Move Axis Simple
import numpy as np
x = np.zeros((1, 2, 3, 4, 5))
x.shape
(1, 2, 3, 4, 5)
print(np.moveaxis(x, 3, 0).shape)
(4, 1, 2, 3, 5)
print(np.moveaxis(x, 3, 1).shape)
(1, 4, 2, 3, 5)
print(np.moveaxis(x, 3, 2).shape)
(1, 2, 4, 3, 5)
print(np.moveaxis(x, 3, 3).shape)
(1, 2, 3, 4, 5)
print(np.moveaxis(x, 3, 4).shape)
(1, 2, 3, 5, 4)