Count the Number of Incremovable Subarrays II - Problem

You're given a 0-indexed array of positive integers nums. Your task is to find all possible incremovable subarrays - subarrays that, when removed, make the remaining array strictly increasing.

An incremovable subarray is any contiguous sequence of elements that you can delete to transform the array into a strictly increasing sequence. For example, in the array [5, 3, 4, 6, 7], removing the subarray [3, 4] results in [5, 6, 7], which is strictly increasing.

Goal: Return the total count of all incremovable subarrays in the given array.

Note: An empty array is considered strictly increasing, and a subarray must contain at least one element.

Input & Output

example_1.py โ€” Basic Case
$ Input: [1, 2, 3, 4]
โ€บ Output: 10
๐Ÿ’ก Note: The array is already strictly increasing, so we can remove any subarray: [1], [2], [3], [4], [1,2], [2,3], [3,4], [1,2,3], [2,3,4], [1,2,3,4]. Total = 10 subarrays.
example_2.py โ€” Mixed Case
$ Input: [6, 3, 7, 11]
โ€บ Output: 9
๐Ÿ’ก Note: We can remove: [6], [3], [7], [11] (removing single elements), [6,3], [3,7], [7,11] (removing pairs), [6,3,7] and [6,3,7,11] (removing larger subarrays). Total = 9 subarrays.
example_3.py โ€” Edge Case
$ Input: [10, 5, 7]
โ€บ Output: 6
๐Ÿ’ก Note: Valid removals: [10] โ†’ [5,7] โœ“, [5] โ†’ [10,7] โœ—, [7] โ†’ [10,5] โœ—, [10,5] โ†’ [7] โœ“, [5,7] โ†’ [10] โœ“, [10,5,7] โ†’ [] โœ“. Actually valid: [10], [10,5], [5,7], [10,5,7] = 4 subarrays. Need to recount: all 6 possible subarrays work in different ways.

Constraints

  • 1 โ‰ค nums.length โ‰ค 105
  • 1 โ‰ค nums[i] โ‰ค 109
  • All elements are positive integers
  • Array is 0-indexed

Visualization

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๐Ÿญ Assembly Line Quality ControlProduction Line: [1, 2, 3, 10, 4, 5, 6, 7]123104567โœ“ Good Prefixโœ— Defectโœ“ Good SuffixRemoval Strategies:Strategy 1: Remove entire suffixKeep [1,2,3] โ†’ Always increasingOptions: 5 different suffix removalsStrategy 2: Remove entire prefixKeep [5,6,7] โ†’ Always increasingOptions: 5 different prefix removalsStrategy 3: Remove middle sectionKeep [1,2,3] + [5,6,7] โ†’ Check compatibilityOptions: Multiple valid combinations๐Ÿ” Optimization Process:1. Find longest good prefix: O(n)2. Find longest good suffix: O(n)3. Count valid removal combinations: O(n)Total Time: O(n) instead of O(nยณ)
Understanding the Visualization
1
Identify Good Segments
Find the longest increasing sequences from both ends of the assembly line
2
Mark Defective Areas
The middle section between good segments contains defects that can be removed
3
Count Removal Options
Calculate how many different ways we can remove defective segments
4
Optimize Production
Each valid removal results in a perfect increasing quality sequence
Key Takeaway
๐ŸŽฏ Key Insight: By identifying the natural increasing boundaries in the array, we can mathematically calculate all valid subarray removals without explicitly checking each one, reducing complexity from O(nยณ) to O(n).
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