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Arcana·Software Engineer·Online Assessment (OA)·Intermediate

IntermediatePrefer not to say
Jul 2025Remote

Summary

Arcana's OA had a deceptively clean-looking array problem that wrecked me until I found the math shortcut buried inside it. The brute force path is a trap you'll walk right into if you don't stop to think.

Questions Asked (1)

Q1

Given an array of up to 100,000 integers (including negatives), count the number of index pairs (i < j) where the pair is considered 'perfect': the minimum of |x−y| and |x+y| is at most the minimum of |x| and |y|, and the maximum of |x−y| and |x+y| is at least the maximum of |x| and |y|.

Algorithms & Data Structures
Author's notes

Spent way too long on brute force before realizing O(n²) was never going to pass.

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AI HintsAI Generated

Suggested Approach

First, simplify the 'perfect' condition by analyzing the signs of x and y, showing it reduces to a simple inequality like |x| ≤ 2|y| and |y| ≤ 2|x|. Then, sort the array by absolute value and use two pointers or binary search to count pairs satisfying the condition in O(n log n) time.

Pro tip: Mention that the condition is symmetric and can be checked by sorting absolute values, which avoids O(n^2) and handles 100,000 elements efficiently. Also, clarify edge cases like zeros and negative numbers.

1. Understand the condition

Break down the 'perfect' condition by considering the signs of x and y. Show that it simplifies to |x| ≤ 2|y| and |y| ≤ 2|x|, meaning the absolute values are within a factor of 2.

2. Choose an efficient algorithm

Since n can be up to 100,000, an O(n^2) solution is too slow. Sort the array by absolute value and use two pointers or binary search to count valid pairs in O(n log n).

3. Implement counting

After sorting, for each element, find the range of indices where the absolute value is between |x|/2 and 2|x|. Count pairs (i < j) by ensuring each pair is counted once, e.g., by iterating and counting elements after the current index.

4. Handle edge cases

Consider zeros (which pair with any number) and negative numbers (absolute values handle them). Ensure the algorithm correctly counts pairs without double-counting.

5. Analyze complexity

State that sorting takes O(n log n) and counting takes O(n) with two pointers, so overall O(n log n) time and O(1) extra space (if sorting in place).

Key Points to Mention

  • Simplification of the condition to |x| ≤ 2|y| and |y| ≤ 2|x|
  • Sorting by absolute value to enable efficient counting
  • Two-pointer technique or binary search for counting pairs
  • Time complexity O(n log n) and space complexity O(1) or O(n) depending on sorting
  • Handling of zeros and negative numbers
  • Avoiding O(n^2) brute force due to large input size

AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.