NumPy: Sort an given array by the nth column
NumPy Sorting and Searching: Exercise-9 with Solution
Write a NumPy program to sort an given array by the nth column.
Sample Solution:
Python Code:
# Importing the NumPy library
import numpy as np
# Displaying a message indicating the original array is going to be printed
print("Original array:\n")
# Generating a 3x3 array of random integers from 0 to 10
nums = np.random.randint(0, 10, (3, 3))
# Displaying the original array
print(nums)
# Displaying a message indicating sorting the array by the nth column
print("\nSort the said array by the nth column: ")
# Sorting the array by the values in the nth column using argsort
print(nums[nums[:, 1].argsort()])
Sample Output:
Original array: [[1 5 0] [3 2 5] [8 7 6]] Sort the said array by the nth column: [[3 2 5] [1 5 0] [8 7 6]]
Explanation:
In the above exercise –
nums = np.random.randint(0, 10, (3, 3)): This line creates a 3x3 NumPy array nums containing random integers from 0 (inclusive) to 10 (exclusive).
nums[:, 1]: This line slices the array nums to select all rows and the second column (index 1). The result is a 1D array containing the second column's elements.
nums[:, 1].argsort(): This line uses the argsort() function to obtain the indices that would sort the 1D array containing the elements of the second column.
print(nums[nums[:, 1].argsort()]): This line prints the result of indexing the original nums array using the sorted indices obtained in the previous step. This results in a new array where rows are sorted based on the values in the second column.
Python-Numpy Code Editor:
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