From 7507587b86b5872895bd3ff15e5b98f2c49bc4c1 Mon Sep 17 00:00:00 2001 From: Jia Yu Date: Thu, 24 Sep 2026 12:47:52 -0700 Subject: [PATCH 1/4] [DOCS] Add GeoPandas API coverage reference --- README.md | 2 +- docs/api/geopandas-coverage.md | 288 +++++++++++++++++++++++++++++++++ docs/sedonaspark.md | 1 + docs/tutorial/geopandas-api.md | 2 + mkdocs.yml | 1 + 5 files changed, 293 insertions(+), 1 deletion(-) create mode 100644 docs/api/geopandas-coverage.md diff --git a/README.md b/README.md index 5f2e2695965..8e0e68cbe61 100644 --- a/README.md +++ b/README.md @@ -107,7 +107,7 @@ Some of the key features of Apache Sedona include: * Support for a wide range of geospatial data formats, including [GeoJSON](https://en.wikipedia.org/wiki/GeoJSON), [WKT](https://en.wikipedia.org/wiki/Well-known_text_representation_of_geometry), and [ESRI](https://www.esri.com) [Shapefile](https://en.wikipedia.org/wiki/Shapefile). * Scalable distributed processing of large vector and raster datasets. * Tools for spatial indexing, spatial querying, and spatial join operations. -* Integration with popular geospatial Python tools such as [GeoPandas](https://geopandas.org). +* GeoPandas API on Apache Spark: **91.4% API availability** (160/175 catalogued APIs, including partial implementations) in the 2.0.0 development version. See the [coverage reference](docs/api/geopandas-coverage.md) for the GeoPandas 1.1.4 baseline and limitations. * Integration with popular big data tools, such as Spark, [Hadoop](https://hadoop.apache.org/), [Hive](https://hive.apache.org/), and Flink for data storage and querying. * A user-friendly API for working with geospatial data in the [SQL](https://en.wikipedia.org/wiki/SQL), [Python](https://www.python.org/), [Scala](https://www.scala-lang.org/) and [Java](https://www.java.com) languages. * Flexible deployment options, including standalone, local, and cluster modes. diff --git a/docs/api/geopandas-coverage.md b/docs/api/geopandas-coverage.md new file mode 100644 index 00000000000..696258f7b65 --- /dev/null +++ b/docs/api/geopandas-coverage.md @@ -0,0 +1,288 @@ + + +# GeoPandas API coverage + +The `sedona.spark.geopandas` package provides a GeoPandas-style API on Apache Spark. +This reference describes **Sedona 2.0.0 (development)** against the **GeoPandas 1.1.4** API catalog. +These counts describe the development branch and do not apply to Sedona 1.9.1. +For setup and examples, see the [GeoPandas programming guide](../tutorial/geopandas-api.md). +Import `sedona.spark.geopandas` instead of `geopandas`; the tables use upstream +API names so they can be compared directly with the GeoPandas catalog. + +## Coverage summary + +**91.4% API availability (160 of 175 catalogued APIs)**, including partial implementations. + +Availability is `(Available + Partial) / Total`. It measures whether a named API +has an implementation, not complete parameter support, identical results, or +fully distributed execution. The notes below identify known restrictions. + +| API group | Available | Partial | Not implemented | Unsupported | Total | Availability | +| --- | ---: | ---: | ---: | ---: | ---: | ---: | +| GeoSeries | 86 | 33 | 3 | 1 | 123 | 96.7% | +| GeoDataFrame | 10 | 16 | 4 | 3 | 33 | 78.8% | +| Input/output | 0 | 3 | 2 | 0 | 5 | 60.0% | +| Tools | 1 | 5 | 2 | 0 | 8 | 75.0% | +| Spatial index | 0 | 6 | 0 | 0 | 6 | 100.0% | +| Total | 97 | 63 | 11 | 4 | 175 | 91.4% | + +### Status definitions + +- **Available**: implemented, with no additional API-specific restriction identified in this catalog. The common differences below still apply. +- **Partial**: implemented with parameter, result, or execution limitations described in the notes. +- **Not implemented**: absent or raises `NotImplementedError` without providing the operation. +- **Unsupported**: intentionally excluded from the distributed API. + +### What is counted + +The denominator contains the unique named methods, properties, and module functions in the +GeoPandas 1.1.4 reference catalogs for +[GeoSeries](https://github.com/geopandas/geopandas/blob/v1.1.4/doc/source/docs/reference/geoseries.rst), +[GeoDataFrame](https://github.com/geopandas/geopandas/blob/v1.1.4/doc/source/docs/reference/geodataframe.rst), +[input/output](https://github.com/geopandas/geopandas/blob/v1.1.4/doc/source/docs/reference/io.rst), +[tools](https://github.com/geopandas/geopandas/blob/v1.1.4/doc/source/docs/reference/tools.rst), and +[spatial indexing](https://github.com/geopandas/geopandas/blob/v1.1.4/doc/source/docs/reference/sindex.rst). + +Each qualified name is counted once, including missing and intentionally unsupported APIs. +For example, `GeoDataFrame.clip` and `geopandas.clip` are separate catalog entries; +repeated listings of `GeoSeries.boundary` count only once. The `GeoSeries` and +`GeoDataFrame` class constructor entries, testing utilities, and the general pandas API +inherited through pandas-on-Spark are excluded. Alternate constructors such as +`GeoDataFrame.from_features` are included. +GeoSeries operations inherited by GeoDataFrame are not counted again unless the +GeoDataFrame catalog lists them explicitly. API links below open the upstream +GeoPandas reference; they describe the target interface, not Sedona's support level. + +## Common differences + +- **Execution and ordering:** operations use Spark and generally evaluate lazily. Row order is not guaranteed unless an API explicitly preserves it. Follow pandas-on-Spark guidance for index alignment and operations across different frames. +- **Geometry engines:** Sedona generally uses JTS, whereas GeoPandas uses Shapely/GEOS. Geometry ordering and some algorithm results can differ. Spatial measurements are planar; use an appropriate projected CRS for distances and areas. +- **Local results:** plotting and some conversion methods collect distributed data to the driver. These are marked Partial. Scalar aggregations and constructors that start with local data are not marked Partial solely because their result or input is local. +- **Nearest joins:** `sjoin_nearest` supports point inputs and inner joins. Ties follow Sedona configuration and do not guarantee GeoPandas' complete set of tied rows. See [nearest point joins](../tutorial/geopandas-api.md#nearest-point-joins). +- **Coordinate transforms:** `GeoSeries.transform` runs a callable on worker batches, so a callable that depends on the whole coordinate array can produce different results. It requires Spark 3.5+ and Shapely 2+. + +## GeoSeries + +| API | Status | Notes | +| --- | --- | --- | +| [`GeoSeries.area`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.area.html) | Available | — | +| [`GeoSeries.boundary`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.boundary.html) | Available | — | +| [`GeoSeries.bounds`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.bounds.html) | Available | — | +| [`GeoSeries.total_bounds`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.total_bounds.html) | Available | Distributed aggregation returns four bounds to the driver. | +| [`GeoSeries.length`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.length.html) | Available | — | +| [`GeoSeries.geom_type`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.geom_type.html) | Partial | Standalone LinearRing geometries are represented as LineString. | +| [`GeoSeries.offset_curve`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.offset_curve.html) | Partial | Scalar distance only; join_style and mitre_limit are accepted but ignored. | +| [`GeoSeries.distance`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.distance.html) | Available | — | +| [`GeoSeries.hausdorff_distance`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.hausdorff_distance.html) | Available | — | +| [`GeoSeries.frechet_distance`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.frechet_distance.html) | Partial | densify is not supported. | +| [`GeoSeries.representative_point`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.representative_point.html) | Available | — | +| [`GeoSeries.exterior`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.exterior.html) | Partial | Returns LineString rings instead of LinearRing geometries. | +| [`GeoSeries.interiors`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.interiors.html) | Partial | Interior rings are returned as LineString geometries instead of LinearRing objects. | +| [`GeoSeries.minimum_bounding_radius`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_bounding_radius.html) | Available | — | +| [`GeoSeries.minimum_clearance`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_clearance.html) | Available | — | +| [`GeoSeries.x`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.x.html) | Available | — | +| [`GeoSeries.y`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.y.html) | Available | — | +| [`GeoSeries.z`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.z.html) | Available | — | +| [`GeoSeries.m`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.m.html) | Available | — | +| [`GeoSeries.get_coordinates`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.get_coordinates.html) | Available | — | +| [`GeoSeries.count_coordinates`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.count_coordinates.html) | Available | — | +| [`GeoSeries.count_geometries`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.count_geometries.html) | Available | — | +| [`GeoSeries.count_interior_rings`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.count_interior_rings.html) | Available | — | +| [`GeoSeries.set_precision`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.set_precision.html) | Not implemented | Explicit NotImplementedError stub. | +| [`GeoSeries.get_precision`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.get_precision.html) | Not implemented | Explicit NotImplementedError stub. | +| [`GeoSeries.get_geometry`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.get_geometry.html) | Available | — | +| [`GeoSeries.is_closed`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_closed.html) | Partial | Standalone LinearRing identity is lost; empty LinearRing behavior differs. | +| [`GeoSeries.is_empty`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_empty.html) | Available | — | +| [`GeoSeries.is_ring`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_ring.html) | Available | — | +| [`GeoSeries.is_simple`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_simple.html) | Available | — | +| [`GeoSeries.is_valid`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_valid.html) | Available | — | +| [`GeoSeries.is_valid_reason`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_valid_reason.html) | Available | — | +| [`GeoSeries.is_valid_coverage`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_valid_coverage.html) | Available | Distributed validation returns a single boolean to the driver. | +| [`GeoSeries.invalid_coverage_edges`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.invalid_coverage_edges.html) | Available | — | +| [`GeoSeries.has_m`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.has_m.html) | Available | — | +| [`GeoSeries.has_z`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.has_z.html) | Available | — | +| [`GeoSeries.is_ccw`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_ccw.html) | Available | — | +| [`GeoSeries.contains`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.contains.html) | Available | — | +| [`GeoSeries.contains_properly`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.contains_properly.html) | Available | — | +| [`GeoSeries.crosses`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.crosses.html) | Available | — | +| [`GeoSeries.disjoint`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.disjoint.html) | Available | — | +| [`GeoSeries.dwithin`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.dwithin.html) | Available | — | +| [`GeoSeries.geom_equals`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.geom_equals.html) | Available | — | +| [`GeoSeries.geom_equals_exact`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.geom_equals_exact.html) | Partial | Standalone LinearRing and matching LineString inputs cannot be distinguished. | +| [`GeoSeries.geom_equals_identical`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.geom_equals_identical.html) | Partial | Comparison uses Spark storage: LinearRing identity and some empty/NaN-Z or mixed coordinate layouts cannot be distinguished. | +| [`GeoSeries.intersects`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.intersects.html) | Available | — | +| [`GeoSeries.overlaps`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.overlaps.html) | Available | — | +| [`GeoSeries.touches`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.touches.html) | Available | — | +| [`GeoSeries.within`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.within.html) | Available | — | +| [`GeoSeries.covers`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.covers.html) | Available | — | +| [`GeoSeries.covered_by`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.covered_by.html) | Available | — | +| [`GeoSeries.relate`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.relate.html) | Available | — | +| [`GeoSeries.relate_pattern`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.relate_pattern.html) | Available | — | +| [`GeoSeries.clip_by_rect`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.clip_by_rect.html) | Partial | Uses intersection with an envelope; boundary-only intersections and empty output types differ from GeoPandas rectangle clipping. | +| [`GeoSeries.difference`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.difference.html) | Partial | GeometryCollection operands are not generally supported by the underlying difference operation. | +| [`GeoSeries.intersection`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.intersection.html) | Available | — | +| [`GeoSeries.symmetric_difference`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.symmetric_difference.html) | Available | — | +| [`GeoSeries.union`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.union.html) | Available | — | +| [`GeoSeries.buffer`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.buffer.html) | Partial | Array/Series distances are not supported; extra keyword arguments are ignored. | +| [`GeoSeries.centroid`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.centroid.html) | Available | — | +| [`GeoSeries.concave_hull`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.concave_hull.html) | Available | — | +| [`GeoSeries.convex_hull`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.convex_hull.html) | Available | — | +| [`GeoSeries.envelope`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.envelope.html) | Available | — | +| [`GeoSeries.extract_unique_points`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.extract_unique_points.html) | Available | — | +| [`GeoSeries.force_2d`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.force_2d.html) | Available | — | +| [`GeoSeries.force_3d`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.force_3d.html) | Available | — | +| [`GeoSeries.make_valid`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.make_valid.html) | Partial | Only method='structure' is supported; the default method='linework' raises. | +| [`GeoSeries.minimum_bounding_circle`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_bounding_circle.html) | Available | — | +| [`GeoSeries.maximum_inscribed_circle`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.maximum_inscribed_circle.html) | Available | — | +| [`GeoSeries.minimum_clearance_line`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_clearance_line.html) | Available | — | +| [`GeoSeries.minimum_rotated_rectangle`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_rotated_rectangle.html) | Available | — | +| [`GeoSeries.normalize`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.normalize.html) | Available | — | +| [`GeoSeries.orient_polygons`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.orient_polygons.html) | Available | — | +| [`GeoSeries.remove_repeated_points`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.remove_repeated_points.html) | Available | — | +| [`GeoSeries.reverse`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.reverse.html) | Available | — | +| [`GeoSeries.sample_points`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.sample_points.html) | Partial | Only method='uniform'; RNG results/state advancement differ; extra keywords are ignored. | +| [`GeoSeries.segmentize`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.segmentize.html) | Available | — | +| [`GeoSeries.shortest_line`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.shortest_line.html) | Available | — | +| [`GeoSeries.simplify`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.simplify.html) | Available | — | +| [`GeoSeries.simplify_coverage`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.simplify_coverage.html) | Partial | Spark Classic with checkpoint storage required; finite valid 2D polygon coverage only, at most 100,000 coordinates per geometry. Conservative simplification may retain extra vertices and never removes rings or parts. | +| [`GeoSeries.snap`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.snap.html) | Partial | Array-like tolerance is not supported. | +| [`GeoSeries.transform`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.transform.html) | Partial | Requires Spark >=3.5 and Shapely >=2.0. Callbacks run per Spark batch and must not depend on batch boundaries or mutable state. | +| [`GeoSeries.affine_transform`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.affine_transform.html) | Available | — | +| [`GeoSeries.rotate`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.rotate.html) | Available | — | +| [`GeoSeries.scale`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.scale.html) | Available | — | +| [`GeoSeries.skew`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.skew.html) | Available | — | +| [`GeoSeries.translate`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.translate.html) | Available | — | +| [`GeoSeries.interpolate`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.interpolate.html) | Available | — | +| [`GeoSeries.line_merge`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.line_merge.html) | Partial | directed=True is not supported. | +| [`GeoSeries.project`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.project.html) | Available | — | +| [`GeoSeries.shared_paths`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.shared_paths.html) | Available | — | +| [`GeoSeries.build_area`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.build_area.html) | Available | — | +| [`GeoSeries.constrained_delaunay_triangles`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.constrained_delaunay_triangles.html) | Available | — | +| [`GeoSeries.delaunay_triangles`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.delaunay_triangles.html) | Partial | Computes a separate triangulation per input geometry rather than aggregating vertices across the series. | +| [`GeoSeries.explode`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.explode.html) | Available | — | +| [`GeoSeries.intersection_all`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.intersection_all.html) | Available | Distributed aggregation returns one geometry to the driver. | +| [`GeoSeries.polygonize`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.polygonize.html) | Partial | full=True is not supported. | +| [`GeoSeries.union_all`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.union_all.html) | Partial | grid_size is not supported; non-default method values are ignored with a warning. | +| [`GeoSeries.voronoi_polygons`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.voronoi_polygons.html) | Partial | Computes a separate diagram per geometry; only_edges=True is not supported. | +| [`GeoSeries.from_arrow`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_arrow.html) | Available | Converts a local Arrow array through GeoPandas before constructing the distributed series. | +| [`GeoSeries.from_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_file.html) | Partial | Supports Shapefile, GeoJSON, GeoPackage and GeoParquet; uses format/table_name options and does not implement general GeoPandas reader keywords. | +| [`GeoSeries.from_wkb`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_wkb.html) | Partial | Only on_invalid='raise' is implemented. | +| [`GeoSeries.from_wkt`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_wkt.html) | Partial | Only on_invalid='raise' is implemented. | +| [`GeoSeries.from_xy`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_xy.html) | Partial | Additional constructor keyword arguments support name only. | +| [`GeoSeries.to_arrow`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_arrow.html) | Partial | Collects the entire series to the driver and delegates to local GeoPandas. | +| [`GeoSeries.to_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_file.html) | Partial | Writes GeoJSON or GeoParquet through Spark; schema, engine and GeoPandas metadata options are not implemented. | +| [`GeoSeries.to_json`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_json.html) | Partial | Collects the entire series through a GeoDataFrame and serializes with local GeoPandas. | +| [`GeoSeries.to_wkb`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_wkb.html) | Partial | Supports hex; additional Shapely serialization keyword arguments are ignored. | +| [`GeoSeries.to_wkt`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_wkt.html) | Partial | Additional Shapely formatting keyword arguments are ignored. | +| [`GeoSeries.crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.crs.html) | Available | — | +| [`GeoSeries.set_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.set_crs.html) | Available | — | +| [`GeoSeries.to_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_crs.html) | Available | — | +| [`GeoSeries.estimate_utm_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.estimate_utm_crs.html) | Available | Uses aggregated bounds to select a local pyproj CRS. | +| [`GeoSeries.fillna`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.fillna.html) | Available | Distributed alignment is lazy; invalid duplicate replacement indexes raise when evaluated. limit requires global ordering. | +| [`GeoSeries.isna`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.isna.html) | Available | — | +| [`GeoSeries.notna`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.notna.html) | Available | — | +| [`GeoSeries.clip`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.clip.html) | Partial | Rectangular masks use ST_Intersection; boundary-only results can differ from GeoPandas fast rectangle clipping. | +| [`GeoSeries.plot`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.plot.html) | Partial | Collects the entire series to the driver and delegates to local GeoPandas plotting. | +| [`GeoSeries.explore`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.explore.html) | Not implemented | No GeoSeries implementation. | +| [`GeoSeries.sindex`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.sindex.html) | Partial | Returns and caches a Sedona SpatialIndex; query options and results differ from GeoPandas (see Spatial index below). | +| [`GeoSeries.has_sindex`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.has_sindex.html) | Available | — | +| [`GeoSeries.cx`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.cx.html) | Available | — | +| [`GeoSeries.