>>> import numpy
>>> help(numpy.argsort)Help on function argsort in module numpy.core.fromnumeric:argsort(a, axis=-1, kind='quicksort', order=None)Returns the indices that would sort an array.Perform an indirect sort along the given axis using the algorithm specifiedby the `kind` keyword. It returns an array of indices of the same shape as`a` that index data along the given axis in sorted order.
从中可以看出argsort函数返回的是数组值从小到大的索引值
Examples
--------One dimensional array:一维数组>>> x = np.array([3, 1, 2])>>> np.argsort(x)array([1, 2, 0])Two-dimensional array:二维数组>>> x = np.array([[0, 3], [2, 2]])>>> xarray([[0, 3],[2, 2]])>>> np.argsort(x, axis=0) #按列排序array([[0, 1],[1, 0]])>>> np.argsort(x, axis=1) #按行排序array([[0, 1],[0, 1]])
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例1:
>>> x = np.array([3, 1, 2])
>>> np.argsort(x) #按升序排列array([1, 2, 0])>>> np.argsort(-x) #按降序排列array([0, 2, 1])
>>> x[np.argsort(x)] #通过索引值排序后的数组
array([1, 2, 3])>>> x[np.argsort(-x)]array([3, 2, 1])
另一种方式实现按降序排序:
>>> a = x[np.argsort(x)]
>>> aarray([1, 2, 3])>>> a[::-1]array([3, 2, 1])