我在Python中有一个数组列表
import numpy as np
mylist = [np.random.randint(0, i, int(10)) for i in (10,100,3)]
[array([5, 5, 7, 2, 0, 5, 7, 8, 6, 9]), array([42, 70, 30, 62, 44, 8, 40, 68, 46, 93]), array([0, 0, 0, 0, 0, 1, 2, 0, 1, 2])]
我希望在两个列表中划分(如果可能的话),例如50%
list_one = [array([5, 5, 7, 2, 0]), array([42, 70, 30, 62, 44]), array([0, 0, 0, 0, 0])]
list_two = [array([5, 7, 8, 6, 9]), array([8, 40, 68, 46, 93]), array([1, 2, 0, 1, 2])]
或30%和70%
list_one = [array([5, 5, 7]), array([42, 70, 30]), array([0, 0, 0])]
list_two = [array([2, 0, 5, 7, 8, 6, 9]), array([62, 44, 8, 40, 68, 46, 93]), array([0, 0, 1, 2, 0, 1, 2])]
答案 0 :(得分:1)
你可以试试这个:
from numpy.random import permutation
from numpy import split
ratio = 0.3
l1, l2 = zip(*map(lambda x: split(permutation(x), [int(ratio*len(x))]), mylist))
print list(l1)
print list(l2)
其中使用置换操作以便分区是随机的,并且通过numpy例程明确地完成拆分,以便代码适合一行(尽管这可能不那么重要......)。
输入:
[array([3, 3, 7, 0, 0, 6, 6, 6, 6, 0]),
array([54, 4, 28, 54, 34, 8, 28, 37, 0, 68]),
array([2, 0, 0, 2, 1, 0, 2, 1, 2, 2])]
输出:
[array([6, 0, 3]), array([37, 54, 8]), array([0, 1, 2])]
[array([0, 7, 6, 3, 6, 0, 6]), array([54, 28, 4, 28, 68, 0, 34]), array([2, 2, 0, 2, 2, 1, 0])]