__geo_interface__`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.__geo_interface__.html) | Unsupported | Intentionally excluded by the distributed API plan (issue #2230). | + +## GeoDataFrame + +| API | Status | Notes | +| --- | --- | --- | +| [`GeoDataFrame.from_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_file.html) | Partial | Reads Shapefile, GeoJSON, GeoPackage, and GeoParquet; GeoPandas reader options are unsupported and directory formats must be explicit. | +| [`GeoDataFrame.from_features`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_features.html) | Available | Builds small local feature collections through GeoPandas before distributing them; properties follow Spark schema inference. | +| [`GeoDataFrame.from_postgis`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_postgis.html) | Not implemented | Stub raises NotImplementedError. | +| [`GeoDataFrame.from_arrow`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_arrow.html) | Available | Converts local GeoArrow input through GeoPandas; to_pandas_kwargs requires GeoPandas 1.1 or newer. | +| [`GeoDataFrame.to_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_file.html) | Partial | Writes GeoJSON and GeoParquet through Spark; GeoPackage output, schema, engine, and GeoPandas metadata options are unsupported. | +| [`GeoDataFrame.to_json`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_json.html) | Partial | Collects the distributed frame to the driver and delegates to GeoPandas. | +| [`GeoDataFrame.to_geo_dict`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_geo_dict.html) | Unsupported | Intentionally unsupported local feature-collection interface for distributed data; current stub raises NotImplementedError. | +| [`GeoDataFrame.to_parquet`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_parquet.html) | Partial | Uses the Sedona GeoParquet writer and Spark options; GeoPandas/PyArrow writer-option parity is not provided. | +| [`GeoDataFrame.to_arrow`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_arrow.html) | Partial | Collects the distributed frame to the driver and delegates to GeoPandas; index=None includes the distributed index. | +| [`GeoDataFrame.to_feather`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_feather.html) | Not implemented | Stub raises NotImplementedError. | +| [`GeoDataFrame.to_postgis`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_postgis.html) | Not implemented | No GeoDataFrame implementation is present. | +| [`GeoDataFrame.to_wkb`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_wkb.html) | Partial | Distributed binary and hexadecimal output work; Shapely serialization keyword options are rejected. | +| [`GeoDataFrame.to_wkt`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_wkt.html) | Partial | Distributed output works; Shapely formatting keywords are rejected and stored precision is retained rather than default six-place rounding. | +| [`GeoDataFrame.crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.crs.html) | Available | Delegates CRS metadata access to the active geometry column. | +| [`GeoDataFrame.set_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.set_crs.html) | Available | Assigns or removes active-column CRS metadata, including epsg, inplace, and allow_override. | +| [`GeoDataFrame.to_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_crs.html) | Available | Transforms the active geometry column; supports crs, epsg, and inplace. | +| [`GeoDataFrame.estimate_utm_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.estimate_utm_crs.html) | Available | Uses a distributed bounds aggregation; only four aggregate values reach the driver. | +| [`GeoDataFrame.rename_geometry`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.rename_geometry.html) | Available | Renames the active geometry column, with inplace support. | +| [`GeoDataFrame.set_geometry`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.set_geometry.html) | Partial | Existing-column drop=True is rejected; array-like and column selection otherwise work. | +| [`GeoDataFrame.active_geometry_name`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.active_geometry_name.html) | Available | Returns the active geometry column label, or None. | +| [`GeoDataFrame.dissolve`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.dissolve.html) | Partial | Unary union only, without grid_size; supported aggregate aliases and grouping forms are restricted, and unobserved categorical groups and MultiIndex columns are unsupported. | +| [`GeoDataFrame.explode`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.explode.html) | Available | Distributed geometry-part expansion supports column, ignore_index, and index_parts; non-geometry columns delegate to pandas-on-Spark. | +| [`GeoDataFrame.sjoin`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.sjoin.html) | Partial | Contains-properly is unavailable; dwithin requires scalar distance; right joins retain left geometries and row order is not preserved. | +| [`GeoDataFrame.sjoin_nearest`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.sjoin_nearest.html) | Partial | Point-only inner joins, default suffixes, exclusive=False, flat string columns, and single-level indexes; KNN tie behavior can omit equidistant or coincident rows. | +| [`GeoDataFrame.clip`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.clip.html) | Partial | Rectangular masks use ST_Intersection; boundary-only results can differ from GeoPandas fast rectangle clipping. | +| [`GeoDataFrame.overlay`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.overlay.html) | Partial | All five modes are distributed; MultiIndex columns are unsupported, and keep_geom_type=None omits the conditional dropped-geometry warning. | +| [`GeoDataFrame.explore`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.explore.html) | Not implemented | No GeoDataFrame implementation is present. | +| [`GeoDataFrame.plot`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.plot.html) | Partial | Collects the distributed frame to the driver and delegates to GeoPandas. | +| [`GeoDataFrame.sindex`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.sindex.html) | Partial | Returns a Sedona spatial index with different query results and options; the GeoDataFrame does not retain the index cache. | +| [`GeoDataFrame.has_sindex`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.has_sindex.html) | Partial | GeoDataFrame spatial-index state is not retained; use a retained active GeoSeries for cache state. | +| [`GeoDataFrame.cx`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.cx.html) | Available | Distributed coordinate bounding-box selection supports open, reversed, and inclusive slice bounds. | +| [`GeoDataFrame.__geo_interface__`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.__geo_interface__.html) | Unsupported | Intentionally unsupported local feature-collection interface for distributed data; current stub raises NotImplementedError. | +| [`GeoDataFrame.iterfeatures`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.iterfeatures.html) | Unsupported | Intentionally unsupported row iterator for distributed data; current stub raises NotImplementedError. | + +## Input/output + +| API | Status | Notes | +| --- | --- | --- | +| [`geopandas.list_layers`](https://geopandas.org/en/stable/docs/reference/api/geopandas.list_layers.html) | Partial | GeoPackage only; string/path-like inputs only. Reads layer metadata through Spark and collects the small layer listing to pandas. | +| [`geopandas.read_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_file.html) | Partial | Reads Shapefile, GeoJSON, GeoPackage and GeoParquet only. GeoPandas bbox/mask/columns/rows/engine options are warned about and ignored; GeoPackage requires table_name rather than layer. | +| [`geopandas.read_postgis`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_postgis.html) | Not implemented | No implementation or public export in sedona.spark.geopandas. | +| [`geopandas.read_feather`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_feather.html) | Not implemented | No implementation or public export in sedona.spark.geopandas. | +| [`geopandas.read_parquet`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_parquet.html) | Partial | Reads GeoParquet through Spark. Named columns, storage_options, bbox and to_pandas_kwargs parameters are explicitly unsupported and silently ignored; extra kwargs warn and are ignored. | + +## Tools + +| API | Status | Notes | +| --- | --- | --- | +| [`geopandas.sjoin`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sjoin.html) | Partial | Contains-properly is unavailable; dwithin requires scalar distance; right joins retain left geometries and row order is not preserved. | +| [`geopandas.sjoin_nearest`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sjoin_nearest.html) | Partial | Point-only inner joins with exclusive=False, default suffixes, flat unique string columns and single-level indexes. All equidistant rows are not guaranteed; max_distance filters results after the KNN search. | +| [`geopandas.overlay`](https://geopandas.org/en/stable/docs/reference/api/geopandas.overlay.html) | Partial | All five overlay modes are implemented natively; MultiIndex columns are explicitly unsupported. keep_geom_type=None does not emit the conditional dropped-geometry warning. | +| [`geopandas.clip`](https://geopandas.org/en/stable/docs/reference/api/geopandas.clip.html) | Partial | Rectangular masks use ST_Intersection; boundary-only results can differ from GeoPandas fast rectangle clipping. | +| [`geopandas.tools.geocode`](https://geopandas.org/en/stable/docs/reference/api/geopandas.tools.geocode.html) | Not implemented | No geocode implementation or tools export. | +| [`geopandas.tools.reverse_geocode`](https://geopandas.org/en/stable/docs/reference/api/geopandas.tools.reverse_geocode.html) | Not implemented | No reverse_geocode implementation or tools export. | +| [`geopandas.tools.collect`](https://geopandas.org/en/stable/docs/reference/api/geopandas.tools.collect.html) | Available | Distributed inputs use ST_Collect_Agg and materialize only the metadata and one scalar geometry required by the API; local inputs delegate to GeoPandas. | +| [`geopandas.points_from_xy`](https://geopandas.org/en/stable/docs/reference/api/geopandas.points_from_xy.html) | Partial | Constructs 2D/3D points with CRS through native expressions, but returns a distributed GeoSeries instead of upstream GeometryArray. Distributed coordinate Series must share a frame and index. | + +## Spatial index + +| API | Status | Notes | +| --- | --- | --- | +| [`SpatialIndex.intersection`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.intersection.html) | Partial | Bounding-box wrapper; a distributed index collects matching geometry objects to the driver instead of returning positional indices. Bounds are required as four coordinates. | +| [`SpatialIndex.is_empty`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.is_empty.html) | Partial | Checks whether the input row count is zero; an input containing only null or empty geometries reports False, unlike the upstream index. | +| [`SpatialIndex.nearest`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.nearest.html) | Partial | Scalar Shapely input only with a Sedona k argument; no return_all, max_distance or exclusive arguments. Distributed results are collected geometry objects rather than the upstream index-pair array. | +| [`SpatialIndex.query`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.query.html) | Partial | Scalar Shapely input only; predicates limited to None/intersects/contains, without distance or output_format arguments. Distributed results are collected geometry objects; the local intersects path queries bounding boxes. | +| [`SpatialIndex.size`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.size.html) | Partial | Counts input rows, including null and empty geometries; upstream counts actual indexed geometries. | +| [`SpatialIndex.valid_query_predicates`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.valid_query_predicates.html) | Partial | Returns a fresh set containing only None, intersects and contains, reflecting the narrower query implementation. | + +## Maintaining this reference + +When API support changes, update its status and notes, recalculate the category and +overall counts, and update the percentage in the repository README. Keep the upstream +baseline version fixed unless the entire catalog is refreshed. Adding a stub does not +increase availability, and adding one supported parameter does not make an API fully +compatible. The [GeoPandas implementation tracker](https://github.com/apache/sedona/issues/2230) +records ongoing work; this page records the implementation available in the version above. diff --git a/docs/sedonaspark.md b/docs/sedonaspark.md index 0b681ba1f86..bc01e0ff4a1 100644 --- a/docs/sedonaspark.md +++ b/docs/sedonaspark.md @@ -79,6 +79,7 @@ SedonaSpark extends Apache Spark with a rich set of out-of-the-box distributed S * **Blazing fast**: SedonaSpark executes computations in parallel on many nodes in a cluster so that large computations can run fast. * Supports **various file formats**, including GeoJSON, Shapefile, GeoParquet, STAC, JDBC, OSM PBF, CSV, and PostGIS. * Exposes several **language APIs,** including SQL, Python, Java, Scala, and R. +* Provides a [GeoPandas-style API](tutorial/geopandas-api.md) on Spark. See the [API coverage reference](api/geopandas-coverage.md) for availability and limitations. * **Scalable**: Horizontally scale to tens, hundreds, or thousands of nodes depending on the size of your data. You can process massive spatial datasets with SedonaSpark. * **Portable**: Easy to run in a custom environment, locally or in the cloud with AWS EMR, Microsoft Fabric, or Google DataProc. * **Extensible**: You can extend SedonaSpark with your custom logic that suits your specific geospatial data analysis needs. diff --git a/docs/tutorial/geopandas-api.md b/docs/tutorial/geopandas-api.md index b0164c713fe..acdf3d463e1 100644 --- a/docs/tutorial/geopandas-api.md +++ b/docs/tutorial/geopandas-api.md @@ -21,6 +21,8 @@ The GeoPandas API for Apache Sedona provides a familiar GeoPandas interface that scales your geospatial analysis beyond single-node limitations. This API combines the intuitive GeoPandas DataFrame syntax with the distributed processing power of Apache Sedona on Apache Spark, enabling you to work with planetary-scale datasets using the same code patterns you already know. +See the [API coverage reference](../api/geopandas-coverage.md) for supported methods, parameter limitations, and the coverage percentage. + ## Overview ### What is the GeoPandas API for Apache Sedona? diff --git a/mkdocs.yml b/mkdocs.yml index b3e1e58c24d..81665e6a499 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -102,6 +102,7 @@ nav: - DataFrame/SQL: api/viz/sql.md - RDD: api/viz/java-api.md - Sedona R: api/rdocs + - GeoPandas API coverage: api/geopandas-coverage.md - Sedona Python: api/pydocs - Release notes: setup/release-notes.md From 2bdacef899cc51bf6e16f29675f54ff40f461f4e Mon Sep 17 00:00:00 2001 From: Jia Yu Date: Thu, 24 Sep 2026 21:33:31 -0700 Subject: [PATCH 2/4] [DOCS] Simplify GeoPandas coverage status categories --- docs/api/geopandas-coverage.md | 373 ++++++++++++++++----------------- 1 file changed, 186 insertions(+), 187 deletions(-) diff --git a/docs/api/geopandas-coverage.md b/docs/api/geopandas-coverage.md index 696258f7b65..e4cfccdff29 100644 --- a/docs/api/geopandas-coverage.md +++ b/docs/api/geopandas-coverage.md @@ -30,25 +30,24 @@ API names so they can be compared directly with the GeoPandas catalog. **91.4% API availability (160 of 175 catalogued APIs)**, including partial implementations. -Availability is `(Available + Partial) / Total`. It measures whether a named API -has an implementation, not complete parameter support, identical results, or -fully distributed execution. The notes below identify known restrictions. +Availability is the number of APIs marked **Available / partially available** +divided by the total. It measures whether a named API has an implementation, not +complete parameter support, identical results, or fully distributed execution. +The notes below identify known restrictions. -| API group | Available | Partial | Not implemented | Unsupported | Total | Availability | -| --- | ---: | ---: | ---: | ---: | ---: | ---: | -| GeoSeries | 86 | 33 | 3 | 1 | 123 | 96.7% | -| GeoDataFrame | 10 | 16 | 4 | 3 | 33 | 78.8% | -| Input/output | 0 | 3 | 2 | 0 | 5 | 60.0% | -| Tools | 1 | 5 | 2 | 0 | 8 | 75.0% | -| Spatial index | 0 | 6 | 0 | 0 | 6 | 100.0% | -| Total | 97 | 63 | 11 | 4 | 175 | 91.4% | +| API group | Available / partially available | Unsupported | +| --- | ---: | ---: | +| GeoSeries | 119 | 4 | +| GeoDataFrame | 26 | 7 | +| Input/output | 3 | 2 | +| Tools | 6 | 2 | +| Spatial index | 6 | 0 | +| Total | 160 | 15 | ### Status definitions -- **Available**: implemented, with no additional API-specific restriction identified in this catalog. The common differences below still apply. -- **Partial**: implemented with parameter, result, or execution limitations described in the notes. -- **Not implemented**: absent or raises `NotImplementedError` without providing the operation. -- **Unsupported**: intentionally excluded from the distributed API. +- **Available / partially available**: an implementation exists, with any known parameter, result, or execution limitations described in the notes. The common differences below still apply. +- **Unsupported**: not implemented, raises `NotImplementedError` without providing the operation, or is intentionally excluded from the distributed API. ### What is counted @@ -74,7 +73,7 @@ GeoPandas reference; they describe the target interface, not Sedona's support le - **Execution and ordering:** operations use Spark and generally evaluate lazily. Row order is not guaranteed unless an API explicitly preserves it. Follow pandas-on-Spark guidance for index alignment and operations across different frames. - **Geometry engines:** Sedona generally uses JTS, whereas GeoPandas uses Shapely/GEOS. Geometry ordering and some algorithm results can differ. Spatial measurements are planar; use an appropriate projected CRS for distances and areas. -- **Local results:** plotting and some conversion methods collect distributed data to the driver. These are marked Partial. Scalar aggregations and constructors that start with local data are not marked Partial solely because their result or input is local. +- **Local results:** plotting and some conversion methods collect distributed data to the driver. The notes identify these methods. Scalar aggregations materialize their required scalar result; constructors that start with local data distribute that input. - **Nearest joins:** `sjoin_nearest` supports point inputs and inner joins. Ties follow Sedona configuration and do not guarantee GeoPandas' complete set of tied rows. See [nearest point joins](../tutorial/geopandas-api.md#nearest-point-joins). - **Coordinate transforms:** `GeoSeries.transform` runs a callable on worker batches, so a callable that depends on the whole coordinate array can produce different results. It requires Spark 3.5+ and Shapely 2+. @@ -82,165 +81,165 @@ GeoPandas reference; they describe the target interface, not Sedona's support le | API | Status | Notes | | --- | --- | --- | -| [`GeoSeries.area`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.area.html) | Available | — | -| [`GeoSeries.boundary`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.boundary.html) | Available | — | -| [`GeoSeries.bounds`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.bounds.html) | Available | — | -| [`GeoSeries.total_bounds`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.total_bounds.html) | Available | Distributed aggregation returns four bounds to the driver. | -| [`GeoSeries.length`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.length.html) | Available | — | -| [`GeoSeries.geom_type`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.geom_type.html) | Partial | Standalone LinearRing geometries are represented as LineString. | -| [`GeoSeries.offset_curve`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.offset_curve.html) | Partial | Scalar distance only; join_style and mitre_limit are accepted but