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numpy.random.choice()随机选取内容

Python   2014-04-30 23:42:34

官网参考:

http://docs.scipy.org/doc/numpy-dev/reference/generated/numpy.random.choice.html


概述:

可以从一个int数字或1维array里随机选取内容,并将选取结果放入n维array中返回。


说明:

numpy.random.choice(a, size=None, replace=True, p=None)


a : 1-D array-like or int

    If an ndarray, a random sample is generated from its elements. 

    If an int, the random sample is generated as if a was np.arange(n)


size : int or tuple of ints, optional 


replace : boolean, optional

    Whether the sample is with or without replacement


p : 1-D array-like, optional

    The probabilities associated with each entry in a. If not given the sample assumes a uniform distribution over all entries in a.


>>> np.random.choice(5, 3)

array([0, 3, 4])


>>> np.random.choice(5, 3, p=[0.1, 0, 0.3, 0.6, 0])

array([3, 3, 0])


>>> np.random.choice(5, 3, replace=False)

array([3,1,0])


>>> np.random.choice(5, 3, replace=False, p=[0.1, 0, 0.3, 0.6, 0])

array([2, 3, 0])


>>> aa_milne_arr = ['pooh', 'rabbit', 'piglet', 'Christopher']


>>> np.random.choice(aa_milne_arr, 5, p=[0.5, 0.1, 0.1, 0.3])

array(['pooh', 'pooh', 'pooh', 'Christopher', 'piglet'],


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