Remove empty geometries from geodataframe





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Since geopandas can't perform overlay/intersection with lines, I found a workaround:



import geopandas as gpd
import fiona
from shapely.geometry import shape, MultiPolygon, LineString, MultiLineString


lines = gpd.read_file('lines.shp')
polyons= gpd.read_file('polygons.shp')
pol_f = fiona.open('polygons.shp')

pol_shp = MultiPolygon([shape(x["geometry"]) for x in pol_f])

lines2 = lines.geometry.apply(lambda x: x.intersection(pol_shp))
lines2.to_file('lines_int.shp')


But it does not let me because there are the empty geometries are GeometryCollections.



I tried this to filter, but it won't work.



lines3 = lines2[lines2.geometry != np.nan]
lines3 = lines2[lines2.geometry == LineString]
lines3 = lines2[lines2.geometry == LineString()]
lines3 = lines2[lines2.geometry == MultiLineString()]
lines3 = lines2[lines2.geometry == MultiLineString]
lines3 = lines2[lines2.geometry != GeometryCollection]


Any ideas?










share|improve this question





























    3















    Since geopandas can't perform overlay/intersection with lines, I found a workaround:



    import geopandas as gpd
    import fiona
    from shapely.geometry import shape, MultiPolygon, LineString, MultiLineString


    lines = gpd.read_file('lines.shp')
    polyons= gpd.read_file('polygons.shp')
    pol_f = fiona.open('polygons.shp')

    pol_shp = MultiPolygon([shape(x["geometry"]) for x in pol_f])

    lines2 = lines.geometry.apply(lambda x: x.intersection(pol_shp))
    lines2.to_file('lines_int.shp')


    But it does not let me because there are the empty geometries are GeometryCollections.



    I tried this to filter, but it won't work.



    lines3 = lines2[lines2.geometry != np.nan]
    lines3 = lines2[lines2.geometry == LineString]
    lines3 = lines2[lines2.geometry == LineString()]
    lines3 = lines2[lines2.geometry == MultiLineString()]
    lines3 = lines2[lines2.geometry == MultiLineString]
    lines3 = lines2[lines2.geometry != GeometryCollection]


    Any ideas?










    share|improve this question

























      3












      3








      3








      Since geopandas can't perform overlay/intersection with lines, I found a workaround:



      import geopandas as gpd
      import fiona
      from shapely.geometry import shape, MultiPolygon, LineString, MultiLineString


      lines = gpd.read_file('lines.shp')
      polyons= gpd.read_file('polygons.shp')
      pol_f = fiona.open('polygons.shp')

      pol_shp = MultiPolygon([shape(x["geometry"]) for x in pol_f])

      lines2 = lines.geometry.apply(lambda x: x.intersection(pol_shp))
      lines2.to_file('lines_int.shp')


      But it does not let me because there are the empty geometries are GeometryCollections.



      I tried this to filter, but it won't work.



      lines3 = lines2[lines2.geometry != np.nan]
      lines3 = lines2[lines2.geometry == LineString]
      lines3 = lines2[lines2.geometry == LineString()]
      lines3 = lines2[lines2.geometry == MultiLineString()]
      lines3 = lines2[lines2.geometry == MultiLineString]
      lines3 = lines2[lines2.geometry != GeometryCollection]


      Any ideas?










      share|improve this question














      Since geopandas can't perform overlay/intersection with lines, I found a workaround:



      import geopandas as gpd
      import fiona
      from shapely.geometry import shape, MultiPolygon, LineString, MultiLineString


      lines = gpd.read_file('lines.shp')
      polyons= gpd.read_file('polygons.shp')
      pol_f = fiona.open('polygons.shp')

      pol_shp = MultiPolygon([shape(x["geometry"]) for x in pol_f])

      lines2 = lines.geometry.apply(lambda x: x.intersection(pol_shp))
      lines2.to_file('lines_int.shp')


      But it does not let me because there are the empty geometries are GeometryCollections.



