest/repositories"},"packages":[],"commits":{"id":1341507,"full_name":"nasaharvest/street2sat","default_branch":"main","total_commits":330,"total_committers":12,"total_bot_commits":18,"total_bot_committers":1,"mean_commits":27.5,"dds":0.5454545454545454,"past_year_total_commits":1,"past_year_total_committers":1,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":1.0,"past_year_dds":0.0,"last_synced_at":"2026-03-23T19:04:07.091Z","last_synced_commit":"0ee8b24e0473ca1f5f2b59a9c673a1aff78abae0","created_at":"2023-09-12T08:47:31.476Z","updated_at":"2026-03-23T19:03:13.265Z","committers":[{"name":"ivanzvonkov","email":"ivan.zvonkov@gmail.com","login":"ivanzvonkov","count":150},{"name":"mangomadhava","email":"madhavapaliyam@gmail.com","login":"mangomadhava","count":86},{"name":"anjalipaliyam","email":"115127748+anjalipaliyam","login":"anjalipaliyam","count":29},{"name":"Adebowale","email":"dansy37@gmail.com","login":"adebowaledaniel","count":21},{"name":"pre-commit-ci[bot]","email":"66853113+pre-commit-ci[bot]","login":"pre-commit-ci[bot]","count":18},{"name":"Diana Botchway Frimpong","email":"124820831+Di-anaBF","login":"Di-anaBF","count":7},{"name":"Madhava Paliyam","email":"paliyamm@gsapp6.gshpc.umd.edu","login":null,"count":5},{"name":"Aniket-Parlikar","email":"57226253+Aniket-Parlikar","login":"Aniket-Parlikar","count":4},{"name":"imanasmith","email":"160679562+imanasmith","login":"imanasmith","count":4},{"name":"Hannah Kerner","email":"hannah.r.kerner@gmail.com","login":"hannah-rae","count":3},{"name":"imadtyx","email":"adityashrivastava2799@gmail.com","login":"imadtyx","count":2},{"name":"KartikJawanjal","email":"jkartik237@gmail.com","login":"KartikJawanjal","count":1}],"past_year_committers":[{"name":"ivanzvonkov","email":"ivan.zvonkov@gmail.com","login":"ivanzvonkov","count":1}],"commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/nasaharvest%2Fstreet2sat/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-03-25T00:00:58.194Z","repositories_count":6201883,"commits_count":926585721,"contributors_count":35876876,"owners_count":1144038,"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":"nasaharvest/street2sat","html_url":"https://github.com/nasaharvest/street2sat","last_synced_at":"2026-01-07T06:04:16.238Z","status":"active","issues_count":16,"pull_requests_count":52,"avg_time_to_close_issue":35280620.538461536,"avg_time_to_close_pull_request":1427428.693877551,"issues_closed_count":13,"pull_requests_closed_count":49,"pull_request_authors_count":8,"issue_authors_count":5,"avg_comments_per_issue":1.625,"avg_comments_per_pull_request":1.0,"merged_pull_requests_count":47,"bot_issues_count":0,"bot_pull_requests_count":8,"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":"2023-09-12T08:47:33.831Z","updated_at":"2026-01-07T06:04:16.238Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/nasaharvest%2Fstreet2sat","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/nasaharvest%2Fstreet2sat/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{"CONTRIBUTOR":15,"NONE":1},"pull_request_author_associations_count":{"CONTRIBUTOR":43,"COLLABORATOR":7,"NONE":2},"issue_authors":{"ivanzvonkov":9,"mangomadhava":3,"hannah-rae":2,"adebowaledaniel":1,"green512":1},"pull_request_authors":{"ivanzvonkov":28,"pre-commit-ci[bot]":8,"anjalipaliyam":5,"mangomadhava":4,"adebowaledaniel":2,"imanasmith":2,"Di-anaBF":2,"Aniket-Parlikar":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-03-19T00:00:07.000Z","repositories_count":13810129,"issues_count":34693043,"pull_requests_count":113286035,"authors_count":11207628,"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":"anjalipaliyam","count":5,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/anjalipaliyam"},{"login":"imanasmith","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/imanasmith"}],"active_maintainers":[]},"events":{"total":{"DeleteEvent":1,"PullRequestEvent":2,"ForkEvent":1,"IssuesEvent":5,"WatchEvent":2,"IssueCommentEvent":5,"PushEvent":14,"CreateEvent":1},"last_year":{"ForkEvent":1,"PushEvent":3}},"keywords":[],"dependencies":[{"ecosystem":"pypi","filepath":"gcp/trigger_inference/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-08-08T19:00:52.026Z","updated_at":"2022-08-08T19:00:52.026Z","repository_link":"https://github.com/nasaharvest/street2sat/blob/main/gcp/trigger_inference/requirements.txt","dependencies":[{"id":687032237,"package_name":"requests","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"gcp/inference_cropnop/requirements.txt","sha":null,"kind":"manifest","created_at":"2023-11-05T19:34:13.631Z","updated_at":"2023-11-05T19:34:13.631Z","repository_link":"https://github.com/nasaharvest/street2sat/blob/main/gcp/inference_cropnop/requirements.txt","dependencies":[{"id":14310621111,"package_name":"google-cloud-storage","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14310621112,"package_name":"google-cloud-firestore","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14310621113,"package_name":"matplotlib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14310621114,"package_name":"opencv-python","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14310621115,"package_name":"exifread","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"gcp/inference_segmentation/requirements.txt","sha":null,"kind":"manifest","created_at":"2023-11-05T19:34:14.737Z","updated_at":"2023-11-05T19:34:14.737Z","repository_link":"https://github.com/nasaharvest/street2sat/blob/main/gcp/inference_segmentation/requirements.