{"adoption": {"forks": 473, "observed_at": "2026-08-28T04:08:17.969379+00:00", "stars": 3763}, "canonical_url": "https://ross.abutalabs.com/products/leafmap", "card": {"archived": false, "artifact_type": "library", "description": "A Python package for interactive mapping and geospatial analysis with minimal coding in a Jupyter environment", "domain": ["data-visualization", "data-science"], "enriched": true, "function": ["data-visualization", "geospatial", "gui"], "health_score": 100, "homepage": "https://leafmap.org", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["opengeos/leafmap"], "name": "opengeos/leafmap", "platform": ["python", "jvm-scripting", "cross-platform"], "pushed_at": "2026-08-24T21:24:48+00:00", "repo": "opengeos/leafmap", "stars": 3763, "tags": ["jupyter", "interactive-maps", "gis", "folium", "ipyleaflet", "whiteboxtools", "streamlit", "raster", "vector", "lidar", "cog", "stac", "maplibre", "geospatial", "maps"], "topics": ["ipyleaflet", "folium", "mapping", "python", "geopython", "jupyter-notebook", "jupyter", "gis", "dataviz", "data-science", "whiteboxtools", "geospatial", "geospatial-analysis", "leafmap", "streamlit", "streamlit-webapp", "plotly", "geoparquet", "solara"], "urls": [], "use_cases": ["create interactive maps in jupyter notebooks", "visualize geospatial vector and raster data in python", "analyze lidar and hydrological data without coding", "add cog and stac layers to a map", "build streamlit geospatial web apps", "draw and edit features on an interactive map"], "what_it_is": "Leafmap is a Python package for interactive mapping and geospatial analysis with minimal coding in Jupyter environments like JupyterLab, Colab, and marimo. It wraps backends such as folium, ipyleaflet, and MapLibre, and integrates WhiteboxTools for 500+ geospatial analysis operations.", "when_to_avoid": ["you need a standalone desktop GIS application rather than a notebook library", "your project is not Python-based or not notebook-oriented", "you require production web mapping outside Streamlit/Solara contexts"], "when_to_choose": ["you work in Jupyter and want interactive maps with minimal code", "you need a free alternative to Google Earth Engine for geospatial analysis", "you want GUI-driven access to WhiteboxTools analysis capabilities"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/leafmap", "repo": "opengeos/leafmap", "role": "main", "score": 94}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:17.969379+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:28:38.239261+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c079b19c82ec8c820db7993f2fc54600e92a5b0c03d71c9bb2abb9b49823bb3d", "fetched_at": "2026-08-28T04:08:17.969379+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opengeos/leafmap"}, {"content_hash": "b7a818da03664d9afd04b018bd2343c7999d50dd9c3c6869c93dc1bb0e809303", "fetched_at": "2026-08-29T09:22:55.568677+00:00", "kind": "homepage", "missing": false, "url": "https://leafmap.org"}, {"content_hash": "2badab2d45e6ddc7ec6d111b5ffafa3a1d1cb684fa345a2e84394c6a9eb709a0", "fetched_at": "2026-08-29T09:22:55.591141+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/installation"}, {"content_hash": "044eb98c6bcf4b60be09d465b4766332841a5f36a56fed166dd63b9093906747", "fetched_at": "2026-08-29T09:22:55.603537+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/notebooks/00_key_features"}, {"content_hash": "ed5099a9f8dedf814c9f51b3dc183d474da234cb22fb87d19cb529a41523d4e3", "fetched_at": "2026-08-29T09:22:55.611186+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/maplibre/draw_features"}, {"content_hash": "df8bd8cf46ded29a7074ae697ac539037b827d063367dba504c18285e7322470", "fetched_at": "2026-08-29T09:22:55.613145+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/leafmap/json"}, {"content_hash": "805d0ba7c763b8e116caeb7f04e0821cc06860d28beabca59a94112ffe3845d8", "fetched_at": "2026-08-29T09:22:55.606071+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/faq"}, {"content_hash": "a63690b33ac4bfdb93a093f0c83c3e4c09c75ef03ba62aa3c88ee63eff4fa86c", "fetched_at": "2026-08