Python 具有多边形孔的多边形区域内的点

我正在使用

matplotlib.path.path

检查一组点是否位于由多边形包围的区域内（带有多边形孔的多边形区域）。我的方法包括两个检查和一个循环：

import numpy as np
from matplotlib import path

# Define coordinates of the boundaries
xyOuter = np.array([[-5, -5], [5, -5], [5, 5], [-5, 5]])
xyInner = np.array([[-2, -2], [2, -2], [2, 2], [-2, 2]])

# Convert boundary coordinates to Path objects
xyOuter = path.Path(xyOuter)
xyInner = path.Path(xyInner)

# Define coordinates of the test points
xyPoints = np.linspace(-7, 7, 57)
xyPoints = np.vstack([xyPoints, xyPoints]).T

# Test whether points are inside the outer region
insideOuter = xyOuter.contains_points(xyPoints)

# Test whether points are inside the inner region
insideInner = xyInner.contains_points(xyPoints)

# Initialise boolean array for region bounded by two polygons
insideRegion = np.zeros(insideOuter.shape, dtype=bool)

# Flip False to True if point is inside the outer region AND outside the inner region
for i in range(len(insideRegion)):
    if insideOuter[i] == True:
        if insideInner[i] == False:
            insideRegion[i] = True

# Print results
for o, i, r in zip(insideOuter, insideInner, insideRegion):
    print o, i, r

有没有一种不涉及for循环的更快的方法？

您可以简单地这样做-

insideRegion = insideOuter & ~insideInner

---

非常好，非常感谢！我认为第一个建议对于更一般的情况更安全：

False-True=-1

但是

False&~True=0

。