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Python Program to perform Matrix Transpose

Posted in Python Tutorial
Updated on Nov 17, 2024
By Mari Selvan
πŸ‘οΈ 72 - Views
⏳ 4 mins
πŸ’¬ 1 Comment
Python Program to perform Matrix Transpose

Photo Credit to CodeToFun

πŸ™‹ Introduction

Matrix operations are fundamental in various fields of computer science and mathematics. One common operation is the transpose of a matrix.

Transposing a matrix involves swapping its rows with columns, resulting in a new matrix where the rows of the original matrix become the columns, and vice versa.

In this tutorial, we'll explore a simple yet effective Python program that performs the transpose operation on a given matrix.

Understanding and implementing matrix operations is essential for various applications, including graphics, scientific computing, and data manipulation.

πŸ“„ Example

Now, let's look at the Python code that performs matrix transpose.

transpose_matrix.py
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def transpose_matrix(matrix):
    transposed_matrix = [[matrix[j][i] for j in range(len(matrix))] for i in range(len(matrix[0]))]
    return transposed_matrix

# Driver program
if __name__ == "__main__":
    # Replace these values with your matrix elements
    matrix = [[1, 2, 3], [4, 5, 6]]

    # Displaying the original matrix
    print("Original Matrix:")
    for row in matrix:
        print("\t".join(map(str, row)))

    # Performing matrix transpose
    transposed_matrix = transpose_matrix(matrix)

    # Displaying the transposed matrix
    print("\nTransposed Matrix:")
    for row in transposed_matrix:
        print("\t".join(map(str, row)))

πŸ’» Testing the Program

To test the program with a different matrix, replace the values of matrix in the if __name__ == "__main__": block.

Output
Transposed Matrix:
1       4
2       5
3       6

Run the script to see the original and transposed matrices.

🧠 How the Program Works

  1. The program defines a function transpose_matrix that takes a matrix as input and computes the transpose of the matrix using a list comprehension.
  2. The original and transposed matrices are then displayed.

🧐 Understanding the Concept of Matrix Transpose

Matrix transpose is a fundamental operation where the rows and columns of a matrix are swapped. If a matrix has dimensions m×n, its transpose will have dimensions n×m. The element at position (i, j) in the original matrix becomes the element at position (j,i) in the transposed matrix.

🎒 Optimizing the Program

While the provided program is effective, consider exploring and implementing optimizations based on the specific requirements of your application.

Feel free to incorporate and modify this code as needed for your specific use case. Happy coding!

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Author

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πŸ‘‹ Hey, I'm Mari Selvan

For over eight years, I worked as a full-stack web developer. Now, I have chosen my profession as a full-time blogger at codetofun.com.

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Mari Selvan
Mari Selvan
10 months ago

If you have any doubts regarding this article (Python Program to perform Matrix Transpose), please comment here. I will help you immediately.

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