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Asked: September 25, 20242024-09-25T12:09:10+05:30 2024-09-25T12:09:10+05:30In: Data Science, Python

How can I create and initialize a two-dimensional array in Python without using NumPy? I’m looking for a way to work with a list of lists to represent a matrix or grid structure. Any guidance on how to set this up would be appreciated.

anonymous user

I’ve been playing around with Python lately, trying to deepen my understanding of data structures, and I keep running into this need to work with two-dimensional arrays. I know that libraries like NumPy are awesome for this kind of thing, but I’ve been really curious about how to implement a matrix or a grid structure using just basic Python, specifically with lists of lists.

I imagine it’s a super useful skill, especially when it comes to handling data that’s organized in rows and columns, like a spreadsheet or a game board. What’s been throwing me off is figuring out how to create and initialize this kind of structure without diving into external libraries. I feel like this would give me a better foundational understanding of Python’s capabilities.

For example, I want to create a simple 3×3 grid or a 4×5 matrix where I can later manipulate the values. How do I even start with that? Do I just nest lists inside a larger list? And what about initializing these values? Should I set them all to zero, or is there a better default value to use?

Also, if I wanted to change a specific value in the matrix afterward—like replacing a number in a specific row and column—how do I go about accessing that value in the list of lists?

Oh, and does anyone have tips on the best way to visualize this structure when I print it out? Like, should I be using loops to print each row or what? It’d be cool to hear some examples or maybe even see some code snippets! I’m really hoping to wrap my head around this, so any insights or best practices would be greatly appreciated. Thanks a ton!

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    1. anonymous user
      2024-09-25T12:09:11+05:30Added an answer on September 25, 2024 at 12:09 pm



      Implementing 2D Arrays in Python

      In Python, a two-dimensional array can be conveniently represented using a list of lists. To create a simple grid, such as a 3×3 matrix, you can initialize it like this:

      matrix = [[0 for _ in range(3)] for _ in range(3)]
          

      This code snippet initializes a 3×3 grid with all values set to zero. In this example, the outer list represents the rows, while each inner list represents the columns. You can easily modify this structure to create larger matrices, such as a 4×5 grid, by changing the parameters in the range function. Initialization can vary based on your needs. For numeric matrices, starting with zeros is typical, but if your application requires another default value (like `None` for unspecified entries), you can use that instead.

      To change a specific value in the matrix, you can access it using its row and column indices. For example, to set the value at the second row and first column to 5, you would do:

      matrix[1][0] = 5
          

      To visualize the matrix in a readable format when printing, using nested loops can be effective. You can iterate through each row and print them in a structured manner, like so:

      for row in matrix:
          print(' '.join(map(str, row)))
          

      This approach converts each number to a string and joins them with spaces for better readability. Such practices will deepen your understanding of lists in Python and enhance your ability to manipulate grid-like structures for various applications.

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    2. anonymous user
      2024-09-25T12:09:11+05:30Added an answer on September 25, 2024 at 12:09 pm



      Working with 2D Arrays in Python

      Creating a 2D Array in Python

      So, you wanna create a 2D array (or nested list) in Python? It’s pretty simple, actually! 🎉 The idea is to use lists of lists. Here’s how you can do it:

      Creating a 3×3 Grid

      
      # To create a 3x3 grid initialized to zero:
      grid_3x3 = [[0 for _ in range(3)] for _ in range(3)]
      print(grid_3x3)
          

      This will give you:

      
      [[0, 0, 0],
       [0, 0, 0],
       [0, 0, 0]]
          

      Creating a 4×5 Matrix

      
      # For a 4x5 matrix, it’s the same idea! Just change the dimensions:
      matrix_4x5 = [[0 for _ in range(5)] for _ in range(4)]
      print(matrix_4x5)
          

      Output will be:

      
      [[0, 0, 0, 0, 0],
       [0, 0, 0, 0, 0],
       [0, 0, 0, 0, 0],
       [0, 0, 0, 0, 0]]
          

      Changing a Specific Value

      If you want to change a specific value, like setting the value at row 1, column 2 to 5, you can do it like this:

      
      matrix_4x5[1][2] = 5
      print(matrix_4x5)
          

      Visualizing the Matrix

      When you print this 2D structure, it can be helpful to use loops so it looks cleaner:

      
      for row in matrix_4x5:
          print(row)
          

      This will print each row on a new line, making it way easier to visualize!

      Summary

      So, yeah! Just nest lists inside a list to create your grid or matrix. You can initialize it with zeros (or any value) and access/change values using their row and column index. Using loops to print is definitely the best way to see your structure nicely laid out!

      Hope that helps! Good luck with your Python adventures! 🚀


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