沿特定轴计算被掩码元素的数量


要计算沿特定轴的被掩码元素的数量,请使用**ma.MaskedArray.count_masked()** 方法。“**axis**”参数用于设置轴。该方法返回被掩码元素的总数(axis=None)或沿给定轴的每个切片的被掩码元素的数量。

axis参数是沿其进行计数的轴。如果为None(默认值),则使用数组的扁平化版本。

步骤

首先,导入所需的库:

import numpy as np
import numpy.ma as ma

使用numpy.arange()方法创建一个具有int元素的4x4数组:

arr = np.arange(16).reshape((4,4))
print("Array...
", arr) print("
Array type...
", arr.dtype)

获取数组的维度:

print("
Array Dimensions...
",arr.ndim)

获取数组的形状:

print("
Our Masked Array Shape...
",arr.shape)

获取数组的元素个数:

print("
Elements in the Masked Array...
",arr.size)

创建一个掩码数组:

arr = ma.array(arr)

arr[0, 1] = ma.masked
arr[1, 1] = ma.masked
arr[2, 1] = ma.masked
arr[2, 2] = ma.masked
arr[3, 0] = ma.masked
arr[3, 2] = ma.masked
arr[3, 3] = ma.masked

要计算沿特定轴的被掩码元素的数量,请使用ma.MaskedArray.count_masked()方法。“axis”参数用于设置轴。

print("
Result (number of masked elements)...
",ma.count_masked(arr, axis = 1))

示例

# Python ma.MaskedArray - Count the number of masked elements along specific axis

import numpy as np
import numpy.ma as ma

# Creating a 4x4 array with int elements using the numpy.arange() method
arr = np.arange(16).reshape((4,4))
print("Array...
", arr) print("
Array type...
", arr.dtype) # Get the dimensions of the Array print("
Array Dimensions...
",arr.ndim) print("
Our Array type...
", arr.dtype) # Get the shape of the Array print("
Our Masked Array Shape...
",arr.shape) # Get the number of elements of the Array print("
Elements in the Masked Array...
",arr.size) # Create a masked array arr = ma.array(arr) arr[0, 1] = ma.masked arr[1, 1] = ma.masked arr[2, 1] = ma.masked arr[2, 2] = ma.masked arr[3, 0] = ma.masked arr[3, 2] = ma.masked arr[3, 3] = ma.masked # To count the number of masked elements along specific axis, use the ma.MaskedArray.count_masked() method # The axis is set using the "axis" parameter print("
Result (number of masked elements)...
",ma.count_masked(arr, axis = 1))

输出

Array...
[[ 0 1 2 3]
[ 4 5 6 7]
[ 8 9 10 11]
[12 13 14 15]]

Array type...
int64

Array Dimensions...
2

Our Array type...
int64

Our Masked Array Shape...
(4, 4)

Elements in the Masked Array...
16

Result (number of masked elements)...
[1 1 2 3]

更新于:2022年2月3日

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