from kshape import kshape, zscore
import numpy as np
time_series = [[1,2,3,4], [0,1,2,3], [-1,1,-1,1], [1,2,2,3]]
cluster_num = 2
clusters = kshape(zscore(time_series), cluster_num)
print(clusters)