ignored. | -| [`GeoSeries.distance`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.distance.html) | Available | — | -| [`GeoSeries.hausdorff_distance`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.hausdorff_distance.html) | Available | — | -| [`GeoSeries.frechet_distance`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.frechet_distance.html) | Partial | densify is not supported. | -| [`GeoSeries.representative_point`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.representative_point.html) | Available | — | -| [`GeoSeries.exterior`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.exterior.html) | Partial | Returns LineString rings instead of LinearRing geometries. | -| [`GeoSeries.interiors`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.interiors.html) | Partial | Interior rings are returned as LineString geometries instead of LinearRing objects. | -| [`GeoSeries.minimum_bounding_radius`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_bounding_radius.html) | Available | — | -| [`GeoSeries.minimum_clearance`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_clearance.html) | Available | — | -| [`GeoSeries.x`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.x.html) | Available | — | -| [`GeoSeries.y`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.y.html) | Available | — | -| [`GeoSeries.z`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.z.html) | Available | — | -| [`GeoSeries.m`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.m.html) | Available | — | -| [`GeoSeries.get_coordinates`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.get_coordinates.html) | Available | — | -| [`GeoSeries.count_coordinates`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.count_coordinates.html) | Available | — | -| [`GeoSeries.count_geometries`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.count_geometries.html) | Available | — | -| [`GeoSeries.count_interior_rings`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.count_interior_rings.html) | Available | — | -| [`GeoSeries.set_precision`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.set_precision.html) | Not implemented | Explicit NotImplementedError stub. | -| [`GeoSeries.get_precision`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.get_precision.html) | Not implemented | Explicit NotImplementedError stub. | -| [`GeoSeries.get_geometry`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.get_geometry.html) | Available | — | -| [`GeoSeries.is_closed`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_closed.html) | Partial | Standalone LinearRing identity is lost; empty LinearRing behavior differs. | -| [`GeoSeries.is_empty`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_empty.html) | Available | — | -| [`GeoSeries.is_ring`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_ring.html) | Available | — | -| [`GeoSeries.is_simple`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_simple.html) | Available | — | -| [`GeoSeries.is_valid`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_valid.html) | Available | — | -| [`GeoSeries.is_valid_reason`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_valid_reason.html) | Available | — | -| [`GeoSeries.is_valid_coverage`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_valid_coverage.html) | Available | Distributed validation returns a single boolean to the driver. | -| [`GeoSeries.invalid_coverage_edges`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.invalid_coverage_edges.html) | Available | — | -| [`GeoSeries.has_m`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.has_m.html) | Available | — | -| [`GeoSeries.has_z`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.has_z.html) | Available | — | -| [`GeoSeries.is_ccw`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_ccw.html) | Available | — | -| [`GeoSeries.contains`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.contains.html) | Available | — | -| [`GeoSeries.contains_properly`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.contains_properly.html) | Available | — | -| [`GeoSeries.crosses`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.crosses.html) | Available | — | -| [`GeoSeries.disjoint`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.disjoint.html) | Available | — | -| [`GeoSeries.dwithin`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.dwithin.html) | Available | — | -| [`GeoSeries.geom_equals`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.geom_equals.html) | Available | — | -| [`GeoSeries.geom_equals_exact`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.geom_equals_exact.html) | Partial | Standalone LinearRing and matching LineString inputs cannot be distinguished. | -| [`GeoSeries.geom_equals_identical`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.geom_equals_identical.html) | Partial | Comparison uses Spark storage: LinearRing identity and some empty/NaN-Z or mixed coordinate layouts cannot be distinguished. | -| [`GeoSeries.intersects`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.intersects.html) | Available | — | -| [`GeoSeries.overlaps`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.overlaps.html) | Available | — | -| [`GeoSeries.touches`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.touches.html) | Available | — | -| [`GeoSeries.within`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.within.html) | Available | — | -| [`GeoSeries.covers`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.covers.html) | Available | — | -| [`GeoSeries.covered_by`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.covered_by.html) | Available | — | -| [`GeoSeries.relate`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.relate.html) | Available | — | -| [`GeoSeries.relate_pattern`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.relate_pattern.html) | Available | — | -| [`GeoSeries.clip_by_rect`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.clip_by_rect.html) | Partial | Uses intersection with an envelope; boundary-only intersections and empty output types differ from GeoPandas rectangle clipping. | -| [`GeoSeries.difference`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.difference.html) | Partial | GeometryCollection operands are not generally supported by the underlying difference operation. | -| [`GeoSeries.intersection`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.intersection.html) | Available | — | -| [`GeoSeries.symmetric_difference`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.symmetric_difference.html) | Available | — | -| [`GeoSeries.union`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.union.html) | Available | — | -| [`GeoSeries.buffer`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.buffer.html) | Partial | Array/Series distances are not supported; extra keyword arguments are ignored. | -| [`GeoSeries.centroid`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.centroid.html) | Available | — | -| [`GeoSeries.concave_hull`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.concave_hull.html) | Available | — | -| [`GeoSeries.convex_hull`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.convex_hull.html) | Available | — | -| [`GeoSeries.envelope`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.envelope.html) | Available | — | -| [`GeoSeries.extract_unique_points`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.extract_unique_points.html) | Available | — | -| [`GeoSeries.force_2d`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.force_2d.html) | Available | — | -| [`GeoSeries.force_3d`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.force_3d.html) | Available | — | -| [`GeoSeries.make_valid`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.make_valid.html) | Partial | Only method='structure' is supported; the default method='linework' raises. | -| [`GeoSeries.minimum_bounding_circle`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_bounding_circle.html) | Available | — | -| [`GeoSeries.maximum_inscribed_circle`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.maximum_inscribed_circle.html) | Available | — | -| [`GeoSeries.minimum_clearance_line`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_clearance_line.html) | Available | — | -| [`GeoSeries.minimum_rotated_rectangle`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_rotated_rectangle.html) | Available | — | -| [`GeoSeries.normalize`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.normalize.html) | Available | — | -| [`GeoSeries.orient_polygons`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.orient_polygons.html) | Available | — | -| [`GeoSeries.remove_repeated_points`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.remove_repeated_points.html) | Available | — | -| [`GeoSeries.reverse`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.reverse.html) | Available | — | -| [`GeoSeries.sample_points`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.sample_points.html) | Partial | Only method='uniform'; RNG results/state advancement differ; extra keywords are ignored. | -| [`GeoSeries.segmentize`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.segmentize.html) | Available | — | -| [`GeoSeries.shortest_line`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.shortest_line.html) | Available | — | -| [`GeoSeries.simplify`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.simplify.html) | Available | — | -| [`GeoSeries.simplify_coverage`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.simplify_coverage.html) | Partial | Spark Classic with checkpoint storage required; finite valid 2D polygon coverage only, at most 100,000 coordinates per geometry. Conservative simplification may retain extra vertices and never removes rings or parts. | -| [`GeoSeries.snap`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.snap.html) | Partial | Array-like tolerance is not supported. | -| [`GeoSeries.transform`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.transform.html) | Partial | Requires Spark >=3.5 and Shapely >=2.0. Callbacks run per Spark batch and must not depend on batch boundaries or mutable state. | -| [`GeoSeries.affine_transform`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.affine_transform.html) | Available | — | -| [`GeoSeries.rotate`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.rotate.html) | Available | — | -| [`GeoSeries.scale`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.scale.html) | Available | — | -| [`GeoSeries.skew`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.skew.html) | Available | — | -| [`GeoSeries.translate`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.translate.html) | Available | — | -| [`GeoSeries.interpolate`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.interpolate.html) | Available | — | -| [`GeoSeries.line_merge`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.line_merge.html) | Partial | directed=True is not supported. | -| [`GeoSeries.project`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.project.html) | Available | — | -| [`GeoSeries.shared_paths`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.shared_paths.html) | Available | — | -| [`GeoSeries.build_area`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.build_area.html) | Available | — | -| [`GeoSeries.constrained_delaunay_triangles`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.constrained_delaunay_triangles.html) | Available | — | -| [`GeoSeries.delaunay_triangles`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.delaunay_triangles.html) | Partial | Computes a separate triangulation per input geometry rather than aggregating vertices across the series. | -| [`GeoSeries.explode`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.explode.html) | Available | — | -| [`GeoSeries.intersection_all`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.intersection_all.html) | Available | Distributed aggregation returns one geometry to the driver. | -| [`GeoSeries.polygonize`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.polygonize.html) | Partial | full=True is not supported. | -| [`GeoSeries.union_all`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.union_all.html) | Partial | grid_size is not supported; non-default method values are ignored with a warning. | -| [`GeoSeries.voronoi_polygons`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.voronoi_polygons.html) | Partial | Computes a separate diagram per geometry; only_edges=True is not supported. | -| [`GeoSeries.from_arrow`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_arrow.html) | Available | Converts a local Arrow array through GeoPandas before constructing the distributed series. | -| [`GeoSeries.from_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_file.html) | Partial | Supports Shapefile, GeoJSON, GeoPackage and GeoParquet; uses format/table_name options and does not implement general GeoPandas reader keywords. | -| [`GeoSeries.from_wkb`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_wkb.html) | Partial | Only on_invalid='raise' is implemented. | -| [`GeoSeries.from_wkt`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_wkt.html) | Partial | Only on_invalid='raise' is implemented. | -| [`GeoSeries.from_xy`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_xy.html) | Partial | Additional constructor keyword arguments support name only. | -| [`GeoSeries.to_arrow`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_arrow.html) | Partial | Collects the entire series to the driver and delegates to local GeoPandas. | -| [`GeoSeries.to_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_file.html) | Partial | Writes GeoJSON or GeoParquet through Spark; schema, engine and GeoPandas metadata options are not implemented. | -| [`GeoSeries.to_json`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_json.html) | Partial | Collects the entire series through a GeoDataFrame and serializes with local GeoPandas. | -| [`GeoSeries.to_wkb`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_wkb.html) | Partial | Supports hex; additional Shapely serialization keyword arguments are ignored. | -| [`GeoSeries.to_wkt`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_wkt.html) | Partial | Additional Shapely formatting keyword arguments are ignored. | -| [`GeoSeries.crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.crs.html) | Available | — | -| [`GeoSeries.set_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.set_crs.html) | Available | — | -| [`GeoSeries.to_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_crs.html) | Available | — | -| [`GeoSeries.estimate_utm_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.estimate_utm_crs.html) | Available | Uses aggregated bounds to select a local pyproj CRS. | -| [`GeoSeries.fillna`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.fillna.html) | Available | Distributed alignment is lazy; invalid duplicate replacement indexes raise when evaluated. limit requires global ordering. | -| [`GeoSeries.isna`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.isna.html) | Available | — | -| [`GeoSeries.notna`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.notna.html) | Available | — | -| [`GeoSeries.clip`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.clip.html) | Partial | Rectangular masks use ST_Intersection; boundary-only results can differ from GeoPandas fast rectangle clipping. | -| [`GeoSeries.plot`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.plot.html) | Partial | Collects the entire series to the driver and delegates to local GeoPandas plotting. | -| [`GeoSeries.explore`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.explore.html) | Not implemented | No GeoSeries implementation. | -| [`GeoSeries.sindex`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.sindex.html) | Partial | Returns and caches a Sedona SpatialIndex; query options and results differ from GeoPandas (see Spatial index below). | -| [`GeoSeries.has_sindex`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.has_sindex.html) | Available | — | -| [`GeoSeries.cx`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.cx.html) | Available | — | +| [`GeoSeries.area`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.area.html) | Available / partially available | — | +| [`GeoSeries.boundary`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.boundary.html) | Available / partially available | — | +| [`GeoSeries.bounds`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.bounds.html) | Available / partially available | — | +| [`GeoSeries.total_bounds`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.total_bounds.html) | Available / partially available | Distributed aggregation returns four bounds to the driver. | +| [`GeoSeries.length`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.length.html) | Available / partially available | — | +| [`GeoSeries.geom_type`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.geom_type.html) | Available / partially available | Standalone LinearRing geometries are represented as LineString. | +| [`GeoSeries.offset_curve`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.offset_curve.html) | Available / partially available | Scalar distance only; join_style and mitre_limit are accepted but ignored. | +| [`GeoSeries.distance`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.distance.html) | Available / partially available | — | +| [`GeoSeries.hausdorff_distance`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.hausdorff_distance.html) | Available / partially available | — | +| [`GeoSeries.frechet_distance`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.frechet_distance.html) | Available / partially available | densify is not supported. | +| [`GeoSeries.representative_point`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.representative_point.html) | Available / partially available | — | +| [`GeoSeries.exterior`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.exterior.html) | Available / partially available | Returns LineString rings instead of LinearRing geometries. | +| [`GeoSeries.interiors`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.interiors.html) | Available / partially available | Interior rings are returned as LineString geometries instead of LinearRing objects. | +| [`GeoSeries.minimum_bounding_radius`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_bounding_radius.html) | Available / partially available | — | +| [`GeoSeries.minimum_clearance`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_clearance.html) | Available / partially available | — | +| [`GeoSeries.x`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.x.html) | Available / partially available | — | +| [`GeoSeries.y`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.y.html) | Available / partially available | — | +| [`GeoSeries.z`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.z.html) | Available / partially available | — | +| [`GeoSeries.m`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.m.html) | Available / partially available | — | +| [`GeoSeries.get_coordinates`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.get_coordinates.html) | Available / partially available | — | +| [`GeoSeries.count_coordinates`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.count_coordinates.html) | Available / partially available | — | +| [`GeoSeries.count_geometries`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.count_geometries.html) | Available / partially available | — | +| [`GeoSeries.count_interior_rings`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.count_interior_rings.html) | Available / partially available | — | +| [`GeoSeries.set_precision`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.set_precision.html) | Unsupported | Explicit NotImplementedError stub. | +| [`GeoSeries.get_precision`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.get_precision.html) | Unsupported | Explicit NotImplementedError stub. | +| [`GeoSeries.get_geometry`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.get_geometry.html) | Available / partially available | — | +| [`GeoSeries.is_closed`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_closed.html) | Available / partially available | Standalone LinearRing identity is lost; empty LinearRing behavior differs. | +| [`GeoSeries.is_empty`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_empty.html) | Available / partially available | — | +| [`GeoSeries.is_ring`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_ring.html) | Available / partially available | — | +| [`GeoSeries.is_simple`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_simple.html) | Available / partially available | — | +| [`GeoSeries.is_valid`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_valid.html) | Available / partially available | — | +| [`GeoSeries.is_valid_reason`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_valid_reason.html) | Available / partially available | — | +| [`GeoSeries.is_valid_coverage`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_valid_coverage.html) | Available / partially available | Distributed validation returns a single boolean to the driver. | +| [`GeoSeries.invalid_coverage_edges`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.invalid_coverage_edges.html) | Available / partially available | — | +| [`GeoSeries.has_m`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.has_m.html) | Available / partially available | — | +| [`GeoSeries.has_z`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.has_z.html) | Available / partially available | — | +| [`GeoSeries.is_ccw`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_ccw.html) | Available / partially available | — | +| [`GeoSeries.contains`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.contains.html) | Available / partially available | — | +| [`GeoSeries.contains_properly`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.contains_properly.html) | Available / partially available | — | +| [`GeoSeries.crosses`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.crosses.html) | Available / partially available | — | +| [`GeoSeries.disjoint`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.disjoint.html) | Available / partially available | — | +| [`GeoSeries.dwithin`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.dwithin.html) | Available / partially available | — | +| [`GeoSeries.geom_equals`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.geom_equals.html) | Available / partially available | — | +| [`GeoSeries.geom_equals_exact`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.geom_equals_exact.html) | Available / partially available | Standalone LinearRing and matching LineString inputs cannot be distinguished. | +| [`GeoSeries.geom_equals_identical`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.geom_equals_identical.html) | Available / partially available | Comparison uses Spark storage: LinearRing identity and some empty/NaN-Z or mixed coordinate layouts cannot be distinguished. | +| [`GeoSeries.intersects`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.intersects.html) | Available / partially available | — | +| [`GeoSeries.overlaps`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.overlaps.html) | Available / partially available | — | +| [`GeoSeries.touches`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.touches.html) | Available / partially available | — | +| [`GeoSeries.within`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.within.html) | Available / partially available | — | +| [`GeoSeries.covers`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.covers.html) | Available / partially available | — | +| [`GeoSeries.covered_by`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.covered_by.html) | Available / partially available | — | +| [`GeoSeries.relate`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.relate.html) | Available / partially available | — | +| [`GeoSeries.relate_pattern`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.relate_pattern.html) | Available / partially available | — | +| [`GeoSeries.clip_by_rect`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.clip_by_rect.html) | Available / partially available | Uses intersection with an envelope; boundary-only intersections and empty output types differ from GeoPandas rectangle clipping. | +| [`GeoSeries.difference`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.difference.html) | Available / partially available | GeometryCollection operands are not generally supported by the underlying difference operation. | +| [`GeoSeries.intersection`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.intersection.html) | Available / partially available | — | +| [`GeoSeries.symmetric_difference`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.symmetric_difference.html) | Available / partially available | — | +| [`GeoSeries.union`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.union.html) | Available / partially available | — | +| [`GeoSeries.buffer`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.buffer.html) | Available / partially available | Array/Series distances are not supported; extra keyword arguments are ignored. | +| [`GeoSeries.centroid`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.centroid.html) | Available / partially available | — | +| [`GeoSeries.concave_hull`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.concave_hull.html) | Available / partially available | — | +| [`GeoSeries.convex_hull`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.convex_hull.html) | Available / partially available | — | +| [`GeoSeries.envelope`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.envelope.html) | Available / partially available | — | +| [`GeoSeries.extract_unique_points`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.extract_unique_points.html) | Available / partially available | — | +| [`GeoSeries.force_2d`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.force_2d.html) | Available / partially available | — | +| [`GeoSeries.force_3d`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.force_3d.html) | Available / partially available | — | +| [`GeoSeries.make_valid`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.make_valid.html) | Available / partially available | Only method='structure' is supported; the default method='linework' raises. | +| [`GeoSeries.minimum_bounding_circle`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_bounding_circle.html) | Available / partially available | — | +| [`GeoSeries.maximum_inscribed_circle`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.maximum_inscribed_circle.html) | Available / partially available | — | +| [`GeoSeries.minimum_clearance_line`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_clearance_line.html) | Available / partially available | — | +| [`GeoSeries.minimum_rotated_rectangle`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_rotated_rectangle.html) | Available / partially available | — | +| [`GeoSeries.normalize`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.normalize.html) | Available / partially available | — | +| [`GeoSeries.orient_polygons`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.orient_polygons.html) | Available / partially available | — | +| [`GeoSeries.remove_repeated_points`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.remove_repeated_points.html) | Available / partially available | — | +| [`GeoSeries.reverse`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.reverse.html) | Available / partially available | — | +| [`GeoSeries.sample_points`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.sample_points.html) | Available / partially available | Only method='uniform'; RNG results/state advancement differ; extra keywords are ignored. | +| [`GeoSeries.segmentize`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.segmentize.html) | Available / partially available | — | +| [`GeoSeries.shortest_line`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.shortest_line.html) | Available / partially available | — | +| [`GeoSeries.simplify`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.simplify.html) | Available / partially available | — | +| [`GeoSeries.simplify_coverage`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.simplify_coverage.html) | Available / partially available | Spark Classic with checkpoint storage required; finite valid 2D polygon coverage only, at most 100,000 coordinates per geometry. Conservative simplification may retain extra vertices and never removes rings or parts. | +| [`GeoSeries.snap`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.snap.html) | Available / partially available | Array-like tolerance is not supported. | +| [`GeoSeries.transform`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.transform.html) | Available / partially available | Requires Spark >=3.5 and Shapely >=2.0. Callbacks run per Spark batch and must not depend on batch boundaries or mutable state. | +| [`GeoSeries.affine_transform`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.affine_transform.html) | Available / partially available | — | +| [`GeoSeries.rotate`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.rotate.html) | Available / partially available | — | +| [`GeoSeries.scale`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.scale.html) | Available / partially available | — | +| [`GeoSeries.skew`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.skew.html) | Available / partially available | — | +| [`GeoSeries.translate`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.translate.html) | Available / partially available | — | +| [`GeoSeries.interpolate`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.interpolate.html) | Available / partially available | — | +| [`GeoSeries.line_merge`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.line_merge.html) | Available / partially available | directed=True is not supported. | +| [`GeoSeries.project`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.project.html) | Available / partially available | — | +| [`GeoSeries.shared_paths`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.shared_paths.html) | Available / partially available | — | +| [`GeoSeries.build_area`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.build_area.html) | Available / partially available | — | +| [`GeoSeries.constrained_delaunay_triangles`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.constrained_delaunay_triangles.html) | Available / partially available | — | +| [`GeoSeries.delaunay_triangles`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.delaunay_triangles.html) | Available / partially available | Computes a separate triangulation per input geometry rather than aggregating vertices across the series. | +| [`GeoSeries.explode`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.explode.html) | Available / partially available | — | +| [`GeoSeries.intersection_all`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.intersection_all.html) | Available / partially available | Distributed aggregation returns one geometry to the driver. | +| [`GeoSeries.polygonize`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.polygonize.html) | Available / partially available | full=True is not supported. | +| [`GeoSeries.union_all`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.union_all.html) | Available / partially available | grid_size is not supported; non-default method values are ignored with a warning. | +| [`GeoSeries.voronoi_polygons`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.voronoi_polygons.html) | Available / partially available | Computes a separate diagram per geometry; only_edges=True is not supported. | +| [`GeoSeries.from_arrow`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_arrow.html) | Available / partially available | Converts a local Arrow array through GeoPandas before constructing the distributed series. | +| [`GeoSeries.from_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_file.html) | Available / partially available | Supports Shapefile, GeoJSON, GeoPackage and GeoParquet; uses format/table_name options and does not implement general GeoPandas reader keywords. | +| [`GeoSeries.from_wkb`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_wkb.html) | Available / partially available | Only on_invalid='raise' is implemented. | +| [`GeoSeries.from_wkt`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_wkt.html) | Available / partially available | Only on_invalid='raise' is implemented. | +| [`GeoSeries.from_xy`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_xy.html) | Available / partially available | Additional constructor keyword arguments support name only. | +| [`GeoSeries.to_arrow`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_arrow.html) | Available / partially available | Collects the entire series to the driver and delegates to local GeoPandas. | +| [`GeoSeries.to_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_file.html) | Available / partially available | Writes GeoJSON or GeoParquet through Spark; schema, engine and GeoPandas metadata options are not implemented. | +| [`GeoSeries.to_json`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_json.html) | Available / partially available | Collects the entire series through a GeoDataFrame and serializes with local GeoPandas. | +| [`GeoSeries.to_wkb`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_wkb.html) | Available / partially available | Supports hex; additional Shapely serialization keyword arguments are ignored. | +| [`GeoSeries.to_wkt`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_wkt.html) | Available / partially available | Additional Shapely formatting keyword arguments are ignored. | +| [`GeoSeries.crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.crs.html) | Available / partially available | — | +| [`GeoSeries.set_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.set_crs.html) | Available / partially available | — | +| [`GeoSeries.to_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_crs.html) | Available / partially available | — | +| [`GeoSeries.estimate_utm_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.estimate_utm_crs.html) | Available / partially available | Uses aggregated bounds to select a local pyproj CRS. | +| [`GeoSeries.fillna`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.fillna.html) | Available / partially available | Distributed alignment is lazy; invalid duplicate replacement indexes raise when evaluated. limit requires global ordering. | +| [`GeoSeries.isna`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.isna.html) | Available / partially available | — | +| [`GeoSeries.notna`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.notna.html) | Available / partially available | — | +| [`GeoSeries.clip`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.clip.html) | Available / partially available | Rectangular masks use ST_Intersection; boundary-only results can differ from GeoPandas fast rectangle clipping. | +| [`GeoSeries.plot`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.plot.html) | Available / partially available | Collects the entire series to the driver and delegates to local GeoPandas plotting. | +| [`GeoSeries.explore`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.explore.html) | Unsupported | No GeoSeries implementation. | +| [`GeoSeries.sindex`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.sindex.html) | Available / partially available | Returns and caches a Sedona SpatialIndex; query options and results differ from GeoPandas (see Spatial index below). | +| [`GeoSeries.has_sindex`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.has_sindex.html) | Available / partially available | — | +| [`GeoSeries.cx`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.cx.html) | Available / partially available | — | | [`GeoSeries.__geo_interface__`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.__geo_interface__.html) | Unsupported | Intentionally excluded by the distributed API plan (issue #2230). | ## GeoDataFrame | API | Status | Notes | | --- | --- | --- | -| [`GeoDataFrame.from_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_file.html) | Partial | Reads Shapefile, GeoJSON, GeoPackage, and GeoParquet; GeoPandas reader options are unsupported and directory formats must be explicit. | -| [`GeoDataFrame.from_features`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_features.html) | Available | Builds small local feature collections through GeoPandas before distributing them; properties follow Spark schema inference. | -| [`GeoDataFrame.from_postgis`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_postgis.html) | Not implemented | Stub raises NotImplementedError. | -| [`GeoDataFrame.from_arrow`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_arrow.html) | Available | Converts local GeoArrow input through GeoPandas; to_pandas_kwargs requires GeoPandas 1.1 or newer. | -| [`GeoDataFrame.to_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_file.html) | Partial | Writes GeoJSON and GeoParquet through Spark; GeoPackage output, schema, engine, and GeoPandas metadata options are unsupported. | -| [`GeoDataFrame.to_json`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_json.html) | Partial | Collects the distributed frame to the driver and delegates to GeoPandas. | +| [`GeoDataFrame.from_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_file.html) | Available / partially available | Reads Shapefile, GeoJSON, GeoPackage, and GeoParquet; GeoPandas reader options are unsupported and directory formats must be explicit. | +| [`GeoDataFrame.from_features`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_features.html) | Available / partially available | Builds small local feature collections through GeoPandas before distributing them; properties follow Spark schema inference. | +| [`GeoDataFrame.from_postgis`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_postgis.html) | Unsupported | Stub raises NotImplementedError. | +| [`GeoDataFrame.from_arrow`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_arrow.html) | Available / partially available | Converts local GeoArrow input through GeoPandas; to_pandas_kwargs requires GeoPandas 1.1 or newer. | +| [`GeoDataFrame.to_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_file.html) | Available / partially available | Writes GeoJSON and GeoParquet through Spark; GeoPackage output, schema, engine, and GeoPandas metadata options are unsupported. | +| [`GeoDataFrame.to_json`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_json.html) | Available / partially available | Collects the distributed frame to the driver and delegates to GeoPandas. | | [`GeoDataFrame.to_geo_dict`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_geo_dict.html) | Unsupported | Intentionally unsupported local feature-collection interface for distributed data; current stub raises NotImplementedError. | -| [`GeoDataFrame.to_parquet`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_parquet.html) | Partial | Uses the Sedona GeoParquet writer and Spark options; GeoPandas/PyArrow writer-option parity is not provided. | -| [`GeoDataFrame.to_arrow`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_arrow.html) | Partial | Collects the distributed frame to the driver and delegates to GeoPandas; index=None includes the distributed index. | -| [`GeoDataFrame.to_feather`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_feather.html) | Not implemented | Stub raises NotImplementedError. | -| [`GeoDataFrame.to_postgis`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_postgis.html) | Not implemented | No GeoDataFrame implementation is present. | -| [`GeoDataFrame.to_wkb`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_wkb.html) | Partial | Distributed binary and hexadecimal output work; Shapely serialization keyword options are rejected. | -| [`GeoDataFrame.to_wkt`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_wkt.html) | Partial | Distributed output works; Shapely formatting keywords are rejected and stored precision is retained rather than default six-place rounding. | -| [`GeoDataFrame.crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.crs.html) | Available | Delegates CRS metadata access to the active geometry column. | -| [`GeoDataFrame.set_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.set_crs.html) | Available | Assigns or removes active-column CRS metadata, including epsg, inplace, and allow_override. | -| [`GeoDataFrame.to_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_crs.html) | Available | Transforms the active geometry column; supports crs, epsg, and inplace. | -| [`GeoDataFrame.estimate_utm_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.estimate_utm_crs.html) | Available | Uses a distributed bounds aggregation; only four aggregate values reach the driver. | -| [`GeoDataFrame.rename_geometry`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.rename_geometry.html) | Available | Renames the active geometry column, with inplace support. | -| [`GeoDataFrame.set_geometry`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.set_geometry.html) | Partial | Existing-column drop=True is rejected; array-like and column selection otherwise work. | -| [`GeoDataFrame.active_geometry_name`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.active_geometry_name.html) | Available | Returns the active geometry column label, or None. | -| [`GeoDataFrame.dissolve`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.dissolve.html) | Partial | Unary union only, without grid_size; supported aggregate aliases and grouping forms are restricted, and unobserved categorical groups and MultiIndex columns are unsupported. | -| [`GeoDataFrame.explode`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.explode.html) | Available | Distributed geometry-part expansion supports column, ignore_index, and index_parts; non-geometry columns delegate to pandas-on-Spark. | -| [`GeoDataFrame.sjoin`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.sjoin.html) | Partial | Contains-properly is unavailable; dwithin requires scalar distance; right joins retain left geometries and row order is not preserved. | -| [`GeoDataFrame.sjoin_nearest`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.sjoin_nearest.html) | Partial | Point-only inner joins, default suffixes, exclusive=False, flat string columns, and single-level indexes; KNN tie behavior can omit equidistant or coincident rows. | -| [`GeoDataFrame.clip`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.clip.html) | Partial | Rectangular masks use ST_Intersection; boundary-only results can differ from GeoPandas fast rectangle clipping. | -| [`GeoDataFrame.overlay`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.overlay.html) | Partial | All five modes are distributed; MultiIndex columns are unsupported, and keep_geom_type=None omits the conditional dropped-geometry warning. | -| [`GeoDataFrame.explore`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.explore.html) | Not implemented | No GeoDataFrame implementation is present. | -| [`GeoDataFrame.plot`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.plot.html) | Partial | Collects the distributed frame to the driver and delegates to GeoPandas. | -| [`GeoDataFrame.sindex`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.sindex.html) | Partial | Returns a Sedona spatial index with different query results and options; the GeoDataFrame does not retain the index cache. | -| [`GeoDataFrame.has_sindex`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.has_sindex.html) | Partial | GeoDataFrame spatial-index state is not retained; use a retained active GeoSeries for cache state. | -| [`GeoDataFrame.cx`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.cx.html) | Available | Distributed coordinate bounding-box selection supports open, reversed, and inclusive slice