diff --git a/README.md b/README.md index 5f2e2695965..5ee7f3e207a 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) @@ -107,7 +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. -* Integration with popular geospatial Python tools such as [GeoPandas](https://geopandas.org). +* 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 new file mode 100644 index 00000000000..873a5a422bf --- /dev/null +++ b/docs/api/geopandas-coverage.md @@ -0,0 +1,287 @@ + + +# 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 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 / 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 / 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 + +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. 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+. + +## GeoSeries + +| API | Status | Notes | +| --- | --- | --- | +| [`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/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/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/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/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 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) +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/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.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/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 b3e1e58c24d..5492fb120b2 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 @@ -299,6 +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