import numpy as np ar = np.array([5, 4, 2, 3, 4, 5, 7, 1, 0, 0, 1, 2, 1, 1]) n = np.bincount(ar).argmax() print('The most frequent value in array:', n)
Output :
The most frequent value in array: 1
Certainly! The provided Python code uses the NumPy library to find the most frequent (mode) value in an array. Here’s a detailed explanation of how the code works:
Explanation
- Import NumPy Library:
import numpy as np
- This line imports the NumPy library, which is a powerful library for numerical computing in Python.
- Create a NumPy Array:
ar = np.array([5, 4, 2, 3, 4, 5, 7, 1, 0, 0, 1, 2, 1, 1])
- This line creates a NumPy array
ar
with the specified elements.
- Calculate the Most Frequent Value:
n = np.bincount(ar).argmax()
np.bincount(ar)
counts the occurrence of each value in the arrayar
. The result is an array where the value at each index represents the count of that index inar
..argmax()
returns the index of the maximum value in the array returned bynp.bincount(ar)
. This index is the most frequent value in the original arrayar
.
- Print the Result:
print('The most frequent value in array:', n)
- This line prints the most frequent value in the array
ar
.
Example
Let’s go through the example provided:
- Input Array:
ar = np.array([5, 4, 2, 3, 4, 5, 7, 1, 0, 0, 1, 2, 1, 1])
- Calculate Occurrence with
np.bincount
: np.bincount(ar)
returns an array[2, 4, 2, 1, 2, 2, 0, 1]
.- The index represents the value from the original array
ar
. - The value at each index represents how many times that index (value) appears in
ar
. - For example,
2
appears twice,1
appears four times, and so on.
- The index represents the value from the original array
- Find the Most Frequent Value:
.argmax()
on[2, 4, 2, 1, 2, 2, 0, 1]
returns1
because1
is the index of the maximum value4
.- Result:
The most frequent value in array: 1
Summary
This code uses the NumPy library to find the most frequent value in a given array. The np.bincount
function counts the occurrences of each value in the array, and argmax
finds the index of the highest count, which corresponds to the most frequent value in the original array. The result is then printed.