To add the Euler-Mascheroni constant (approximately 0.57721) to each element of a NumPy array, we can use NumPy’s broadcasting feature. Broadcasting allows you to perform element-wise operations between arrays of different shapes and sizes, including scalar values (like the Euler-Mascheroni constant) and arrays.
Add Euler Mascheroni Constant to Each Element of a NumPy Array in Python
Introduction :
- Euler-Mascheroni Constant: The Euler-Mascheroni constant, often denoted by
γ
, is a mathematical constant that appears in various areas of number theory and analysis. Its approximate value is0.57721
. - NumPy Array: A NumPy array is a powerful n-dimensional array object that allows vectorized operations, which are fast and efficient compared to using loops. The goal is to add the Euler-Mascheroni constant to each element of this array.
- Element-wise Addition: Using broadcasting in NumPy, you can directly add a scalar (in this case, the Euler-Mascheroni constant) to an entire array. This operation will be applied element-wise, meaning the constant will be added to each element of the array individually.
import numpy as np # Euler-Mascheroni constant euler_mascheroni_constant = 0.57721 # Create a sample NumPy array arr = np.array([1, 2, 3, 4, 5]) # Add Euler-Mascheroni constant to each element of the array result = arr + euler_mascheroni_constant # Print the original and the result print("Original array:") print(arr) print("\nArray after adding Euler-Mascheroni constant:") print(result)
Output :
Original array: [1 2 3 4 5]
Array after adding Euler-Mascheroni constant:
[1.57721 2.57721 3.57721 4.57721 5.57721]
Explanation:
- Importing NumPy:
import numpy as np
allows you to use NumPy’s array manipulation functions.
- Euler-Mascheroni Constant:
euler_mascheroni_constant = 0.57721
defines the value of the Euler-Mascheroni constant.
- Creating the Array:
arr = np.array([1, 2, 3, 4, 5])
creates a NumPy arrayarr
with values[1, 2, 3, 4, 5]
.
- Adding the Constant:
result = arr + euler_mascheroni_constant
adds the Euler-Mascheroni constant to each element of the array. NumPy automatically broadcasts the scalar (0.57721) across all elements inarr
.
- Printing Results:
- The original array
arr
and the modified arrayresult
are printed.
- The original array