bounds. | +| [`GeoDataFrame.to_parquet`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_parquet.html) | Available / partially available | Uses the Sedona GeoParquet writer and Spark options; GeoPandas/PyArrow writer-option parity is not provided. | +| [`GeoDataFrame.to_arrow`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_arrow.html) | Available / partially available | Collects the distributed frame to the driver and delegates to GeoPandas; index=None includes the distributed index. | +| [`GeoDataFrame.to_feather`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_feather.html) | Unsupported | Stub raises NotImplementedError. | +| [`GeoDataFrame.to_postgis`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_postgis.html) | Unsupported | No GeoDataFrame implementation is present. | +| [`GeoDataFrame.to_wkb`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_wkb.html) | Available / partially available | Distributed binary and hexadecimal output work; Shapely serialization keyword options are rejected. | +| [`GeoDataFrame.to_wkt`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_wkt.html) | Available / partially available | Distributed output works; Shapely formatting keywords are rejected and stored precision is retained rather than default six-place rounding. | +| [`GeoDataFrame.crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.crs.html) | Available / partially available | Delegates CRS metadata access to the active geometry column. | +| [`GeoDataFrame.set_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.set_crs.html) | Available / partially available | Assigns or removes active-column CRS metadata, including epsg, inplace, and allow_override. | +| [`GeoDataFrame.to_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_crs.html) | Available / partially available | Transforms the active geometry column; supports crs, epsg, and inplace. | +| [`GeoDataFrame.estimate_utm_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.estimate_utm_crs.html) | Available / partially available | Uses a distributed bounds aggregation; only four aggregate values reach the driver. | +| [`GeoDataFrame.rename_geometry`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.rename_geometry.html) | Available / partially available | Renames the active geometry column, with inplace support. | +| [`GeoDataFrame.set_geometry`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.set_geometry.html) | Available / partially available | Existing-column drop=True is rejected; array-like and column selection otherwise work. | +| [`GeoDataFrame.active_geometry_name`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.active_geometry_name.html) | Available / partially available | Returns the active geometry column label, or None. | +| [`GeoDataFrame.dissolve`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.dissolve.html) | Available / partially available | Unary union only, without grid_size; supported aggregate aliases and grouping forms are restricted, and unobserved categorical groups and MultiIndex columns are unsupported. | +| [`GeoDataFrame.explode`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.explode.html) | Available / partially available | Distributed geometry-part expansion supports column, ignore_index, and index_parts; non-geometry columns delegate to pandas-on-Spark. | +| [`GeoDataFrame.sjoin`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.sjoin.html) | Available / partially available | Contains-properly is unavailable; dwithin requires scalar distance; right joins retain left geometries and row order is not preserved. | +| [`GeoDataFrame.sjoin_nearest`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.sjoin_nearest.html) | Available / partially available | Point-only inner joins, default suffixes, exclusive=False, flat string columns, and single-level indexes; KNN tie behavior can omit equidistant or coincident rows. | +| [`GeoDataFrame.clip`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.clip.html) | Available / partially available | Rectangular masks use ST_Intersection; boundary-only results can differ from GeoPandas fast rectangle clipping. | +| [`GeoDataFrame.overlay`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.overlay.html) | Available / partially available | All five modes are distributed; MultiIndex columns are unsupported, and keep_geom_type=None omits the conditional dropped-geometry warning. | +| [`GeoDataFrame.explore`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.explore.html) | Unsupported | No GeoDataFrame implementation is present. | +| [`GeoDataFrame.plot`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.plot.html) | Available / partially available | Collects the distributed frame to the driver and delegates to GeoPandas. | +| [`GeoDataFrame.sindex`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.sindex.html) | Available / partially available | Returns a Sedona spatial index with different query results and options; the GeoDataFrame does not retain the index cache. | +| [`GeoDataFrame.has_sindex`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.has_sindex.html) | Available / partially available | GeoDataFrame spatial-index state is not retained; use a retained active GeoSeries for cache state. | +| [`GeoDataFrame.cx`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.cx.html) | Available / partially available | Distributed coordinate bounding-box selection supports open, reversed, and inclusive slice bounds. | | [`GeoDataFrame.__geo_interface__`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.__geo_interface__.html) | Unsupported | Intentionally unsupported local feature-collection interface for distributed data; current stub raises NotImplementedError. | | [`GeoDataFrame.iterfeatures`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.iterfeatures.html) | Unsupported | Intentionally unsupported row iterator for distributed data; current stub raises NotImplementedError. | @@ -248,35 +247,35 @@ GeoPandas reference; they describe the target interface, not Sedona's support le | API | Status | Notes | | --- | --- | --- | -| [`geopandas.list_layers`](https://geopandas.org/en/stable/docs/reference/api/geopandas.list_layers.html) | Partial | GeoPackage only; string/path-like inputs only. Reads layer metadata through Spark and collects the small layer listing to pandas. | -| [`geopandas.read_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_file.html) | Partial | Reads Shapefile, GeoJSON, GeoPackage and GeoParquet only. GeoPandas bbox/mask/columns/rows/engine options are warned about and ignored; GeoPackage requires table_name rather than layer. | -| [`geopandas.read_postgis`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_postgis.html) | Not implemented | No implementation or public export in sedona.spark.geopandas. | -| [`geopandas.read_feather`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_feather.html) | Not implemented | No implementation or public export in sedona.spark.geopandas. | -| [`geopandas.read_parquet`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_parquet.html) | Partial | Reads GeoParquet through Spark. Named columns, storage_options, bbox and to_pandas_kwargs parameters are explicitly unsupported and silently ignored; extra kwargs warn and are ignored. | +| [`geopandas.list_layers`](https://geopandas.org/en/stable/docs/reference/api/geopandas.list_layers.html) | Available / partially available | GeoPackage only; string/path-like inputs only. Reads layer metadata through Spark and collects the small layer listing to pandas. | +| [`geopandas.read_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_file.html) | Available / partially available | Reads Shapefile, GeoJSON, GeoPackage and GeoParquet only. GeoPandas bbox/mask/columns/rows/engine options are warned about and ignored; GeoPackage requires table_name rather than layer. | +| [`geopandas.read_postgis`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_postgis.html) | Unsupported | No implementation or public export in sedona.spark.geopandas. | +| [`geopandas.read_feather`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_feather.html) | Unsupported | No implementation or public export in sedona.spark.geopandas. | +| [`geopandas.read_parquet`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_parquet.html) | Available / partially available | Reads GeoParquet through Spark. Named columns, storage_options, bbox and to_pandas_kwargs parameters are explicitly unsupported and silently ignored; extra kwargs warn and are ignored. | ## Tools | API | Status | Notes | | --- | --- | --- | -| [`geopandas.sjoin`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sjoin.html) | Partial | Contains-properly is unavailable; dwithin requires scalar distance; right joins retain left geometries and row order is not preserved. | -| [`geopandas.sjoin_nearest`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sjoin_nearest.html) | Partial | Point-only inner joins with exclusive=False, default suffixes, flat unique string columns and single-level indexes. All equidistant rows are not guaranteed; max_distance filters results after the KNN search. | -| [`geopandas.overlay`](https://geopandas.org/en/stable/docs/reference/api/geopandas.overlay.html) | Partial | All five overlay modes are implemented natively; MultiIndex columns are explicitly unsupported. keep_geom_type=None does not emit the conditional dropped-geometry warning. | -| [`geopandas.clip`](https://geopandas.org/en/stable/docs/reference/api/geopandas.clip.html) | Partial | Rectangular masks use ST_Intersection; boundary-only results can differ from GeoPandas fast rectangle clipping. | -| [`geopandas.tools.geocode`](https://geopandas.org/en/stable/docs/reference/api/geopandas.tools.geocode.html) | Not implemented | No geocode implementation or tools export. | -| [`geopandas.tools.reverse_geocode`](https://geopandas.org/en/stable/docs/reference/api/geopandas.tools.reverse_geocode.html) | Not implemented | No reverse_geocode implementation or tools export. | -| [`geopandas.tools.collect`](https://geopandas.org/en/stable/docs/reference/api/geopandas.tools.collect.html) | Available | Distributed inputs use ST_Collect_Agg and materialize only the metadata and one scalar geometry required by the API; local inputs delegate to GeoPandas. | -| [`geopandas.points_from_xy`](https://geopandas.org/en/stable/docs/reference/api/geopandas.points_from_xy.html) | Partial | Constructs 2D/3D points with CRS through native expressions, but returns a distributed GeoSeries instead of upstream GeometryArray. Distributed coordinate Series must share a frame and index. | +| [`geopandas.sjoin`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sjoin.html) | Available / partially available | Contains-properly is unavailable; dwithin requires scalar distance; right joins retain left geometries and row order is not preserved. | +| [`geopandas.sjoin_nearest`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sjoin_nearest.html) | Available / partially available | Point-only inner joins with exclusive=False, default suffixes, flat unique string columns and single-level indexes. All equidistant rows are not guaranteed; max_distance filters results after the KNN search. | +| [`geopandas.overlay`](https://geopandas.org/en/stable/docs/reference/api/geopandas.overlay.html) | Available / partially available | All five overlay modes are implemented natively; MultiIndex columns are explicitly unsupported. keep_geom_type=None does not emit the conditional dropped-geometry warning. | +| [`geopandas.clip`](https://geopandas.org/en/stable/docs/reference/api/geopandas.clip.html) | Available / partially available | Rectangular masks use ST_Intersection; boundary-only results can differ from GeoPandas fast rectangle clipping. | +| [`geopandas.tools.geocode`](https://geopandas.org/en/stable/docs/reference/api/geopandas.tools.geocode.html) | Unsupported | No geocode implementation or tools export. | +| [`geopandas.tools.reverse_geocode`](https://geopandas.org/en/stable/docs/reference/api/geopandas.tools.reverse_geocode.html) | Unsupported | No reverse_geocode implementation or tools export. | +| [`geopandas.tools.collect`](https://geopandas.org/en/stable/docs/reference/api/geopandas.tools.collect.html) | Available / partially available | Distributed inputs use ST_Collect_Agg and materialize only the metadata and one scalar geometry required by the API; local inputs delegate to GeoPandas. | +| [`geopandas.points_from_xy`](https://geopandas.org/en/stable/docs/reference/api/geopandas.points_from_xy.html) | Available / partially available | Constructs 2D/3D points with CRS through native expressions, but returns a distributed GeoSeries instead of upstream GeometryArray. Distributed coordinate Series must share a frame and index. | ## Spatial index | API | Status | Notes | | --- | --- | --- | -| [`SpatialIndex.intersection`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.intersection.html) | Partial | Bounding-box wrapper; a distributed index collects matching geometry objects to the driver instead of returning positional indices. Bounds are required as four coordinates. | -| [`SpatialIndex.is_empty`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.is_empty.html) | Partial | Checks whether the input row count is zero; an input containing only null or empty geometries reports False, unlike the upstream index. | -| [`SpatialIndex.nearest`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.nearest.html) | Partial | Scalar Shapely input only with a Sedona k argument; no return_all, max_distance or exclusive arguments. Distributed results are collected geometry objects rather than the upstream index-pair array. | -| [`SpatialIndex.query`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.query.html) | Partial | Scalar Shapely input only; predicates limited to None/intersects/contains, without distance or output_format arguments. Distributed results are collected geometry objects; the local intersects path queries bounding boxes. | -| [`SpatialIndex.size`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.size.html) | Partial | Counts input rows, including null and empty geometries; upstream counts actual indexed geometries. | -| [`SpatialIndex.valid_query_predicates`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.valid_query_predicates.html) | Partial | Returns a fresh set containing only None, intersects and contains, reflecting the narrower query implementation. | +| [`SpatialIndex.intersection`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.intersection.html) | Available / partially available | Bounding-box wrapper; a distributed index collects matching geometry objects to the driver instead of returning positional indices. Bounds are required as four coordinates. | +| [`SpatialIndex.is_empty`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.is_empty.html) | Available / partially available | Checks whether the input row count is zero; an input containing only null or empty geometries reports False, unlike the upstream index. | +| [`SpatialIndex.nearest`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.nearest.html) | Available / partially available | Scalar Shapely input only with a Sedona k argument; no return_all, max_distance or exclusive arguments. Distributed results are collected geometry objects rather than the upstream index-pair array. | +| [`SpatialIndex.query`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.query.html) | Available / partially available | Scalar Shapely input only; predicates limited to None/intersects/contains, without distance or output_format arguments. Distributed results are collected geometry objects; the local intersects path queries bounding boxes. | +| [`SpatialIndex.size`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.size.html) | Available / partially available | Counts input rows, including null and empty geometries; upstream counts actual indexed geometries. | +| [`SpatialIndex.valid_query_predicates`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.valid_query_predicates.html) | Available / partially available | Returns a fresh set containing only None, intersects and contains, reflecting the narrower query implementation. | ## Maintaining this reference From 4f08b94fa8a524ae615517fb10d98a945168e85c Mon Sep 17 00:00:00 2001 From: Jia Yu Date: Thu, 24 Sep 2026 21:41:51 -0700 Subject: [PATCH 3/4] [DOCS] Add GeoPandas API coverage badge --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 8e0e68cbe61..33913af87af 100644 --- a/README.md +++ b/README.md @@ -37,6 +37,7 @@ [![R build](https://github.com/apache/sedona/actions/workflows/r.yml/badge.svg)](https://github.com/apache/sedona/actions/workflows/r.yml) [![Scala and Java build](https://github.com/apache/sedona/actions/workflows/java.yml/badge.svg)](https://github.com/apache/sedona/actions/workflows/java.yml) +[![GeoPandas API coverage: 91.4% (including partial implementations)](https://img.shields.io/badge/GeoPandas_API_coverage-91.4%25-brightgreen)](docs/api/geopandas-coverage.md "GeoPandas 1.1.4 API availability in Sedona 2.0.0 development, including partial implementations") [![GitHub commit activity](https://img.shields.io/github/commit-activity/m/apache/sedona)](https://github.com/apache/sedona/graphs/commit-activity) [![GitHub Issues marked as good first issue](https://img.shields.io/github/issues/apache/sedona/good%20first%20issue?color=%237057ff)](https://github.com/apache/sedona/issues?q=is%3Aissue%20state%3Aopen%20label%3A%22good%20first%20issue%22) From cf0b317f6df933377ea85fc364453f037343b221 Mon Sep 17 00:00:00 2001 From: Jia Yu Date: Thu, 24 Sep 2026 21:58:00 -0700 Subject: [PATCH 4/4] [DOCS] Refine GeoPandas coverage reference and translations --- README.md | 2 +- docs/api/geopandas-coverage.md | 352 +++++++++++++++--------------- docs/sedonaspark.zh.md | 1 + docs/tutorial/geopandas-api.zh.md | 2 + mkdocs.yml | 1 + 5 files changed, 181 insertions(+), 177 deletions(-) diff --git a/README.md b/README.md index 33913af87af..5ee7f3e207a 100644 --- a/README.md +++ b/README.md @@ -108,7 +108,7 @@ Some of the key features of Apache Sedona include: * Support for a wide range of geospatial data formats, including [GeoJSON](https://en.wikipedia.org/wiki/GeoJSON), [WKT](https://en.wikipedia.org/wiki/Well-known_text_representation_of_geometry), and [ESRI](https://www.esri.com) [Shapefile](https://en.wikipedia.org/wiki/Shapefile). * Scalable distributed processing of large vector and raster datasets. * Tools for spatial indexing, spatial querying, and spatial join operations. -* GeoPandas API on Apache Spark: **91.4% API availability** (160/175 catalogued APIs, including partial implementations) in the 2.0.0 development version. See the [coverage reference](docs/api/geopandas-coverage.md) for the GeoPandas 1.1.4 baseline and limitations. +* GeoPandas API on Apache Spark. See the [coverage reference](docs/api/geopandas-coverage.md) for API availability and limitations in the 2.0.0 development version, compared with GeoPandas 1.1.4. * Integration with popular big data tools, such as Spark, [Hadoop](https://hadoop.apache.org/), [Hive](https://hive.apache.org/), and Flink for data storage and querying. * A user-friendly API for working with geospatial data in the [SQL](https://en.wikipedia.org/wiki/SQL), [Python](https://www.python.org/), [Scala](https://www.scala-lang.org/) and [Java](https://www.java.com) languages. * Flexible deployment options, including standalone, local, and cluster modes. diff --git a/docs/api/geopandas-coverage.md b/docs/api/geopandas-coverage.md index e4cfccdff29..873a5a422bf 100644 --- a/docs/api/geopandas-coverage.md +++ b/docs/api/geopandas-coverage.md @@ -81,206 +81,206 @@ GeoPandas reference; they describe the target interface, not Sedona's support le | API | Status | Notes | | --- | --- | --- | -| [`GeoSeries.area`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.area.html) | Available / partially available | — | -| [`GeoSeries.boundary`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.boundary.html) | Available / partially available | — | -| [`GeoSeries.bounds`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.bounds.html) | Available / partially available | — | -| [`GeoSeries.total_bounds`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.total_bounds.html) | Available / partially available | Distributed aggregation returns four bounds to the driver. | -| [`GeoSeries.length`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.length.html) | Available / partially available | — | -| [`GeoSeries.geom_type`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.geom_type.html) | Available / partially available | Standalone LinearRing geometries are represented as LineString. | -| [`GeoSeries.offset_curve`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.offset_curve.html) | Available / partially available | Scalar distance only; join_style and mitre_limit are accepted but ignored. | -| [`GeoSeries.distance`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.distance.html) | Available / partially available | — | -| [`GeoSeries.hausdorff_distance`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.hausdorff_distance.html) | Available / partially available | — | -| [`GeoSeries.frechet_distance`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.frechet_distance.html) | Available / partially available | densify is not supported. | -| [`GeoSeries.representative_point`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.representative_point.html) | Available / partially available | — | -| [`GeoSeries.exterior`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.exterior.html) | Available / partially available | Returns LineString rings instead of LinearRing geometries. | -| [`GeoSeries.interiors`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.interiors.html) | Available / partially available | Interior rings are returned as LineString geometries instead of LinearRing objects. | -| [`GeoSeries.minimum_bounding_radius`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_bounding_radius.html) | Available / partially available | — | -| [`GeoSeries.minimum_clearance`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_clearance.html) | Available / partially available | — | -| [`GeoSeries.x`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.x.html) | Available / partially available | — | -| [`GeoSeries.y`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.y.html) | Available / partially available | — | -| [`GeoSeries.z`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.z.html) | Available / partially available | — | -| [`GeoSeries.m`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.m.html) | Available / partially available | — | -| [`GeoSeries.get_coordinates`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.get_coordinates.html) | Available / partially available | — | -| [`GeoSeries.count_coordinates`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.count_coordinates.html) | Available / partially available | — | -| [`GeoSeries.count_geometries`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.count_geometries.html) | Available / partially available | — | -| [`GeoSeries.count_interior_rings`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.count_interior_rings.html) | Available / partially available | — | -| [`GeoSeries.set_precision`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.set_precision.html) | Unsupported | Explicit NotImplementedError stub. | -| [`GeoSeries.get_precision`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.get_precision.html) | Unsupported | Explicit NotImplementedError stub. | -| [`GeoSeries.get_geometry`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.get_geometry.html) | Available / partially available | — | -| [`GeoSeries.is_closed`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_closed.html) | Available / partially available | Standalone LinearRing identity is lost; empty LinearRing behavior differs. | -| [`GeoSeries.is_empty`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_empty.html) | Available / partially available | — | -| [`GeoSeries.is_ring`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_ring.html) | Available / partially available | — | -| [`GeoSeries.is_simple`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_simple.html) | Available / partially available | — | -| [`GeoSeries.is_valid`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_valid.html) | Available / partially available | — | -| [`GeoSeries.is_valid_reason`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_valid_reason.html) | Available / partially available | — | -| [`GeoSeries.is_valid_coverage`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_valid_coverage.html) | Available / partially available | Distributed validation returns a single boolean to the driver. | -| [`GeoSeries.invalid_coverage_edges`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.invalid_coverage_edges.html) | Available / partially available | — | -| [`GeoSeries.has_m`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.has_m.html) | Available / partially available | — | -| [`GeoSeries.has_z`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.has_z.html) | Available / partially available | — | -| [`GeoSeries.is_ccw`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.is_ccw.html) | Available / partially available | — | -| [`GeoSeries.contains`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.contains.html) | Available / partially available | — | -| [`GeoSeries.contains_properly`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.contains_properly.html) | Available / partially available | — | -| [`GeoSeries.crosses`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.crosses.html) | Available / partially available | — | -| [`GeoSeries.disjoint`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.disjoint.html) | Available / partially available | — | -| [`GeoSeries.dwithin`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.dwithin.html) | Available / partially available | — | -| [`GeoSeries.geom_equals`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.geom_equals.html) | Available / partially available | — | -| [`GeoSeries.geom_equals_exact`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.geom_equals_exact.html) | Available / partially available | Standalone LinearRing and matching LineString inputs cannot be distinguished. | -| [`GeoSeries.geom_equals_identical`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.geom_equals_identical.html) | Available / partially available | Comparison uses Spark storage: LinearRing identity and some empty/NaN-Z or mixed coordinate layouts cannot be distinguished. | -| [`GeoSeries.intersects`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.intersects.html) | Available / partially available | — | -| [`GeoSeries.overlaps`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.overlaps.html) | Available / partially available | — | -| [`GeoSeries.touches`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.touches.html) | Available / partially available | — | -| [`GeoSeries.within`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.within.html) | Available / partially available | — | -| [`GeoSeries.covers`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.covers.html) | Available / partially available | — | -| [`GeoSeries.covered_by`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.covered_by.html) | Available / partially available | — | -| [`GeoSeries.relate`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.relate.html) | Available / partially available | — | -| [`GeoSeries.relate_pattern`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.relate_pattern.html) | Available / partially available | — | -| [`GeoSeries.clip_by_rect`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.clip_by_rect.html) | Available / partially available | Uses intersection with an envelope; boundary-only intersections and empty output types differ from GeoPandas rectangle clipping. | -| [`GeoSeries.difference`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.difference.html) | Available / partially available | GeometryCollection operands are not generally supported by the underlying difference operation. | -| [`GeoSeries.intersection`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.intersection.html) | Available / partially available | — | -| [`GeoSeries.symmetric_difference`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.symmetric_difference.html) | Available / partially available | — | -| [`GeoSeries.union`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.union.html) | Available / partially available | — | -| [`GeoSeries.buffer`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.buffer.html) | Available / partially available | Array/Series distances are not supported; extra keyword arguments are ignored. | -| [`GeoSeries.centroid`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.centroid.html) | Available / partially available | — | -| [`GeoSeries.concave_hull`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.concave_hull.html) | Available / partially available | — | -| [`GeoSeries.convex_hull`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.convex_hull.html) | Available / partially available | — | -| [`GeoSeries.envelope`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.envelope.html) | Available / partially available | — | -| [`GeoSeries.extract_unique_points`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.extract_unique_points.html) | Available / partially available | — | -| [`GeoSeries.force_2d`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.force_2d.html) | Available / partially available | — | -| [`GeoSeries.force_3d`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.force_3d.html) | Available / partially available | — | -| [`GeoSeries.make_valid`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.make_valid.html) | Available / partially available | Only method='structure' is supported; the default method='linework' raises. | -| [`GeoSeries.minimum_bounding_circle`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_bounding_circle.html) | Available / partially available | — | -| [`GeoSeries.maximum_inscribed_circle`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.maximum_inscribed_circle.html) | Available / partially available | — | -| [`GeoSeries.minimum_clearance_line`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_clearance_line.html) | Available / partially available | — | -| [`GeoSeries.minimum_rotated_rectangle`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.minimum_rotated_rectangle.html) | Available / partially available | — | -| [`GeoSeries.normalize`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.normalize.html) | Available / partially available | — | -| [`GeoSeries.orient_polygons`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.orient_polygons.html) | Available / partially available | — | -| [`GeoSeries.remove_repeated_points`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.remove_repeated_points.html) | Available / partially available | — | -| [`GeoSeries.reverse`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.reverse.html) | Available / partially available | — | -| [`GeoSeries.sample_points`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.sample_points.html) | Available / partially available | Only method='uniform'; RNG results/state advancement differ; extra keywords are ignored. | -| [`GeoSeries.segmentize`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.segmentize.html) | Available / partially available | — | -| [`GeoSeries.shortest_line`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.shortest_line.html) | Available / partially available | — | -| [`GeoSeries.simplify`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.simplify.html) | Available / partially available | — | -| [`GeoSeries.simplify_coverage`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.simplify_coverage.html) | Available / partially available | Spark Classic with checkpoint storage required; finite valid 2D polygon coverage only, at most 100,000 coordinates per geometry. Conservative simplification may retain extra vertices and never removes rings or parts. | -| [`GeoSeries.snap`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.snap.html) | Available / partially available | Array-like tolerance is not supported. | -| [`GeoSeries.transform`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.transform.html) | Available / partially available | Requires Spark >=3.5 and Shapely >=2.0. Callbacks run per Spark batch and must not depend on batch boundaries or mutable state. | -| [`GeoSeries.affine_transform`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.affine_transform.html) | Available / partially available | — | -| [`GeoSeries.rotate`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.rotate.html) | Available / partially available | — | -| [`GeoSeries.scale`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.scale.html) | Available / partially available | — | -| [`GeoSeries.skew`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.skew.html) | Available / partially available | — | -| [`GeoSeries.translate`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.translate.html) | Available / partially available | — | -| [`GeoSeries.interpolate`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.interpolate.html) | Available / partially available | — | -| [`GeoSeries.line_merge`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.line_merge.html) | Available / partially available | directed=True is not supported. | -| [`GeoSeries.project`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.project.html) | Available / partially available | — | -| [`GeoSeries.shared_paths`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.shared_paths.html) | Available / partially available | — | -| [`GeoSeries.build_area`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.build_area.html) | Available / partially available | — | -| [`GeoSeries.constrained_delaunay_triangles`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.constrained_delaunay_triangles.html) | Available / partially available | — | -| [`GeoSeries.delaunay_triangles`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.delaunay_triangles.html) | Available / partially available | Computes a separate triangulation per input geometry rather than aggregating vertices across the series. | -| [`GeoSeries.explode`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.explode.html) | Available / partially available | — | -| [`GeoSeries.intersection_all`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.intersection_all.html) | Available / partially available | Distributed aggregation returns one geometry to the driver. | -| [`GeoSeries.polygonize`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.polygonize.html) | Available / partially available | full=True is not supported. | -| [`GeoSeries.union_all`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.union_all.html) | Available / partially available | grid_size is not supported; non-default method values are ignored with a warning. | -| [`GeoSeries.voronoi_polygons`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.voronoi_polygons.html) | Available / partially available | Computes a separate diagram per geometry; only_edges=True is not supported. | -| [`GeoSeries.from_arrow`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_arrow.html) | Available / partially available | Converts a local Arrow array through GeoPandas before constructing the distributed series. | -| [`GeoSeries.from_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_file.html) | Available / partially available | Supports Shapefile, GeoJSON, GeoPackage and GeoParquet; uses format/table_name options and does not implement general GeoPandas reader keywords. | -| [`GeoSeries.from_wkb`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_wkb.html) | Available / partially available | Only on_invalid='raise' is implemented. | -| [`GeoSeries.from_wkt`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_wkt.html) | Available / partially available | Only on_invalid='raise' is implemented. | -| [`GeoSeries.from_xy`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.from_xy.html) | Available / partially available | Additional constructor keyword arguments support name only. | -| [`GeoSeries.to_arrow`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_arrow.html) | Available / partially available | Collects the entire series to the driver and delegates to local GeoPandas. | -| [`GeoSeries.to_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_file.html) | Available / partially available | Writes GeoJSON or GeoParquet through Spark; schema, engine and GeoPandas metadata options are not implemented. | -| [`GeoSeries.to_json`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_json.html) | Available / partially available | Collects the entire series through a GeoDataFrame and serializes with local GeoPandas. | -| [`GeoSeries.to_wkb`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_wkb.html) | Available / partially available | Supports hex; additional Shapely serialization keyword arguments are ignored. | -| [`GeoSeries.to_wkt`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_wkt.html) | Available / partially available | Additional Shapely formatting keyword arguments are ignored. | -| [`GeoSeries.crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.crs.html) | Available / partially available | — | -| [`GeoSeries.set_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.set_crs.html) | Available / partially available | — | -| [`GeoSeries.to_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.to_crs.html) | Available / partially available | — | -| [`GeoSeries.estimate_utm_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.estimate_utm_crs.html) | Available / partially available | Uses aggregated bounds to select a local pyproj CRS. | -| [`GeoSeries.fillna`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.fillna.html) | Available / partially available | Distributed alignment is lazy; invalid duplicate replacement indexes raise when evaluated. limit requires global ordering. | -| [`GeoSeries.isna`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.isna.html) | Available / partially available | — | -| [`GeoSeries.notna`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.notna.html) | Available / partially available | — | -| [`GeoSeries.clip`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.clip.html) | Available / partially available | Rectangular masks use ST_Intersection; boundary-only results can differ from GeoPandas fast rectangle clipping. | -| [`GeoSeries.plot`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.plot.html) | Available / partially available | Collects the entire series to the driver and delegates to local GeoPandas plotting. | -| [`GeoSeries.explore`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.explore.html) | Unsupported | No GeoSeries implementation. | -| [`GeoSeries.sindex`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.sindex.html) | Available / partially available | Returns and caches a Sedona SpatialIndex; query options and results differ from GeoPandas (see Spatial index below). | -| [`GeoSeries.has_sindex`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.has_sindex.html) | Available / partially available | — | -| [`GeoSeries.cx`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.cx.html) | Available / partially available | — | -| [`GeoSeries.__geo_interface__`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoSeries.__geo_interface__.html) | Unsupported | Intentionally excluded by the distributed API plan (issue #2230). | +| [`GeoSeries.area`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.area.html) | Available / partially available | — | +| [`GeoSeries.boundary`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.boundary.html) | Available / partially available | — | +| [`GeoSeries.bounds`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.bounds.html) | Available / partially available | — | +| [`GeoSeries.total_bounds`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.total_bounds.html) | Available / partially available | Distributed aggregation returns four bounds to the driver. | +| [`GeoSeries.length`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.length.html) | Available / partially available | — | +| [`GeoSeries.geom_type`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.geom_type.html) | Available / partially available | Standalone LinearRing geometries are represented as LineString. | +| [`GeoSeries.offset_curve`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.offset_curve.html) | Available / partially available | Scalar distance only; join_style and mitre_limit are accepted but ignored. | +| [`GeoSeries.distance`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.distance.html) | Available / partially available | — | +| [`GeoSeries.hausdorff_distance`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.hausdorff_distance.html) | Available / partially available | — | +| [`GeoSeries.frechet_distance`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.frechet_distance.html) | Available / partially available | densify is not supported. | +| [`GeoSeries.representative_point`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.representative_point.html) | Available / partially available | — | +| [`GeoSeries.exterior`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.exterior.html) | Available / partially available | Returns LineString rings instead of LinearRing geometries. | +| [`GeoSeries.interiors`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.interiors.html) | Available / partially available | Interior rings are returned as LineString geometries instead of LinearRing objects. | +| [`GeoSeries.minimum_bounding_radius`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.minimum_bounding_radius.html) | Available / partially available | — | +| [`GeoSeries.minimum_clearance`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.minimum_clearance.html) | Available / partially available | — | +| [`GeoSeries.x`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.x.html) | Available / partially available | — | +| [`GeoSeries.y`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.y.html) | Available / partially available | — | +| [`GeoSeries.z`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.z.html) | Available / partially available | — | +| [`GeoSeries.m`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.m.html) | Available / partially available | — | +| [`GeoSeries.get_coordinates`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.get_coordinates.html) | Available / partially available | — | +| [`GeoSeries.count_coordinates`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.count_coordinates.html) | Available / partially available | — | +| [`GeoSeries.count_geometries`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.count_geometries.html) | Available / partially available | — | +| [`GeoSeries.count_interior_rings`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.count_interior_rings.html) | Available / partially available | — | +| [`GeoSeries.set_precision`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.set_precision.html) | Unsupported | Explicit NotImplementedError stub. | +| [`GeoSeries.get_precision`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.get_precision.html) | Unsupported | Explicit NotImplementedError stub. | +| [`GeoSeries.get_geometry`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.get_geometry.html) | Available / partially available | — | +| [`GeoSeries.is_closed`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.is_closed.html) | Available / partially available | Standalone LinearRing identity is lost; empty LinearRing behavior