-29T09:22:55.608160+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/changelog"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:17.969379+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:28:38.239261+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c079b19c82ec8c820db7993f2fc54600e92a5b0c03d71c9bb2abb9b49823bb3d", "fetched_at": "2026-08-28T04:08:17.969379+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opengeos/leafmap"}, {"content_hash": "b7a818da03664d9afd04b018bd2343c7999d50dd9c3c6869c93dc1bb0e809303", "fetched_at": "2026-08-29T09:22:55.568677+00:00", "kind": "homepage", "missing": false, "url": "https://leafmap.org"}, {"content_hash": "2badab2d45e6ddc7ec6d111b5ffafa3a1d1cb684fa345a2e84394c6a9eb709a0", "fetched_at": "2026-08-29T09:22:55.591141+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/installation"}, {"content_hash": "044eb98c6bcf4b60be09d465b4766332841a5f36a56fed166dd63b9093906747", "fetched_at": "2026-08-29T09:22:55.603537+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/notebooks/00_key_features"}, {"content_hash": "ed5099a9f8dedf814c9f51b3dc183d474da234cb22fb87d19cb529a41523d4e3", "fetched_at": "2026-08-29T09:22:55.611186+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/maplibre/draw_features"}, {"content_hash": "df8bd8cf46ded29a7074ae697ac539037b827d063367dba504c18285e7322470", "fetched_at": "2026-08-29T09:22:55.613145+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/leafmap/json"}, {"content_hash": "805d0ba7c763b8e116caeb7f04e0821cc06860d28beabca59a94112ffe3845d8", "fetched_at": "2026-08-29T09:22:55.606071+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/faq"}, {"content_hash": "a63690b33ac4bfdb93a093f0c83c3e4c09c75ef03ba62aa3c88ee63eff4fa86c", "fetched_at": "2026-08-29T09:22:55.608160+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/changelog"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:28:38.239261+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c079b19c82ec8c820db7993f2fc54600e92a5b0c03d71c9bb2abb9b49823bb3d", "fetched_at": "2026-08-28T04:08:17.969379+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opengeos/leafmap"}, {"content_hash": "b7a818da03664d9afd04b018bd2343c7999d50dd9c3c6869c93dc1bb0e809303", "fetched_at": "2026-08-29T09:22:55.568677+00:00", "kind": "homepage", "missing": false, "url": "https://leafmap.org"}, {"content_hash": "2badab2d45e6ddc7ec6d111b5ffafa3a1d1cb684fa345a2e84394c6a9eb709a0", "fetched_at": "2026-08-29T09:22:55.591141+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/installation"}, {"content_hash": "044eb98c6bcf4b60be09d465b4766332841a5f36a56fed166dd63b9093906747", "fetched_at": "2026-08-29T09:22:55.603537+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/notebooks/00_key_features"}, {"content_hash": "ed5099a9f8dedf814c9f51b3dc183d474da234cb22fb87d19cb529a41523d4e3", "fetched_at": "2026-08-29T09:22:55.611186+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/maplibre/draw_features"}, {"content_hash": "df8bd8cf46ded29a7074ae697ac539037b827d063367dba504c18285e7322470", "fetched_at": "2026-08-29T09:22:55.613145+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/leafmap/json"}, {"content_hash": "805d0ba7c763b8e116caeb7f04e0821cc06860d28beabca59a94112ffe3845d8", "fetched_at": "2026-08-29T09:22:55.606071+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/faq"}, {"content_hash": "a63690b33ac4bfdb93a093f0c83c3e4c09c75ef03ba62aa3c88ee63eff4fa86c", "fetched_at": "2026-08-29T09:22:55.608160+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/changelog"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:17.969379+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:17.969379+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:17.969379+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:28:38.239261+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c079b19c82ec8c820db7993f2fc54600e92a5b0c03d71c9bb2abb9b49823bb3d", "fetched_at": "2026-08-28T04:08:17.969379+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opengeos/leafmap"}, {"content_hash": "b7a818da03664d9afd04b018bd2343c7999