{"adoption": {"forks": 1049, "observed_at": "2026-08-28T04:09:13.438881+00:00", "stars": 5230}, "canonical_url": "https://ross.abutalabs.com/products/geopandas", "card": {"archived": false, "artifact_type": "library", "description": "Python tools for geographic data", "domain": ["data-science"], "enriched": true, "function": ["data-science", "geospatial", "file-system"], "health_score": 99, "homepage": "http://geopandas.org/", "language": "Python", "license": "BSD-3-Clause", "license_family": "permissive", "maturity": "stable", "member_repos": ["geopandas/geopandas"], "name": "geopandas/geopandas", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-26T11:32:29+00:00", "repo": "geopandas/geopandas", "stars": 5230, "tags": ["pandas", "gis", "shapely", "geoparquet", "spatial-analysis", "crs", "shapefiles", "geospatial", "maps"], "topics": ["geoparquet", "geospatial", "pandas", "python", "spatial"], "urls": [], "use_cases": ["work with shapefiles and geospatial data in python", "perform spatial joins and geometric operations on dataframes", "convert coordinates between CRS projections", "read and write geoparquet files", "plot maps from tabular geographic data", "analyze points polygons and lines with pandas"], "what_it_is": "GeoPandas is a Python library that extends pandas with geographic data types like GeoSeries and GeoDataFrame, built on shapely geometry objects. It supports reading/writing spatial file formats, coordinate reference system handling, and geometric operations.", "when_to_avoid": ["you need raster data processing rather than vector data", "you need web mapping or tile serving rather than data analysis", "you need high-performance geospatial databases rather than in-memory analysis"], "when_to_choose": ["you want pandas-like workflows for geographic vector data", "you need spatial operations like buffering, intersection, or spatial joins", "you work with GIS file formats like shapefile, GeoJSON, or GeoParquet"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/geopandas", "repo": "geopandas/geopandas", "role": "main", "score": 88}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:13.438881+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:59:39.507259+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c5712a62225419ca9b419c55963cfc919f88df7b72372201afb3391377803912", "fetched_at": "2026-08-28T04:09:13.438881+00:00", "kind": "readme", "missing": false, "url": "https://github.com/geopandas/geopandas"}, {"content_hash": "3e3b8c418aff2a41b1dd2c3e93aa399117b0177624562824625d32a3be4ba1be", "fetched_at": "2026-08-29T08:55:29.559820+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/geopandas/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:13.438881+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:59:39.507259+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c5712a62225419ca9b419c55963cfc919f88df7b72372201afb3391377803912", "fetched_at": "2026-08-28T04:09:13.438881+00:00", "kind": "readme", "missing": false, "url": "https://github.com/geopandas/geopandas"}, {"content_hash": "3e3b8c418aff2a41b1dd2c3e93aa399117b0177624562824625d32a3be4ba1be", "fetched_at": "2026-08-29T08:55:29.559820+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/geopandas/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:59:39.507259+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c5712a62225419ca9b419c55963cfc919f88df7b72372201afb3391377803912", "fetched_at": "2026-08-28T04:09:13.438881+00:00", "kind": "readme", "missing": false, "url": "https://github.com/geopandas/geopandas"}, {"content_hash": "3e3b8c418aff2a41b1dd2c3e93aa399117b0177624562824625d32a3be4ba1be", "fetched_at": "2026-08-29T08:55:29.559820+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/geopandas/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:13.438881+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:13.438881+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:13.438881+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:59:39.507259+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c5712a62225419ca9b419c55963cfc919f88df7b72372201afb3391377803912", "fetched_at": "2026-08-28T04:09:13.438881+00:00", "kind": "readme", "missing": false, "url": "https://github.com/geopandas/geopandas"}, {"content_hash": "3e3b8c418aff2a41b1dd2c3e93aa399117b0177624562824625d32a3be4ba1be", "fetched_at": "2026-08-29T08:55:29.559820+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/geopandas/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:13.438881+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:13.438881+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:59:39.507259+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c5712a62225419ca9b419c55963cfc919f88df7b72372201afb3391377803912", "fetched_at": "2026-08-28T04:09:13.438881+00:00", "kind": "readme", "missing": false, "url": "https://github.com/geopandas/geopandas"}, {"content_hash": "3e3b8c418aff2a41b1dd2c3e93aa399117b0177624562824625d32a3be4ba1be", "fetched_at": "2026-08-29T08:55:29.559820+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/geopandas/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:13.438881+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:13.438881+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:13.438881+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:59:39.507259+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c5712a62225419ca9b419c55963cfc919f88df7b72372201afb3391377803912", "fetched_at": "2026-08-28T04:09:13.438881+00:00", "kind": "readme", "missing": false, "url": "https://github.com/geopandas/geopandas"}, {"content_hash": "3e3b8c418aff2a41b1dd2c3e93aa399117b0177624562824625d32a3be4ba1be", "fetched_at": "2026-08-29T08:55:29.559820+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/geopandas/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:13.438881+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:13.438881+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:59:39.507259+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c5712a62225419ca9b419c55963cfc919f88df7b72372201afb3391377803912", "fetched_at": "2026-08-28T04:09:13.438881+00:00", "kind": "readme", "missing": false, "url": "https://github.com/geopandas/geopandas"}, {"content_hash": "3e3b8c418aff2a41b1dd2c3e93aa399117b0177624562824625d32a3be4ba1be", "fetched_at": "2026-08-29T08:55:29.559820+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/geopandas/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:59:39.507259+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c5712a62225419ca9b419c55963cfc919f88df7b72372201afb3391377803912", "fetched_at": "2026-08-28T04:09:13.438881+00:00", "kind": "readme", "missing": false, "url": "https://github.com/geopandas/geopandas"}, {"content_hash": "3e3b8c418aff2a41b1dd2c3e93aa399117b0177624562824625d32a3be4ba1be", "fetched_at": "2026-08-29T08:55:29.559820+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/geopandas/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:59:39.507259+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c5712a62225419ca9b419c55963cfc919f88df7b72372201afb3391377803912", "fetched_at": "2026-08-28T04:09:13.438881+00:00", "kind": "readme", "missing": false, "url": "https://github.com/geopandas/geopandas"}, {"content_hash": "3e3b8c418aff2a41b1dd2c3e93aa399117b0177624562824625d32a3be4ba1be", "fetched_at": "2026-08-29T08:55:29.559820+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/geopandas/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:59:39.507259+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c5712a62225419ca9b419c55963cfc919f88df7b72372201afb3391377803912", "fetched_at": "2026-08-28T04:09:13.438881+00:00", "kind": "readme", "missing": false, "url": "https://github.com/geopandas/geopandas"}, {"content_hash": "3e3b8c418aff2a41b1dd2c3e93aa399117b0177624562824625d32a3be4ba1be", "fetched_at": "2026-08-29T08:55:29.559820+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/geopandas/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 66}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 4815, "days_push": 7, "days_rel": 68, "gap_med": 92.5, "n_releases_24m": 5}, "score": 88, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}