differs. | +| [`GeoSeries.is_empty`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.is_empty.html) | Available / partially available | — | +| [`GeoSeries.is_ring`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.is_ring.html) | Available / partially available | — | +| [`GeoSeries.is_simple`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.is_simple.html) | Available / partially available | — | +| [`GeoSeries.is_valid`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.is_valid.html) | Available / partially available | — | +| [`GeoSeries.is_valid_reason`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.is_valid_reason.html) | Available / partially available | — | +| [`GeoSeries.is_valid_coverage`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.is_valid_coverage.html) | Available / partially available | Distributed validation returns a single boolean to the driver. | +| [`GeoSeries.invalid_coverage_edges`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.invalid_coverage_edges.html) | Available / partially available | — | +| [`GeoSeries.has_m`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.has_m.html) | Available / partially available | — | +| [`GeoSeries.has_z`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.has_z.html) | Available / partially available | — | +| [`GeoSeries.is_ccw`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.is_ccw.html) | Available / partially available | — | +| [`GeoSeries.contains`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.contains.html) | Available / partially available | — | +| [`GeoSeries.contains_properly`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.contains_properly.html) | Available / partially available | — | +| [`GeoSeries.crosses`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.crosses.html) | Available / partially available | — | +| [`GeoSeries.disjoint`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.disjoint.html) | Available / partially available | — | +| [`GeoSeries.dwithin`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.dwithin.html) | Available / partially available | — | +| [`GeoSeries.geom_equals`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.geom_equals.html) | Available / partially available | — | +| [`GeoSeries.geom_equals_exact`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.geom_equals_exact.html) | Available / partially available | Standalone LinearRing and matching LineString inputs cannot be distinguished. | +| [`GeoSeries.geom_equals_identical`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.geom_equals_identical.html) | Available / partially available | Comparison uses Spark storage: LinearRing identity and some empty/NaN-Z or mixed coordinate layouts cannot be distinguished. | +| [`GeoSeries.intersects`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.intersects.html) | Available / partially available | — | +| [`GeoSeries.overlaps`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.overlaps.html) | Available / partially available | — | +| [`GeoSeries.touches`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.touches.html) | Available / partially available | — | +| [`GeoSeries.within`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.within.html) | Available / partially available | — | +| [`GeoSeries.covers`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.covers.html) | Available / partially available | — | +| [`GeoSeries.covered_by`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.covered_by.html) | Available / partially available | — | +| [`GeoSeries.relate`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.relate.html) | Available / partially available | — | +| [`GeoSeries.relate_pattern`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.relate_pattern.html) | Available / partially available | — | +| [`GeoSeries.clip_by_rect`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.clip_by_rect.html) | Available / partially available | Uses intersection with an envelope; boundary-only intersections and empty output types differ from GeoPandas rectangle clipping. | +| [`GeoSeries.difference`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.difference.html) | Available / partially available | GeometryCollection operands are not generally supported by the underlying difference operation. | +| [`GeoSeries.intersection`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.intersection.html) | Available / partially available | — | +| [`GeoSeries.symmetric_difference`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.symmetric_difference.html) | Available / partially available | — | +| [`GeoSeries.union`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.union.html) | Available / partially available | — | +| [`GeoSeries.buffer`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.buffer.html) | Available / partially available | Array/Series distances are not supported; extra keyword arguments are ignored. | +| [`GeoSeries.centroid`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.centroid.html) | Available / partially available | — | +| [`GeoSeries.concave_hull`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.concave_hull.html) | Available / partially available | — | +| [`GeoSeries.convex_hull`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.convex_hull.html) | Available / partially available | — | +| [`GeoSeries.envelope`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.envelope.html) | Available / partially available | — | +| [`GeoSeries.extract_unique_points`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.extract_unique_points.html) | Available / partially available | — | +| [`GeoSeries.force_2d`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.force_2d.html) | Available / partially available | — | +| [`GeoSeries.force_3d`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.force_3d.html) | Available / partially available | — | +| [`GeoSeries.make_valid`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.make_valid.html) | Available / partially available | Only method='structure' is supported; the default method='linework' raises. | +| [`GeoSeries.minimum_bounding_circle`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.minimum_bounding_circle.html) | Available / partially available | — | +| [`GeoSeries.maximum_inscribed_circle`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.maximum_inscribed_circle.html) | Available / partially available | — | +| [`GeoSeries.minimum_clearance_line`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.minimum_clearance_line.html) | Available / partially available | — | +| [`GeoSeries.minimum_rotated_rectangle`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.minimum_rotated_rectangle.html) | Available / partially available | — | +| [`GeoSeries.normalize`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.normalize.html) | Available / partially available | — | +| [`GeoSeries.orient_polygons`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.orient_polygons.html) | Available / partially available | — | +| [`GeoSeries.remove_repeated_points`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.remove_repeated_points.html) | Available / partially available | — | +| [`GeoSeries.reverse`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.reverse.html) | Available / partially available | — | +| [`GeoSeries.sample_points`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.sample_points.html) | Available / partially available | Only method='uniform'; RNG results/state advancement differ; extra keywords are ignored. | +| [`GeoSeries.segmentize`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.segmentize.html) | Available / partially available | — | +| [`GeoSeries.shortest_line`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.shortest_line.html) | Available / partially available | — | +| [`GeoSeries.simplify`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.simplify.html) | Available / partially available | — | +| [`GeoSeries.simplify_coverage`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.simplify_coverage.html) | Available / partially available | Spark Classic with checkpoint storage required; finite valid 2D polygon coverage only, at most 100,000 coordinates per geometry. Conservative simplification may retain extra vertices and never removes rings or parts. | +| [`GeoSeries.snap`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.snap.html) | Available / partially available | Array-like tolerance is not supported. | +| [`GeoSeries.transform`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.transform.html) | Available / partially available | Requires Spark >=3.5 and Shapely >=2.0. Callbacks run per Spark batch and must not depend on batch boundaries or mutable state. | +| [`GeoSeries.affine_transform`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.affine_transform.html) | Available / partially available | — | +| [`GeoSeries.rotate`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.rotate.html) | Available / partially available | — | +| [`GeoSeries.scale`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.scale.html) | Available / partially available | — | +| [`GeoSeries.skew`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.skew.html) | Available / partially available | — | +| [`GeoSeries.translate`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.translate.html) | Available / partially available | — | +| [`GeoSeries.interpolate`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.interpolate.html) | Available / partially available | — | +| [`GeoSeries.line_merge`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.line_merge.html) | Available / partially available | directed=True is not supported. | +| [`GeoSeries.project`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.project.html) | Available / partially available | — | +| [`GeoSeries.shared_paths`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.shared_paths.html) | Available / partially available | — | +| [`GeoSeries.build_area`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.build_area.html) | Available / partially available | — | +| [`GeoSeries.constrained_delaunay_triangles`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.constrained_delaunay_triangles.html) | Available / partially available | — | +| [`GeoSeries.delaunay_triangles`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.delaunay_triangles.html) | Available / partially available | Computes a separate triangulation per input geometry rather than aggregating vertices across the series. | +| [`GeoSeries.explode`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.explode.html) | Available / partially available | — | +| [`GeoSeries.intersection_all`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.intersection_all.html) | Available / partially available | Distributed aggregation returns one geometry to the driver. | +| [`GeoSeries.polygonize`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.polygonize.html) | Available / partially available | full=True is not supported. | +| [`GeoSeries.union_all`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.union_all.html) | Available / partially available | grid_size is not supported; non-default method values are ignored with a warning. | +| [`GeoSeries.voronoi_polygons`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.voronoi_polygons.html) | Available / partially available | Computes a separate diagram per geometry; only_edges=True is not supported. | +| [`GeoSeries.from_arrow`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.from_arrow.html) | Available / partially available | Converts a local Arrow array through GeoPandas before constructing the distributed series. | +| [`GeoSeries.from_file`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.from_file.html) | Available / partially available | Supports Shapefile, GeoJSON, GeoPackage and GeoParquet; uses format/table_name options and does not implement general GeoPandas reader keywords. | +| [`GeoSeries.from_wkb`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.from_wkb.html) | Available / partially available | Only on_invalid='raise' is implemented. | +| [`GeoSeries.from_wkt`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.from_wkt.html) | Available / partially available | Only on_invalid='raise' is implemented. | +| [`GeoSeries.from_xy`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.from_xy.html) | Available / partially available | Additional constructor keyword arguments support name only. | +| [`GeoSeries.to_arrow`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.to_arrow.html) | Available / partially available | Collects the entire series to the driver and delegates to local GeoPandas. | +| [`GeoSeries.to_file`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.to_file.html) | Available / partially available | Writes GeoJSON or GeoParquet through Spark; schema, engine and GeoPandas metadata options are not implemented. | +| [`GeoSeries.to_json`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.to_json.html) | Available / partially available | Collects the entire series through a GeoDataFrame and serializes with local GeoPandas. | +| [`GeoSeries.to_wkb`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.to_wkb.html) | Available / partially available | Supports hex; additional Shapely serialization keyword arguments are ignored. | +| [`GeoSeries.to_wkt`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.to_wkt.html) | Available / partially available | Additional Shapely formatting keyword arguments are ignored. | +| [`GeoSeries.crs`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.crs.html) | Available / partially available | — | +| [`GeoSeries.set_crs`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.set_crs.html) | Available / partially available | — | +| [`GeoSeries.to_crs`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.to_crs.html) | Available / partially available | — | +| [`GeoSeries.estimate_utm_crs`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.estimate_utm_crs.html) | Available / partially available | Uses aggregated bounds to select a local pyproj CRS. | +| [`GeoSeries.fillna`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.fillna.html) | Available / partially available | Distributed alignment is lazy; invalid duplicate replacement indexes raise when evaluated. limit requires global ordering. | +| [`GeoSeries.isna`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.isna.html) | Available / partially available | — | +| [`GeoSeries.notna`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.notna.html) | Available / partially available | — | +| [`GeoSeries.clip`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.clip.html) | Available / partially available | Rectangular masks use ST_Intersection; boundary-only results can differ from GeoPandas fast rectangle clipping. | +| [`GeoSeries.plot`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.plot.html) | Available / partially available | Collects the entire series to the driver and delegates to local GeoPandas plotting. | +| [`GeoSeries.explore`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.explore.html) | Unsupported | No GeoSeries implementation. | +| [`GeoSeries.sindex`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.sindex.html) | Available / partially available | Returns and caches a Sedona SpatialIndex; query options and results differ from GeoPandas (see Spatial index below). | +| [`GeoSeries.has_sindex`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.has_sindex.html) | Available / partially available | — | +| [`GeoSeries.cx`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.cx.html) | Available / partially available | — | +| [`GeoSeries.__geo_interface__`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoSeries.__geo_interface__.html) | Unsupported | Intentionally excluded by the distributed API plan (issue #2230). | ## GeoDataFrame | API | Status | Notes | | --- | --- | --- | -| [`GeoDataFrame.from_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_file.html) | Available / partially available | Reads Shapefile, GeoJSON, GeoPackage, and GeoParquet; GeoPandas reader options are unsupported and directory formats must be explicit. | -| [`GeoDataFrame.from_features`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_features.html) | Available / partially available | Builds small local feature collections through GeoPandas before distributing them; properties follow Spark schema inference. | -| [`GeoDataFrame.from_postgis`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_postgis.html) | Unsupported | Stub raises NotImplementedError. | -| [`GeoDataFrame.from_arrow`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_arrow.html) | Available / partially available | Converts local GeoArrow input through GeoPandas; to_pandas_kwargs requires GeoPandas 1.1 or newer. | -| [`GeoDataFrame.to_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_file.html) | Available / partially available | Writes GeoJSON and GeoParquet through Spark; GeoPackage output, schema, engine, and GeoPandas metadata options are unsupported. | -| [`GeoDataFrame.to_json`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_json.html) | Available / partially available | Collects the distributed frame to the driver and delegates to GeoPandas. | -| [`GeoDataFrame.to_geo_dict`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_geo_dict.html) | Unsupported | Intentionally unsupported local feature-collection interface for distributed data; current stub raises NotImplementedError. | -| [`GeoDataFrame.to_parquet`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_parquet.html) | Available / partially available | Uses the Sedona GeoParquet writer and Spark options; GeoPandas/PyArrow writer-option parity is not provided. | -| [`GeoDataFrame.to_arrow`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_arrow.html) | Available / partially available | Collects the distributed frame to the driver and delegates to GeoPandas; index=None includes the distributed index. | -| [`GeoDataFrame.to_feather`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_feather.html) | Unsupported | Stub raises NotImplementedError. | -| [`GeoDataFrame.to_postgis`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_postgis.html) | Unsupported | No GeoDataFrame implementation is present. | -| [`GeoDataFrame.to_wkb`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_wkb.html) | Available / partially available | Distributed binary and hexadecimal output work; Shapely serialization keyword options are rejected. | -| [`GeoDataFrame.to_wkt`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_wkt.html) | Available / partially available | Distributed output works; Shapely formatting keywords are rejected and stored precision is retained rather than default six-place rounding. | -| [`GeoDataFrame.crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.crs.html) | Available / partially available | Delegates CRS metadata access to the active geometry column. | -| [`GeoDataFrame.set_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.set_crs.html) | Available / partially available | Assigns or removes active-column CRS metadata, including epsg, inplace, and allow_override. | -| [`GeoDataFrame.to_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.to_crs.html) | Available / partially available | Transforms the active geometry column; supports crs, epsg, and inplace. | -| [`GeoDataFrame.estimate_utm_crs`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.estimate_utm_crs.html) | Available / partially available | Uses a distributed bounds aggregation; only four aggregate values reach the driver. | -| [`GeoDataFrame.rename_geometry`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.rename_geometry.html) | Available / partially available | Renames the active geometry column, with inplace support. | -| [`GeoDataFrame.set_geometry`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.set_geometry.html) | Available / partially available | Existing-column drop=True is rejected; array-like and column selection otherwise work. | -| [`GeoDataFrame.active_geometry_name`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.active_geometry_name.html) | Available / partially available | Returns the active geometry column label, or None. | -| [`GeoDataFrame.dissolve`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.dissolve.html) | Available / partially available | Unary union only, without grid_size; supported aggregate aliases and grouping forms are restricted, and unobserved categorical groups and MultiIndex columns are unsupported. | -| [`GeoDataFrame.explode`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.explode.html) | Available / partially available | Distributed geometry-part expansion supports column, ignore_index, and index_parts; non-geometry columns delegate to pandas-on-Spark. | -| [`GeoDataFrame.sjoin`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.sjoin.html) | Available / partially available | Contains-properly is unavailable; dwithin requires scalar distance; right joins retain left geometries and row order is not preserved. | -| [`GeoDataFrame.sjoin_nearest`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.sjoin_nearest.html) | Available / partially available | Point-only inner joins, default suffixes, exclusive=False, flat string columns, and single-level indexes; KNN tie behavior can omit equidistant or coincident rows. | -| [`GeoDataFrame.clip`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.clip.html) | Available / partially available | Rectangular masks use ST_Intersection; boundary-only results can differ from GeoPandas fast rectangle clipping. | -| [`GeoDataFrame.overlay`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.overlay.html) | Available / partially available | All five modes are distributed; MultiIndex columns are unsupported, and keep_geom_type=None omits the conditional dropped-geometry warning. | -| [`GeoDataFrame.explore`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.explore.html) | Unsupported | No GeoDataFrame implementation is present. | -| [`GeoDataFrame.plot`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.plot.html) | Available / partially available | Collects the distributed frame to the driver and delegates to GeoPandas. | -| [`GeoDataFrame.sindex`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.sindex.html) | Available / partially available | Returns a Sedona spatial index with different query results and options; the GeoDataFrame does not retain the index cache. | -| [`GeoDataFrame.has_sindex`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.has_sindex.html) | Available / partially available | GeoDataFrame spatial-index state is not retained; use a retained active GeoSeries for cache state. | -| [`GeoDataFrame.cx`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.cx.html) | Available / partially available | Distributed coordinate bounding-box selection supports open, reversed, and inclusive slice bounds. | -| [`GeoDataFrame.