d50dd9c3c6869c93dc1bb0e809303", "fetched_at": "2026-08-29T09:22:55.568677+00:00", "kind": "homepage", "missing": false, "url": "https://leafmap.org"}, {"content_hash": "2badab2d45e6ddc7ec6d111b5ffafa3a1d1cb684fa345a2e84394c6a9eb709a0", "fetched_at": "2026-08-29T09:22:55.591141+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/installation"}, {"content_hash": "044eb98c6bcf4b60be09d465b4766332841a5f36a56fed166dd63b9093906747", "fetched_at": "2026-08-29T09:22:55.603537+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/notebooks/00_key_features"}, {"content_hash": "ed5099a9f8dedf814c9f51b3dc183d474da234cb22fb87d19cb529a41523d4e3", "fetched_at": "2026-08-29T09:22:55.611186+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/maplibre/draw_features"}, {"content_hash": "df8bd8cf46ded29a7074ae697ac539037b827d063367dba504c18285e7322470", "fetched_at": "2026-08-29T09:22:55.613145+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/leafmap/json"}, {"content_hash": "805d0ba7c763b8e116caeb7f04e0821cc06860d28beabca59a94112ffe3845d8", "fetched_at": "2026-08-29T09:22:55.606071+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/faq"}, {"content_hash": "a63690b33ac4bfdb93a093f0c83c3e4c09c75ef03ba62aa3c88ee63eff4fa86c", "fetched_at": "2026-08-29T09:22:55.608160+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/changelog"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:17.969379+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:17.969379+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:28:38.239261+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c079b19c82ec8c820db7993f2fc54600e92a5b0c03d71c9bb2abb9b49823bb3d", "fetched_at": "2026-08-28T04:08:17.969379+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opengeos/leafmap"}, {"content_hash": "b7a818da03664d9afd04b018bd2343c7999d50dd9c3c6869c93dc1bb0e809303", "fetched_at": "2026-08-29T09:22:55.568677+00:00", "kind": "homepage", "missing": false, "url": "https://leafmap.org"}, {"content_hash": "2badab2d45e6ddc7ec6d111b5ffafa3a1d1cb684fa345a2e84394c6a9eb709a0", "fetched_at": "2026-08-29T09:22:55.591141+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/installation"}, {"content_hash": "044eb98c6bcf4b60be09d465b4766332841a5f36a56fed166dd63b9093906747", "fetched_at": "2026-08-29T09:22:55.603537+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/notebooks/00_key_features"}, {"content_hash": "ed5099a9f8dedf814c9f51b3dc183d474da234cb22fb87d19cb529a41523d4e3", "fetched_at": "2026-08-29T09:22:55.611186+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/maplibre/draw_features"}, {"content_hash": "df8bd8cf46ded29a7074ae697ac539037b827d063367dba504c18285e7322470", "fetched_at": "2026-08-29T09:22:55.613145+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/leafmap/json"}, {"content_hash": "805d0ba7c763b8e116caeb7f04e0821cc06860d28beabca59a94112ffe3845d8", "fetched_at": "2026-08-29T09:22:55.606071+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/faq"}, {"content_hash": "a63690b33ac4bfdb93a093f0c83c3e4c09c75ef03ba62aa3c88ee63eff4fa86c", "fetched_at": "2026-08-29T09:22:55.608160+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/changelog"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:17.969379+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:17.969379+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:17.969379+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:28:38.239261+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c079b19c82ec8c820db7993f2fc54600e92a5b0c03d71c9bb2abb9b49823bb3d", "fetched_at": "2026-08-28T04:08:17.969379+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opengeos/leafmap"}, {"content_hash": "b7a818da03664d9afd04b018bd2343c7999d50dd9c3c6869c93dc1bb0e809303", "fetched_at": "2026-08-29T09:22:55.568677+00:00", "kind": "homepage", "missing": false, "url": "https://leafmap.org"}, {"content_hash": "2badab2d45e6ddc7ec6d111b5ffafa3a1d1cb684fa345a2e84394c6a9eb709a0", "fetched_at": "2026-08-29T09:22:55.591141+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/installation"}, {"content_hash": "044eb98