Numpy Delete for 2-dimensional array

Question

I have an ndarray of shape (10, 3) and an index list of length 10:

import numpy as np
arr = np.arange(10* 3).reshape((10, 3))
idxs = np.array([0, 1, 1, 1, 2, 0, 2