__geo_interface__`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.__geo_interface__.html) | Unsupported | Intentionally unsupported local feature-collection interface for distributed data; current stub raises NotImplementedError. | -| [`GeoDataFrame.iterfeatures`](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.iterfeatures.html) | Unsupported | Intentionally unsupported row iterator for distributed data; current stub raises NotImplementedError. | +| [`GeoDataFrame.from_file`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.from_file.html) | Available / partially available | Reads Shapefile, GeoJSON, GeoPackage, and GeoParquet; GeoPandas reader options are unsupported and directory formats must be explicit. | +| [`GeoDataFrame.from_features`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.from_features.html) | Available / partially available | Builds small local feature collections through GeoPandas before distributing them; properties follow Spark schema inference. | +| [`GeoDataFrame.from_postgis`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.from_postgis.html) | Unsupported | Stub raises NotImplementedError. | +| [`GeoDataFrame.from_arrow`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.from_arrow.html) | Available / partially available | Converts local GeoArrow input through GeoPandas; to_pandas_kwargs requires GeoPandas 1.1 or newer. | +| [`GeoDataFrame.to_file`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.to_file.html) | Available / partially available | Writes GeoJSON and GeoParquet through Spark; GeoPackage output, schema, engine, and GeoPandas metadata options are unsupported. | +| [`GeoDataFrame.to_json`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.to_json.html) | Available / partially available | Collects the distributed frame to the driver and delegates to GeoPandas. | +| [`GeoDataFrame.to_geo_dict`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.to_geo_dict.html) | Unsupported | Intentionally unsupported local feature-collection interface for distributed data; current stub raises NotImplementedError. | +| [`GeoDataFrame.to_parquet`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.to_parquet.html) | Available / partially available | Uses the Sedona GeoParquet writer and Spark options; GeoPandas/PyArrow writer-option parity is not provided. | +| [`GeoDataFrame.to_arrow`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.to_arrow.html) | Available / partially available | Collects the distributed frame to the driver and delegates to GeoPandas; index=None includes the distributed index. | +| [`GeoDataFrame.to_feather`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.to_feather.html) | Unsupported | Stub raises NotImplementedError. | +| [`GeoDataFrame.to_postgis`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.to_postgis.html) | Unsupported | No GeoDataFrame implementation is present. | +| [`GeoDataFrame.to_wkb`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.to_wkb.html) | Available / partially available | Distributed binary and hexadecimal output work; Shapely serialization keyword options are rejected. | +| [`GeoDataFrame.to_wkt`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.to_wkt.html) | Available / partially available | Distributed output works; Shapely formatting keywords are rejected and stored precision is retained rather than default six-place rounding. | +| [`GeoDataFrame.crs`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.crs.html) | Available / partially available | Delegates CRS metadata access to the active geometry column. | +| [`GeoDataFrame.set_crs`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.set_crs.html) | Available / partially available | Assigns or removes active-column CRS metadata, including epsg, inplace, and allow_override. | +| [`GeoDataFrame.to_crs`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.to_crs.html) | Available / partially available | Transforms the active geometry column; supports crs, epsg, and inplace. | +| [`GeoDataFrame.estimate_utm_crs`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.estimate_utm_crs.html) | Available / partially available | Uses a distributed bounds aggregation; only four aggregate values reach the driver. | +| [`GeoDataFrame.rename_geometry`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.rename_geometry.html) | Available / partially available | Renames the active geometry column, with inplace support. | +| [`GeoDataFrame.set_geometry`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.set_geometry.html) | Available / partially available | Existing-column drop=True is rejected; array-like and column selection otherwise work. | +| [`GeoDataFrame.active_geometry_name`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.active_geometry_name.html) | Available / partially available | Returns the active geometry column label, or None. | +| [`GeoDataFrame.dissolve`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.dissolve.html) | Available / partially available | Unary union only, without grid_size; supported aggregate aliases and grouping forms are restricted, and unobserved categorical groups and MultiIndex columns are unsupported. | +| [`GeoDataFrame.explode`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.explode.html) | Available / partially available | Distributed geometry-part expansion supports column, ignore_index, and index_parts; non-geometry columns delegate to pandas-on-Spark. | +| [`GeoDataFrame.sjoin`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.sjoin.html) | Available / partially available | Contains-properly is unavailable; dwithin requires scalar distance; right joins retain left geometries and row order is not preserved. | +| [`GeoDataFrame.sjoin_nearest`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.sjoin_nearest.html) | Available / partially available | Point-only inner joins, default suffixes, exclusive=False, flat string columns, and single-level indexes; KNN tie behavior can omit equidistant or coincident rows. | +| [`GeoDataFrame.clip`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.clip.html) | Available / partially available | Rectangular masks use ST_Intersection; boundary-only results can differ from GeoPandas fast rectangle clipping. | +| [`GeoDataFrame.overlay`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.overlay.html) | Available / partially available | All five modes are distributed; MultiIndex columns are unsupported, and keep_geom_type=None omits the conditional dropped-geometry warning. | +| [`GeoDataFrame.explore`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.explore.html) | Unsupported | No GeoDataFrame implementation is present. | +| [`GeoDataFrame.plot`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.plot.html) | Available / partially available | Collects the distributed frame to the driver and delegates to GeoPandas. | +| [`GeoDataFrame.sindex`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.sindex.html) | Available / partially available | Returns a Sedona spatial index with different query results and options; the GeoDataFrame does not retain the index cache. | +| [`GeoDataFrame.has_sindex`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.has_sindex.html) | Available / partially available | GeoDataFrame spatial-index state is not retained; use a retained active GeoSeries for cache state. | +| [`GeoDataFrame.cx`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.cx.html) | Available / partially available | Distributed coordinate bounding-box selection supports open, reversed, and inclusive slice bounds. | +| [`GeoDataFrame.__geo_interface__`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.__geo_interface__.html) | Unsupported | Intentionally unsupported local feature-collection interface for distributed data; current stub raises NotImplementedError. | +| [`GeoDataFrame.iterfeatures`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.GeoDataFrame.iterfeatures.html) | Unsupported | Intentionally unsupported row iterator for distributed data; current stub raises NotImplementedError. | ## Input/output | API | Status | Notes | | --- | --- | --- | -| [`geopandas.list_layers`](https://geopandas.org/en/stable/docs/reference/api/geopandas.list_layers.html) | Available / partially available | GeoPackage only; string/path-like inputs only. Reads layer metadata through Spark and collects the small layer listing to pandas. | -| [`geopandas.read_file`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_file.html) | Available / partially available | Reads Shapefile, GeoJSON, GeoPackage and GeoParquet only. GeoPandas bbox/mask/columns/rows/engine options are warned about and ignored; GeoPackage requires table_name rather than layer. | -| [`geopandas.read_postgis`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_postgis.html) | Unsupported | No implementation or public export in sedona.spark.geopandas. | -| [`geopandas.read_feather`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_feather.html) | Unsupported | No implementation or public export in sedona.spark.geopandas. | -| [`geopandas.read_parquet`](https://geopandas.org/en/stable/docs/reference/api/geopandas.read_parquet.html) | Available / partially available | Reads GeoParquet through Spark. Named columns, storage_options, bbox and to_pandas_kwargs parameters are explicitly unsupported and silently ignored; extra kwargs warn and are ignored. | +| [`geopandas.list_layers`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.list_layers.html) | Available / partially available | GeoPackage only; string/path-like inputs only. Reads layer metadata through Spark and collects the small layer listing to pandas. | +| [`geopandas.read_file`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.read_file.html) | Available / partially available | Reads Shapefile, GeoJSON, GeoPackage and GeoParquet only. GeoPandas bbox/mask/columns/rows/engine options are warned about and ignored; GeoPackage requires table_name rather than layer. | +| [`geopandas.read_postgis`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.read_postgis.html) | Unsupported | No implementation or public export in sedona.spark.geopandas. | +| [`geopandas.read_feather`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.read_feather.html) | Unsupported | No implementation or public export in sedona.spark.geopandas. | +| [`geopandas.read_parquet`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.read_parquet.html) | Available / partially available | Reads GeoParquet through Spark. The columns, storage_options, bbox and to_pandas_kwargs parameters are accepted but silently ignored (no warning); column selection and bbox filtering are not applied. Extra kwargs trigger a warning. | ## Tools | API | Status | Notes | | --- | --- | --- | -| [`geopandas.sjoin`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sjoin.html) | Available / partially available | Contains-properly is unavailable; dwithin requires scalar distance; right joins retain left geometries and row order is not preserved. | -| [`geopandas.sjoin_nearest`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sjoin_nearest.html) | Available / partially available | Point-only inner joins with exclusive=False, default suffixes, flat unique string columns and single-level indexes. All equidistant rows are not guaranteed; max_distance filters results after the KNN search. | -| [`geopandas.overlay`](https://geopandas.org/en/stable/docs/reference/api/geopandas.overlay.html) | Available / partially available | All five overlay modes are implemented natively; MultiIndex columns are explicitly unsupported. keep_geom_type=None does not emit the conditional dropped-geometry warning. | -| [`geopandas.clip`](https://geopandas.org/en/stable/docs/reference/api/geopandas.clip.html) | Available / partially available | Rectangular masks use ST_Intersection; boundary-only results can differ from GeoPandas fast rectangle clipping. | -| [`geopandas.tools.geocode`](https://geopandas.org/en/stable/docs/reference/api/geopandas.tools.geocode.html) | Unsupported | No geocode implementation or tools export. | -| [`geopandas.tools.reverse_geocode`](https://geopandas.org/en/stable/docs/reference/api/geopandas.tools.reverse_geocode.html) | Unsupported | No reverse_geocode implementation or tools export. | -| [`geopandas.tools.collect`](https://geopandas.org/en/stable/docs/reference/api/geopandas.tools.collect.html) | Available / partially available | Distributed inputs use ST_Collect_Agg and materialize only the metadata and one scalar geometry required by the API; local inputs delegate to GeoPandas. | -| [`geopandas.points_from_xy`](https://geopandas.org/en/stable/docs/reference/api/geopandas.points_from_xy.html) | Available / partially available | Constructs 2D/3D points with CRS through native expressions, but returns a distributed GeoSeries instead of upstream GeometryArray. Distributed coordinate Series must share a frame and index. | +| [`geopandas.sjoin`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.sjoin.html) | Available / partially available | Contains-properly is unavailable; dwithin requires scalar distance; right joins retain left geometries and row order is not preserved. | +| [`geopandas.sjoin_nearest`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.sjoin_nearest.html) | Available / partially available | Point-only inner joins with exclusive=False, default suffixes, flat unique string columns and single-level indexes. All equidistant rows are not guaranteed; max_distance filters results after the KNN search. | +| [`geopandas.overlay`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.overlay.html) | Available / partially available | All five overlay modes are implemented natively; MultiIndex columns are explicitly unsupported. keep_geom_type=None does not emit the conditional dropped-geometry warning. | +| [`geopandas.clip`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.clip.html) | Available / partially available | Rectangular masks use ST_Intersection; boundary-only results can differ from GeoPandas fast rectangle clipping. | +| [`geopandas.tools.geocode`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.tools.geocode.html) | Unsupported | No geocode implementation or tools export. | +| [`geopandas.tools.reverse_geocode`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.tools.reverse_geocode.html) | Unsupported | No reverse_geocode implementation or tools export. | +| [`geopandas.tools.collect`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.tools.collect.html) | Available / partially available | Distributed inputs use ST_Collect_Agg and materialize only the metadata and one scalar geometry required by the API; local inputs delegate to GeoPandas. | +| [`geopandas.points_from_xy`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.points_from_xy.html) | Available / partially available | Constructs 2D/3D points with CRS through native expressions, but returns a distributed GeoSeries instead of upstream GeometryArray. Distributed coordinate Series must share a frame and index. | ## Spatial index | API | Status | Notes | | --- | --- | --- | -| [`SpatialIndex.intersection`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.intersection.html) | Available / partially available | Bounding-box wrapper; a distributed index collects matching geometry objects to the driver instead of returning positional indices. Bounds are required as four coordinates. | -| [`SpatialIndex.is_empty`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.is_empty.html) | Available / partially available | Checks whether the input row count is zero; an input containing only null or empty geometries reports False, unlike the upstream index. | -| [`SpatialIndex.nearest`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.nearest.html) | Available / partially available | Scalar Shapely input only with a Sedona k argument; no return_all, max_distance or exclusive arguments. Distributed results are collected geometry objects rather than the upstream index-pair array. | -| [`SpatialIndex.query`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.query.html) | Available / partially available | Scalar Shapely input only; predicates limited to None/intersects/contains, without distance or output_format arguments. Distributed results are collected geometry objects; the local intersects path queries bounding boxes. | -| [`SpatialIndex.size`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.size.html) | Available / partially available | Counts input rows, including null and empty geometries; upstream counts actual indexed geometries. | -| [`SpatialIndex.valid_query_predicates`](https://geopandas.org/en/stable/docs/reference/api/geopandas.sindex.SpatialIndex.valid_query_predicates.html) | Available / partially available | Returns a fresh set containing only None, intersects and contains, reflecting the narrower query implementation. | +| [`SpatialIndex.intersection`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.sindex.SpatialIndex.intersection.html) | Available / partially available | Bounding-box wrapper; a distributed index collects matching geometry objects to the driver instead of returning positional indices. Bounds are required as four coordinates. | +| [`SpatialIndex.is_empty`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.sindex.SpatialIndex.is_empty.html) | Available / partially available | Checks whether the input row count is zero; an input containing only null or empty geometries reports False, unlike the upstream index. | +| [`SpatialIndex.nearest`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.sindex.SpatialIndex.nearest.html) | Available / partially available | Scalar Shapely input only with a Sedona k argument; no return_all, max_distance or exclusive arguments. Distributed results are collected geometry objects rather than the upstream index-pair array. | +| [`SpatialIndex.query`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.sindex.SpatialIndex.query.html) | Available / partially available | Scalar Shapely input only; predicates limited to None/intersects/contains, without distance or output_format arguments. Distributed results are collected geometry objects; the local intersects path queries bounding boxes. | +| [`SpatialIndex.size`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.sindex.SpatialIndex.size.html) | Available / partially available | Counts input rows, including null and empty geometries; upstream counts actual indexed geometries. | +| [`SpatialIndex.valid_query_predicates`](https://geopandas.org/en/v1.1.4/docs/reference/api/geopandas.sindex.SpatialIndex.valid_query_predicates.html) | Available / partially available | Returns a fresh set containing only None, intersects and contains, reflecting the narrower query implementation. | ## Maintaining this reference When API support changes, update its status and notes, recalculate the category and -overall counts, and update the percentage in the repository README. Keep the upstream +overall counts, and update the percentage in the repository README badge. Keep the upstream baseline version fixed unless the entire catalog is refreshed. Adding a stub does not increase availability, and adding one supported parameter does not make an API fully compatible. The [GeoPandas implementation tracker](https://github.com/apache/sedona/issues/2230) diff --git a/docs/sedonaspark.zh.md b/docs/sedonaspark.zh.md index cb3db6198ec..c1c74bf9a64 100644 --- a/docs/sedonaspark.zh.md +++ b/docs/sedonaspark.zh.md @@ -79,6 +79,7 @@ SedonaSpark 在 Apache Spark 之上扩展了一套丰富、开箱即用的分布 * **极致性能**：SedonaSpark 在集群中的多个节点上并行执行计算，使大规模计算能够快速完成。 * 支持**多种文件格式**，包括 GeoJSON、Shapefile、GeoParquet、STAC、JDBC、OSM PBF、CSV 和 PostGIS。 * 提供多种**语言 API**，包括 SQL、Python、Java、Scala 和 R。 +* 在 Spark 上提供 [GeoPandas 风格的 API](tutorial/geopandas-api.md)。请参阅 [API 覆盖情况参考](api/geopandas-coverage.md)，了解可用功能和限制。 * **可扩展**：可根据数据规模水平扩展到数十、数百乃至数千个节点，使用 SedonaSpark 处理海量空间数据集。 * **可移植**：易于在自定义环境中运行，可在本地或云端（如 AWS EMR、Microsoft Fabric、Google DataProc）部署。 * **可扩展定制**：可以使用自定义逻辑对 SedonaSpark 进行扩展，以满足特定的地理空间数据分析需求。 diff --git a/docs/tutorial/geopandas-api.zh.md b/docs/tutorial/geopandas-api.zh.md index 5cfe2b00c66..70ac06dfce1 100644 --- a/docs/tutorial/geopandas-api.zh.md +++ b/docs/tutorial/geopandas-api.zh.md @@ -21,6 +21,8 @@ Apache Sedona 上的 GeoPandas API 提供了与 GeoPandas 一致的接口，可以让您的地理空间分析突破单机的局限。该 API 把熟悉的 GeoPandas DataFrame 语法与 Apache Sedona 在 Apache Spark 上的分布式处理能力结合起来，让您能够使用同样的代码模式处理行星级（planetary-scale）的数据集。 +请参阅 [API 覆盖情况参考](../api/geopandas-coverage.md)，了解支持的方法、参数限制和 API 覆盖率。 + ## 概览 ### 什么是 Apache Sedona 的 GeoPandas API？ diff --git a/mkdocs.yml b/mkdocs.yml index 81665e6a499..5492fb120b2 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -300,6 +300,7 @@ plugins: Raster DataFrame / SQL app: 栅格 DataFrame / SQL 应用 Pure SQL environment: 纯 SQL 环境 GeoPandas API on Sedona: Sedona 上的 GeoPandas API + GeoPandas API coverage: GeoPandas API 覆盖情况 Spatial RDD app: 空间 RDD 应用 Sedona R: Sedona R Work with GeoPandas and Shapely: 与 GeoPandas 和 Shapely 配合使用