petern48 commented on code in PR #2056:
URL: https://github.com/apache/sedona/pull/2056#discussion_r2193527759


##########
python/sedona/geopandas/geoseries.py:
##########
@@ -1837,10 +1836,208 @@ def to_crs(
             "",
         )
 
-    def estimate_utm_crs(self, datum_name: str = "WGS 84"):
-        raise NotImplementedError(
-            "GeoSeries.estimate_utm_crs() is not implemented yet."
+    @property
+    def bounds(self) -> pspd.DataFrame:
+        """Returns a ``DataFrame`` with columns ``minx``, ``miny``, ``maxx``,
+        ``maxy`` values containing the bounds for each geometry.
+
+        See ``GeoSeries.total_bounds`` for the limits of the entire series.
+
+        Examples
+        --------
+        >>> from shapely.geometry import Point, Polygon, LineString
+        >>> d = {'geometry': [Point(2, 1), Polygon([(0, 0), (1, 1), (1, 0)]),
+        ... LineString([(0, 1), (1, 2)])]}
+        >>> gdf = geopandas.GeoDataFrame(d, crs="EPSG:4326")
+        >>> gdf.bounds
+           minx  miny  maxx  maxy
+        0   2.0   1.0   2.0   1.0
+        1   0.0   0.0   1.0   1.0
+        2   0.0   1.0   1.0   2.0
+
+        You can assign the bounds to the ``GeoDataFrame`` as:
+
+        >>> import pandas as pd
+        >>> gdf = pd.concat([gdf, gdf.bounds], axis=1)
+        >>> gdf
+                                geometry  minx  miny  maxx  maxy
+        0                     POINT (2 1)   2.0   1.0   2.0   1.0
+        1  POLYGON ((0 0, 1 1, 1 0, 0 0))   0.0   0.0   1.0   1.0
+        2           LINESTRING (0 1, 1 2)   0.0   1.0   1.0   2.0
+        """
+        import numpy as np
+
+        col = self.get_first_geometry_column()
+        envelope_series = self._query_geometry_column(
+            f"ST_Envelope(`{col}`)", col, "bounds"
+        )
+
+        bounds = {
+            "minx": [],
+            "miny": [],
+            "maxx": [],
+            "maxy": [],
+        }
+
+        # TODO: look into making this computation more efficient
+        for i in range(len(envelope_series)):

Review Comment:
   yep, i'll take a look. been trying to fix a few other things. I meant to 
circle back to this comment before submitting the PR, but completely forgot 
once I got it working



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