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How to Create a Symmetric Array in Python: A Fun Logic Exercise

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 Here's a Python program that says to write a Symmetric array transformation. A top interview question. 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_arr...
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The best career skills need for Social media platform

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How-to-apply-social-media-analytics-for-all-it-developers
#How-to-apply-social-media-analytics-for-all-it-developers
Listening - This one is still very much true, and perhaps even more so. The best social media pros listen the most actively and most aggressively.
Pattern Recognition - This is getting more and more critical as the data and complexity of social continues to ratchet up. Are these posts on our Facebook page a crisis in the making, or just noise? Where are the real-time marketing opportunities? Instantly identifying patterns and being able to capitalize upon them are some of the skills that separate good social practitioners from great ones.
Visual Thinking - This is perhaps the biggest change in the past year or two. Being a great writer was formerly a key characteristic of many social pros, as being able to coherently write in 140 characters isn’t as easy as it appears. Today, with every social network embracing visuals and multi-media, being able to represent the brand visually is absolutely critical. This is a real challenge for many community managers who come from the PR/communications side of things, and all of a sudden need to be quasi graphic designers. I’m a big believer in social media pros taking photography classes in 2014.

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