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NumPy: Replace all numbers in a given array which is equal, less and greater to a given number

NumPy: Basic Exercise-54 with Solution

Write a NumPy program to replace all numbers in a given array which is equal, less and greater to a given number.

Sample Solution:

Python Code :

import numpy as np
nums = np.array([[5.54, 3.38, 7.99],
              [3.54, 8.32, 6.99],
              [1.54, 2.39, 9.29]])
print("Original array:")
print(nums)
n = 8.32
r = 18.32
print("\nReplace elements of the said array which are equal to ",n,"with",r)
print(np.where(nums == n, r, nums))
print("\nReplace elements with of the said array which are less than",n,"with",r)
print(np.where(nums < n, r, nums))
print("\nReplace elements with of the said array which are greater than",n,"with",r)
print(np.where(nums > n, r, nums))

Sample Output:

Original array:
[[5.54 3.38 7.99]
 [3.54 8.32 6.99]
 [1.54 2.39 9.29]]

Replace elements of the said array which are equal to  8.32 with 18.32
[[ 5.54  3.38  7.99]
 [ 3.54 18.32  6.99]
 [ 1.54  2.39  9.29]]

Replace elements with of the said array which are less than 8.32 with 18.32
[[18.32 18.32 18.32]
 [18.32  8.32 18.32]
 [18.32 18.32  9.29]]

Replace elements with of the said array which are greater than 8.32 with 18.32
[[ 5.54  3.38  7.99]
 [ 3.54  8.32  6.99]
 [ 1.54  2.39 18.32]]

Python-Numpy Code Editor:

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Previous: Write a NumPy program to extract all numbers from a given array which are less and greater than a specified number.
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Python: Tips of the Day

Find current directory and file's directory:

To get the full path to the directory a Python file is contained in, write this in that file:

import os 
dir_path = os.path.dirname(os.path.realpath(__file__))

(Note that the incantation above won't work if you've already used os.chdir() to change your current working directory, since the value of the __file__ constant is relative to the current working directory and is not changed by an os.chdir() call.)

To get the current working directory use

import os
cwd = os.getcwd()

Documentation references for the modules, constants and functions used above:

  • The os and os.path modules.
  • The __file__ constant
  • os.path.realpath(path) (returns "the canonical path of the specified filename, eliminating any symbolic links encountered in the path")
  • os.path.dirname(path) (returns "the directory name of pathname path")
  • os.getcwd() (returns "a string representing the current working directory")
  • os.chdir(path) ("change the current working directory to path")

Ref: https://bit.ly/3fy0R6m