c6bcf4b60be09d465b4766332841a5f36a56fed166dd63b9093906747", "fetched_at": "2026-08-29T09:22:55.603537+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/notebooks/00_key_features"}, {"content_hash": "ed5099a9f8dedf814c9f51b3dc183d474da234cb22fb87d19cb529a41523d4e3", "fetched_at": "2026-08-29T09:22:55.611186+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/maplibre/draw_features"}, {"content_hash": "df8bd8cf46ded29a7074ae697ac539037b827d063367dba504c18285e7322470", "fetched_at": "2026-08-29T09:22:55.613145+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/leafmap/json"}, {"content_hash": "805d0ba7c763b8e116caeb7f04e0821cc06860d28beabca59a94112ffe3845d8", "fetched_at": "2026-08-29T09:22:55.606071+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/faq"}, {"content_hash": "a63690b33ac4bfdb93a093f0c83c3e4c09c75ef03ba62aa3c88ee63eff4fa86c", "fetched_at": "2026-08-29T09:22:55.608160+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/changelog"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:17.969379+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:17.969379+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:28:38.239261+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c079b19c82ec8c820db7993f2fc54600e92a5b0c03d71c9bb2abb9b49823bb3d", "fetched_at": "2026-08-28T04:08:17.969379+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opengeos/leafmap"}, {"content_hash": "b7a818da03664d9afd04b018bd2343c7999d50dd9c3c6869c93dc1bb0e809303", "fetched_at": "2026-08-29T09:22:55.568677+00:00", "kind": "homepage", "missing": false, "url": "https://leafmap.org"}, {"content_hash": "2badab2d45e6ddc7ec6d111b5ffafa3a1d1cb684fa345a2e84394c6a9eb709a0", "fetched_at": "2026-08-29T09:22:55.591141+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/installation"}, {"content_hash": "044eb98c6bcf4b60be09d465b4766332841a5f36a56fed166dd63b9093906747", "fetched_at": "2026-08-29T09:22:55.603537+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/notebooks/00_key_features"}, {"content_hash": "ed5099a9f8dedf814c9f51b3dc183d474da234cb22fb87d19cb529a41523d4e3", "fetched_at": "2026-08-29T09:22:55.611186+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/maplibre/draw_features"}, {"content_hash": "df8bd8cf46ded29a7074ae697ac539037b827d063367dba504c18285e7322470", "fetched_at": "2026-08-29T09:22:55.613145+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/leafmap/json"}, {"content_hash": "805d0ba7c763b8e116caeb7f04e0821cc06860d28beabca59a94112ffe3845d8", "fetched_at": "2026-08-29T09:22:55.606071+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/faq"}, {"content_hash": "a63690b33ac4bfdb93a093f0c83c3e4c09c75ef03ba62aa3c88ee63eff4fa86c", "fetched_at": "2026-08-29T09:22:55.608160+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/changelog"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:28:38.239261+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c079b19c82ec8c820db7993f2fc54600e92a5b0c03d71c9bb2abb9b49823bb3d", "fetched_at": "2026-08-28T04:08:17.969379+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opengeos/leafmap"}, {"content_hash": "b7a818da03664d9afd04b018bd2343c7999d50dd9c3c6869c93dc1bb0e809303", "fetched_at": "2026-08-29T09:22:55.568677+00:00", "kind": "homepage", "missing": false, "url": "https://leafmap.org"}, {"content_hash": "2badab2d45e6ddc7ec6d111b5ffafa3a1d1cb684fa345a2e84394c6a9eb709a0", "fetched_at": "2026-08-29T09:22:55.591141+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/installation"}, {"content_hash": "044eb98c6bcf4b60be09d465b4766332841a5f36a56fed166dd63b9093906747", "fetched_at": "2026-08-29T09:22:55.603537+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/notebooks/00_key_features"}, {"content_hash": "ed5099a9f8dedf814c9f51b3dc183d474da234cb22fb87d19cb529a41523d4e3", "fetched_at": "2026-08-29T09:22:55.611186+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/maplibre/draw_features"}, {"content_hash": "df8bd8cf46ded29a7074ae697ac539037b827d063367dba504c18285e7322470", "fetched_at": "2026-08-29T09:22:55.613145+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/leafmap/json"}, {"content_hash": "805d0ba7c763b8e116caeb7f04e0821cc06860d28beabca59a94112ffe3845d8", "fetched_at": "2026-08-29T09:22:55.606071+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/faq"}, {"content_hash": "a63690b33ac4bfdb93a093f0c83c3e4c09c75ef03ba62aa3c88ee63eff4fa86c", "fetched_at": "2026-08-29T09:22:55.608160+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/changelog"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:28:38.239261+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c079b19c82ec8c820db7993f2fc54600e92a5b0c03d71c9bb2abb9b49823bb3d", "fetched_at": "2026-08-28T04:08:17.969379+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opengeos/leafmap"}, {"content_hash": "b7a818da03664d9afd04b018bd2343c7999d50dd9c3c6869c93dc1bb0e809303", "fetched_at": "2026-08-29T09:22:55.568677+00:00", "kind": "homepage", "missing": false, "url": "https://leafmap.org"}, {"content_hash": "2badab2d45e6ddc7ec6d111b5ffafa3a1d1cb684fa345a2e84394c6a9eb709a0", "fetched_at": "2026-08-29T09:22:55.591141+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/installation"}, {"content_hash": "044eb98c6bcf4b60be09d465b4766332841a5f36a56fed166dd63b9093906747", "fetched_at": "2026-08-29T09:22:55.603537+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/notebooks/00_key_features"}, {"content_hash": "ed5099a9f8dedf814c9f51b3dc183d474da234cb22fb87d19cb529a41523d4e3", "fetched_at": "2026-08-29T09:22:55.611186+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/maplibre/draw_features"}, {"content_hash": "df8bd8cf46ded29a7074ae697ac539037b827d063367dba504c18285e7322470", "fetched_at": "2026-08-29T09:22:55.613145+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/leafmap/json"}, {"content_hash": "805d0ba7c763b8e116caeb7f04e0821cc06860d28beabca59a94112ffe3845d8", "fetched_at": "2026-08-29T09:22:55.606071+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/faq"}, {"content_hash": "a63690b33ac4bfdb93a093f0c83c3e4c09c75ef03ba62aa3c88ee63eff4fa86c", "fetched_at": "2026-08-29T09:22:55.608160+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/changelog"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:28:38.239261+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c079b19c82ec8c820db7993f2fc54600e92a5b0c03d71c9bb2abb9b49823bb3d", "fetched_at": "2026-08-28T04:08:17.969379+00:00", "kind": "readme", "missing": false, "url": "https://github.com/opengeos/leafmap"}, {"content_hash": "b7a818da03664d9afd04b018bd2343c7999d50dd9c3c6869c93dc1bb0e809303", "fetched_at": "2026-08-29T09:22:55.568677+00:00", "kind": "homepage", "missing": false, "url": "https://leafmap.org"}, {"content_hash": "2badab2d45e6ddc7ec6d111b5ffafa3a1d1cb684fa345a2e84394c6a9eb709a0", "fetched_at": "2026-08-29T09:22:55.591141+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/installation"}, {"content_hash": "044eb98c6bcf4b60be09d465b4766332841a5f36a56fed166dd63b9093906747", "fetched_at": "2026-08-29T09:22:55.603537+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/notebooks/00_key_features"}, {"content_hash": "ed5099a9f8dedf814c9f51b3dc183d474da234cb22fb87d19cb529a41523d4e3", "fetched_at": "2026-08-29T09:22:55.611186+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/maplibre/draw_features"}, {"content_hash": "df8bd8cf46ded29a7074ae697ac539037b827d063367dba504c18285e7322470", "fetched_at": "2026-08-29T09:22:55.613145+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/leafmap/json"}, {"content_hash": "805d0ba7c763b8e116caeb7f04e0821cc06860d28beabca59a94112ffe3845d8", "fetched_at": "2026-08-29T09:22:55.606071+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/faq"}, {"content_hash": "a63690b33ac4bfdb93a093f0c83c3e4c09c75ef03ba62aa3c88ee63eff4fa86c", "fetched_at": "2026-08-29T09:22:55.608160+00:00", "kind": "site_page", "missing": false, "url": "https://leafmap.org/changelog"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 83}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2003, "days_push": 9, "days_rel": 32, "gap_med": 1.0, "n_releases_24m": 133}, "score": 94, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}