我有一个pandas数据框,其中包含一系列起源和目的地,形状为Point对象。我想将其转换为线串的地理数据库。
ID orig_coord dest_coord
0 POINT (-116.2847753565571 43.61722615312507) POINT (-116.3042144501943 43.60844476082184)
1 POINT (-116.2847753565571 43.61722615312507) POINT (-116.3042144501943 43.60844476082184)
2 POINT (-116.2847753565571 43.61722615312507) POINT (-116.3042144501943 43.60844476082184)
我尝试过df['line']=df.apply(lambda x: LineString())
,但没有任何反应。我试过df['line']=LineString([df['orig_coord'],df['dest_coord']])
,但这给了我
---------------------------------------------------------------------------
AttributeError Traceback (most recent call last)
c:\users\...\py3\lib\site-packages\shapely\speedups\_speedups.pyx in shapely.speedups._speedups.geos_linestring_from_py()
AttributeError: 'list' object has no attribute '__array_interface__'
During handling of the above exception, another exception occurred:
AssertionError Traceback (most recent call last)
<ipython-input-31-fe64089b1dcf> in <module>
----> 1 df['line']=LineString([df['orig_coord'],df['dest_coord']])
c:\users\...\py3\lib\site-packages\shapely\geometry\linestring.py in __init__(self, coordinates)
46 BaseGeometry.__init__(self)
47 if coordinates is not None:
---> 48 self._set_coords(coordinates)
49
50 @property
c:\users\...\py3\lib\site-packages\shapely\geometry\linestring.py in _set_coords(self, coordinates)
95 def _set_coords(self, coordinates):
96 self.empty()
---> 97 ret = geos_linestring_from_py(coordinates)
98 if ret is not None:
99 self._geom, self._ndim = ret
c:\users\...\py3\lib\site-packages\shapely\speedups\_speedups.pyx in shapely.speedups._speedups.geos_linestring_from_py()
AssertionError:
我已经用它来获取Point对象,但我没有想过要重复这个过程:
df['line']=[LineString(xy) for xy in zip(df.orig_coord,df.dest_coord)]
这是一个解决方案
from shapely.geometry import Point, LineString
o = [Point (-116.2847753565571, 43.61722615312507),
Point(-116.2847753565571, 43.61722615312507),
Point (-116.2847753565571,43.61722615312507)]
d = [Point (-116.3042144501943, 43.60844476082184),
Point(-116.3042144501943,43.60844476082184),
Point(-116.3042144501943,43.60844476082184)]
df = pd.DataFrame({'orig_coord' : o, 'dest_coord': d})
df['line']=df.apply(lambda x: LineString([x['orig_coord'], x['dest_coord']),axis=1)
print(df['line'])