txt","dependencies":[{"id":14310621125,"package_name":"google-cloud-storage","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14310621126,"package_name":"google-cloud-firestore","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14310621127,"package_name":"matplotlib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14310621128,"package_name":"scikit-image","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"gcp/get_satellite_img/requirements.txt","sha":null,"kind":"manifest","created_at":"2023-11-27T17:43:51.602Z","updated_at":"2023-11-27T17:43:51.602Z","repository_link":"https://github.com/nasaharvest/street2sat/blob/main/gcp/get_satellite_img/requirements.txt","dependencies":[{"id":14759332635,"package_name":"google-cloud-firestore","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14759332636,"package_name":"google-cloud-secret-manager","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14759332637,"package_name":"google-cloud-storage","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14759332638,"package_name":"opencv-python","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14759332639,"package_name":"pyGeoTile","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14759332640,"package_name":"wget","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"gcp/inference_satellite/requirements.txt","sha":null,"kind":"manifest","created_at":"2023-11-27T17:43:51.721Z","updated_at":"2023-11-27T17:43:51.721Z","repository_link":"https://github.com/nasaharvest/street2sat/blob/main/gcp/inference_satellite/requirements.txt","dependencies":[{"id":14759332657,"package_name":"google-cloud-storage","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14759332658,"package_name":"google-cloud-firestore","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14759332659,"package_name":"matplotlib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14759332660,"package_name":"opencv-python","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14759332661,"package_name":"pygeotile","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"gcp/delete_street2sat_prediction/requirements.txt","sha":null,"kind":"manifest","created_at":"2023-12-01T17:42:17.522Z","updated_at":"2023-12-01T17:42:17.522Z","repository_link":"https://github.com/nasaharvest/street2sat/blob/main/gcp/delete_street2sat_prediction/requirements.txt","dependencies":[{"id":14843623424,"package_name":"google-cloud-firestore","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2023-12-01T17:42:18.578Z","updated_at":"2023-12-01T17:42:18.578Z","repository_link":"https://github.com/nasaharvest/street2sat/blob/main/requirements.txt","dependencies":[{"id":14843627247,"package_name":"ExifRead","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14843627303,"package_name":"folium","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14843627304,"package_name":"geopandas","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14843627305,"package_name":"google-cloud-storage","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14843627306,"package_name":"google-cloud-firestore","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14843627307,"package_name":"gcsfs","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14843627308,"package_name":"jupyter","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14843627309,"package_name":"pre-commit","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":14843627310,"package_name":"torchserve","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]}],"score":5.19295685089021,"created_at":"2023-09-12T07:41:57.091Z","updated_at":"2026-05-27T02:30:40.705Z","avatar_url":"https://github.com/nasaharvest.png","language":"Jupyter Notebook","category":"Consumption","sub_category":"Agriculture and Nutrition","monthly_downloads":0,"total_dependent_repos":0,"total_dependent_packages":0,"readme":"# Street2Sat\n\n Street2Sat is a new framework for obtaining large data sets of geo-referenced crop type labels obtained from vehicle mounted cameras that can be extended to other applications.\n\nPaper accepted to ICML 2021 Tackling Climate Change Using AI Workshop. 🎉\nLink coming soon!\n\n## Setting up the environment\n1. Clone the repository\n2. Set up and activate a Python virtual environment\n    ```bash\n    python3 -m venv venv\n    source venv/bin/activate\n    ```\n3. Install the dependencies\n    ```bash\n    pip install -r requirements.txt\n    ```\n## Usage\n\n\n#### Google Cloud Platform\nEnsure the [Google Cloud CLI](https://cloud.google.com/sdk/docs/install) is installed.\n\n**Initial Setup (only done once)**\n```bash\ngsutil mb gs://street2sat-uploaded\n```\n**Deploying resources (done on every code update)**\n```bash\nsh deploy.sh\n```\n\n## Background\n\u003cp\u003e\u003c/p\u003e\n\u003cp\u003e\nGround-truth labels on crop type and other variables are critically needed to develop machine learning methods that use satellite observations to combat climate change and food insecurity. These labels difficult and costly to obtain over large areas, particularly in Sub-Saharan Africa where they are most scarce.  Street2Sat is a new framework for obtaining large data sets of geo-referenced crop type labels obtained from vehicle mounted cameras that can be extended to other applications.\n\u003c/p\u003e\n","funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["energy-system-model"],"project_url":"https://ost.ecosyste.ms/api/v1/projects/29869","html_url":"https://ost.ecosyste.ms/projects/29869"}