I want to get the neighbors of the certain element in the numpy array. Lets consider following example
a = numpy.array([0,1,2,3,4,5,6,7,8,9])
import numpy as np
a = np.array([0,1,2,3,4,5,6,7,8,9])
num_neighbor=3
for index in range(len(a)):
left = a[:index][-num_neighbor:]
right= a[index+1:num_neighbor+index+1]
print(index,left,right)
yields
(0, array([], dtype=int32), array([1, 2, 3]))
(1, array([0]), array([2, 3, 4]))
(2, array([0, 1]), array([3, 4, 5]))
(3, array([0, 1, 2]), array([4, 5, 6]))
(4, array([1, 2, 3]), array([5, 6, 7]))
(5, array([2, 3, 4]), array([6, 7, 8]))
(6, array([3, 4, 5]), array([7, 8, 9]))
(7, array([4, 5, 6]), array([8, 9]))
(8, array([5, 6, 7]), array([9]))
(9, array([6, 7, 8]), array([], dtype=int32))
The reason why a[index-num_neighbor:index]
does not work when index
Given s[i:j]
:
If i or j is negative, the index is relative to the end of the string: len(s) + i or len(s) + j is substituted.
The slice of s from i to j is defined as the sequence of items with index k such that i <= k < j. If i or j is greater than len(s), use len(s). If i is omitted or None, use 0. If j is omitted or None, use len(s). If i is greater than or equal to j, the slice is empty.
So when index=1
, then a[index-num_neighbor:index] = a[-2:1] = a[10-2:1] = a[8:1] = []
.