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Return Upper Triangle of Array and Set Diagonal Above to Zero in NumPy
To return the upper triangle of an array, use the numpy.triu() method in Python Numpy −
- The 1st parameter is the input array
- The 2nd parameter is the 'k' i.e. the diagonal above which to zero elements.
Here, k = 0 (the default) is the main diagonal, k < 0 is below it and k > 0 is above. The function returns a copy of an array with the elements below the k-th diagonal zeroed. For arrays with ndim exceeding 2, triu will apply to the final two axes.
Steps
At first, import the required library −
import numpy as np
Create a 2d array −
arr = np.array([[36, 36, 78, 88], [92, 81, 98, 45], [22, 67, 54, 69 ], [69, 80, 80, 99]])
Displaying our array −
print("Array...
",arr)
Get the datatype −
print("
Array datatype...
",arr.dtype)
Get the dimensions of the Array −
print("
Array Dimensions...
",arr.ndim)
Get the shape of the Array −
print("
Our Array Shape...
",arr.shape)
Get the number of elements of the Array −
print("
Elements in the Array...
",arr.size)
To return the upper triangle of an array, use the numpy.triu() method in Python Numpy. The 2nd parameter is the 'k' i.e. the diagonal above which to zero elements. Here, k = 0 (the default) is the main diagonal, k < 0 is below it and k > 0 is above.' Array −
print("
Result...
",np.triu(arr, k = 0))
Example
import numpy as np # Create a 2d array arr = np.array([[36, 36, 78, 88], [92, 81, 98, 45], [22, 67, 54, 69], [69, 80, 80, 99]]) # Displaying our array print("Array...
",arr) # Get the datatype print("
Array datatype...
",arr.dtype) # Get the dimensions of the Array print("
Array Dimensions...
",arr.ndim) # Get the shape of the Array print("
Our Array Shape...
",arr.shape) # Get the number of elements of the Array print("
Elements in the Array...
",arr.size) # To return the upper triangle of an array, use the numpy.triu() method in Python Numpy # The 1st parameter is the input array # The 2nd parameter is the 'k' i.e. the diagonal above which to zero elements. # k = 0 (the default) is the main diagonal, k < 0 is below it and k > 0 is above.' array print("
Result...
",np.triu(arr, k = 0))
Output
Array... [[36 36 78 88] [92 81 98 45] [22 67 54 69] [69 80 80 99]] Array datatype... int64 Array Dimensions... 2 Our Array Shape... (4, 4) Elements in the Array... 16