Question

我有像这样的numpy数组，其中我有一列和一行ZEROS：

 ([[0. , 2.8, 3.5, 0. , 2.5, 1. , 0.8],
   [0. , 0. , 0. , 0. , 0. , 0. , 0. ],
   [3.5, 2.5, 0. , 0. , 2.8, 1.3, 1.1],
   [3.6, 3.8, 3.3, 0. , 2.5, 0.6, 0.4],
   [2.5, 1.5, 2.8, 0. , 0. , 3.1, 1.9],
   [1. , 0.8, 1.3, 0. , 3.1, 0. , 2.8],
   [0.8, 1.6, 1.1, 0. , 1.9, 2.8, 0. ]])

我想将零行移到顶部，将零列移到左侧或删除它：

 ([[0. , 0. , 0. , 0. , 0. , 0. ]
   [0. , 2.8, 3.5, 2.5, 1. , 0.8],
   [3.5, 2.5, 0. , 2.8, 1.3, 1.1],
   [3.6, 3.8, 3.3, 2.5, 0.6, 0.4],
   [2.5, 1.5, 2.8, 0. , 3.1, 1.9],
   [1. , 0.8, 1.3, 3.1, 0. , 2.8],
   [0.8, 1.6, 1.1, 1.9, 2.8, 0. ]])

任何快速简便的方法吗？顺便说一下，我知道col＆amp;行号，所以我不必搜索它。

Answer 1

删除列和行并添加回一行零。

这适用于您的示例：

import numpy as np
a =  np.array([[0. , 2.8, 3.5, 0. , 2.5, 1. , 0.8],
   [0. , 0. , 0. , 0. , 0. , 0. , 0. ],
   [3.5, 2.5, 0. , 0. , 2.8, 1.3, 1.1],
   [3.6, 3.8, 3.3, 0. , 2.5, 0.6, 0.4],
   [2.5, 1.5, 2.8, 0. , 0. , 3.1, 1.9],
   [1. , 0.8, 1.3, 0. , 3.1, 0. , 2.8],
   [0.8, 1.6, 1.1, 0. , 1.9, 2.8, 0. ]])

def remove_column_of_zeros_and_shift_row(a, row, col):
    without_row = np.delete(a, row, axis=0)
    without_row_and_col = np.delete(without_row, col, axis=1)
    z = np.zeros((1, len(without_row_and_col[0])))
    without_col_shifted_row = np.append(z, without_row_and_col, axis=0)
    return without_col_shifted_row

my_result = remove_column_of_zeros_and_shift_row(a, 1, 3)

Answer 2

将高级索引与np.ix_一起使用：

>>> import numpy as np
>>> 
>>> X = np.array( ([[0. , 2.8, 3.5, 0. , 2.5, 1. , 0.8],
...    [0. , 0. , 0. , 0. , 0. , 0. , 0. ],
...    [3.5, 2.5, 0. , 0. , 2.8, 1.3, 1.1],
...    [3.6, 3.8, 3.3, 0. , 2.5, 0.6, 0.4],
...    [2.5, 1.5, 2.8, 0. , 0. , 3.1, 1.9],
...    [1. , 0.8, 1.3, 0. , 3.1, 0. , 2.8],
...    [0.8, 1.6, 1.1, 0. , 1.9, 2.8, 0. ]]))
>>> 
>>> row = 1; col = 3
>>> h, w = X.shape
>>> i = np.r_[row, :row, row+1:h]
>>> j = np.r_[:col, col+1:w]
>>> X[np.ix_(i, j)]
array([[0. , 0. , 0. , 0. , 0. , 0. ],
       [0. , 2.8, 3.5, 2.5, 1. , 0.8],
       [3.5, 2.5, 0. , 2.8, 1.3, 1.1],
       [3.6, 3.8, 3.3, 2.5, 0.6, 0.4],
       [2.5, 1.5, 2.8, 0. , 3.1, 1.9],
       [1. , 0.8, 1.3, 3.1, 0. , 2.8],
       [0.8, 1.6, 1.1, 1.9, 2.8, 0. ]])

shift numpy数组列和行？

2 个答案: