GeoDataFrame.symmetric_difference

Return a GeoSeries of the symmetric difference of points in each aligned geometry with other. For each geometry, the symmetric difference consists of points in the geometry not in other, and points in other not in the geometry. The operation works on a 1-to-1 row-wise manner.

Signature

symmetric_difference(other, align=None)

Parameters

Geoseries or geometric object

required

The Geoseries (elementwise) or geometric object to find the symmetric difference to.

bool | None (default None)

default:"None"

If True, automatically aligns GeoSeries based on their indices. If False, the order of elements is preserved. None defaults to True.

Returns

GeoSeries

See also

GeoSeries.difference
GeoSeries.union
GeoSeries.intersection

Examples

>>> from sedona.spark.geopandas import GeoSeries
>>> from shapely.geometry import Polygon, LineString, Point
>>> s = GeoSeries(
...     [
...         Polygon([(0, 0), (2, 2), (0, 2)]),
...         Polygon([(0, 0), (2, 2), (0, 2)]),
...         LineString([(0, 0), (2, 2)]),
...         LineString([(2, 0), (0, 2)]),
...         Point(0, 1),
...     ],
... )
>>> s2 = GeoSeries(
...     [
...         Polygon([(0, 0), (1, 1), (0, 1)]),
...         LineString([(1, 0), (1, 3)]),
...         LineString([(2, 0), (0, 2)]),
...         Point(1, 1),
...         Point(0, 1),
...     ],
...     index=range(1, 6),
... )

>>> s
  POLYGON ((0 0, 2 2, 0 2, 0 0))
  POLYGON ((0 0, 2 2, 0 2, 0 0))
           LINESTRING (0 0, 2 2)
           LINESTRING (2 0, 0 2)
                     POINT (0 1)
dtype: geometry

>>> s2
  POLYGON ((0 0, 1 1, 0 1, 0 0))
           LINESTRING (1 0, 1 3)
           LINESTRING (2 0, 0 2)
                     POINT (1 1)
                     POINT (0 1)
dtype: geometry

We can do symmetric difference of each geometry and a single shapely geometry:

>>> s.symmetric_difference(Polygon([(0, 0), (1, 1), (0, 1)]))
                POLYGON ((0 2, 2 2, 1 1, 0 1, 0 2))
                POLYGON ((0 2, 2 2, 1 1, 0 1, 0 2))
  GEOMETRYCOLLECTION (POLYGON ((0 0, 0 1, 1 1, 0...
  GEOMETRYCOLLECTION (POLYGON ((0 0, 0 1, 1 1, 0...
                     POLYGON ((0 1, 1 1, 0 0, 0 1))
dtype: geometry

We can also check two GeoSeries against each other, row by row. The GeoSeries above have different indices. We can either align both GeoSeries based on index values and compare elements with the same index using align=True or ignore index and compare elements based on their matching order using align=False:

>>> s.symmetric_difference(s2, align=True)
                                               None
                POLYGON ((0 2, 2 2, 1 1, 0 1, 0 2))
  MULTILINESTRING ((0 0, 1 1), (1 1, 2 2), (1 0,...
                                   LINESTRING EMPTY
                          MULTIPOINT ((0 1), (1 1))
                                               None
dtype: geometry

>>> s.symmetric_difference(s2, align=False)
                POLYGON ((0 2, 2 2, 1 1, 0 1, 0 2))
  GEOMETRYCOLLECTION (POLYGON ((0 0, 0 2, 1 2, 2...
  MULTILINESTRING ((0 0, 1 1), (1 1, 2 2), (2 0,...
                              LINESTRING (2 0, 0 2)
                                        POINT EMPTY
dtype: geometry

​Signature

​Parameters

​Returns

​Examples

Signature

Parameters

Returns

Examples