      I tried this to filter, but it won't work.



      lines3 = lines2[lines2.geometry != np.nan]
      lines3 = lines2[lines2.geometry == LineString]
      lines3 = lines2[lines2.geometry == LineString()]
      lines3 = lines2[lines2.geometry == MultiLineString()]
      lines3 = lines2[lines2.geometry == MultiLineString]
      lines3 = lines2[lines2.geometry != GeometryCollection]


      Any ideas?







      python geopandas






      share|improve this question













      share|improve this question











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      asked 58 mins ago









      ImanolUrImanolUr

      381212




      381212






















          1 Answer
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          3














          The GeoDataFrame and GeoSeries have an is_empty attribute, similar to shapely geometry objects. You can use this to filter out the empty ones:



          In [7]: lines = geopandas.GeoSeries([
          ...: LineString([(0, 0), (1, 1)]), LineString(), LineString([(1, 1), (2, 2)])])

          In [8]: lines
          Out[8]:
          0 LINESTRING (0 0, 1 1)
          1 GEOMETRYCOLLECTION EMPTY
          2 LINESTRING (1 1, 2 2)
          dtype: object

          In [9]: lines.is_empty
          Out[9]:
          0 False
          1 True
          2 False
          dtype: bool

          In [10]: lines[~lines.is_empty]
          Out[10]:
          0 LINESTRING (0 0, 1 1)
          2 LINESTRING (1 1, 2 2)
          dtype: object





          share|improve this answer
























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            1 Answer
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            active

            oldest

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            1 Answer
            1






            active

            oldest

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            active

            oldest

            votes






            active

            oldest

            votes









            3














            The GeoDataFrame and GeoSeries have an is_empty attribute, similar to shapely geometry objects. You can use this to filter out the empty ones:



            In [7]: lines = geopandas.GeoSeries([
            ...: LineString([(0, 0), (1, 1)]), LineString(), LineString([(1, 1), (2, 2)])])

            In [8]: lines
            Out[8]:
            0 LINESTRING (0 0, 1 1)
            1 GEOMETRYCOLLECTION EMPTY
            2 LINESTRING (1 1, 2 2)
            dtype: object

            In [9]: lines.is_empty
            Out[9]:
            0 False
            1 True
            2 False
            dtype: bool

            In [10]: lines[~lines.is_empty]
            Out[10]:
            0 LINESTRING (0 0, 1 1)
            2 LINESTRING (1 1, 2 2)
            dtype: object





            share|improve this answer




























              3














              The GeoDataFrame and GeoSeries have an is_empty attribute, similar to shapely geometry objects. You can use this to filter out the empty ones:



              In [7]: lines = geopandas.GeoSeries([
              ...: LineString([(0, 0), (1, 1)]), LineString(), LineString([(1, 1), (2, 2)])])

              In [8]: lines
              Out[8]:
              0 LINESTRING (0 0, 1 1)
              1 GEOMETRYCOLLECTION EMPTY
              2 LINESTRING (1 1, 2 2)
              dtype: object

              In [9]: lines.is_empty
              Out[9]:
              0 False
              1 True
              2 False
              dtype: bool

              In [10]: lines[~lines.is_empty]
              Out[10]:
              0 LINESTRING (0 0, 1 1)
              2 LINESTRING (1 1, 2 2)
              dtype: object





              share|improve this answer


























                3












                3








                3







                The GeoDataFrame and GeoSeries have an is_empty attribute, similar to shapely geometry objects. You can use this to filter out the empty ones:



                In [7]: lines = geopandas.GeoSeries([
                ...: LineString([(0, 0), (1, 1)]), LineString(), LineString([(1, 1), (2, 2)])])

                In [8]: lines
                Out[8]:
                0 LINESTRING (0 0, 1 1)
                1 GEOMETRYCOLLECTION EMPTY
                2 LINESTRING (1 1, 2 2)
                dtype: object

                In [9]: lines.is_empty
                Out[9]:
                0 False
                1 True
                2 False
                dtype: bool

                In [10]: lines[~lines.is_empty]
                Out[10]:
                0 LINESTRING (0 0, 1 1)
                2 LINESTRING (1 1, 2 2)
                dtype: object





                share|improve this answer













                The GeoDataFrame and GeoSeries have an is_empty attribute, similar to shapely geometry objects. You can use this to filter out the empty ones:



                In [7]: lines = geopandas.GeoSeries([
                ...: LineString([(0, 0), (1, 1)]), LineString(), LineString([(1, 1), (2, 2)])])

                In [8]: lines
                Out[8]:
                0 LINESTRING (0 0, 1 1)
                1 GEOMETRYCOLLECTION EMPTY
                2 LINESTRING (1 1, 2 2)
                dtype: object

                In [9]: lines.is_empty
                Out[9]:
                0 False
                1 True
                2 False
                dtype: bool

                In [10]: lines[~lines.is_empty]
                Out[10]:
                0 LINESTRING (0 0, 1 1)
                2 LINESTRING (1 1, 2 2)
                dtype: object






                share|improve this answer












                share|improve this answer



                share|improve this answer










                answered 45 mins ago









                jorisjoris

                1,175613




                1,175613






























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