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Step-by-Step Guide to Creating an AWS RDS Database Instance

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 Amazon Relational Database Service (AWS RDS) makes it easy to set up, operate, and scale a relational database in the cloud. Instead of managing servers, patching OS, and handling backups manually, AWS RDS takes care of the heavy lifting so you can focus on building applications and data pipelines. In this blog, we’ll walk through how to create an AWS RDS instance , key configuration choices, and best practices you should follow in real-world projects. What is AWS RDS? AWS RDS is a managed database service that supports popular relational engines such as: Amazon Aurora (MySQL / PostgreSQL compatible) MySQL PostgreSQL MariaDB Oracle SQL Server With RDS, AWS manages: Database provisioning Automated backups Software patching High availability (Multi-AZ) Monitoring and scaling Prerequisites Before creating an RDS instance, make sure you have: An active AWS account Proper IAM permissions (RDS, EC2, VPC) A basic understanding of: ...

How to Create a Symmetric Array in Python

 Here's a Python program that says to write a Symmetric array transformation. A top interview question.


Symmetric array example


Symmetric Array Transformation

Problem:


Write a Python function that transforms a given array into a symmetric array by mirroring it around its center. For example:

  • Input: [1, 2, 3]
  • Output: [1, 2, 3, 2, 1]

Hints:

  • Use slicing for the reverse part.
  • Concatenate the original array with its mirrored part.

Example

def symmetric_array(arr):
    """
    Transforms the input array into a symmetric array by mirroring it around its center.

    Parameters:
    arr (list): The input array.

    Returns:
    list: The symmetric array.
    """
    # Mirror the array by concatenating the original with its reverse (excluding the last element to avoid duplication)
    return arr + arr[-2::-1]

# Example usage
input_array = [1, 2, 3]
symmetric_result = symmetric_array(input_array)
print("Input Array:", input_array)
print("Symmetric Array:", symmetric_result)

Output:

For the input [1, 2, 3], the output will be:

Input Array: [1, 2, 3] Symmetric Array: [1, 2, 3, 2, 1]

Explanation

  1. arr[-2::-1]:

    • This slices the array in reverse order starting from the second-to-last element to avoid duplicating the middle element.
  2. Concatenation (+):

    • Combines the original array with its mirrored part to create symmetry.

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