Minimum Levels to Gain More Points - Problem

Imagine a gaming tournament where Alice and Bob are competing in a strategy game with n levels. The twist? Some levels are impossible to clear!

You're given a binary array possible where:

  • possible[i] = 1: Level i can be cleared (gain +1 point)
  • possible[i] = 0: Level i is impossible (lose -1 point)

The game rules are:

  1. Alice plays first, starting from level 0, for some consecutive levels
  2. Bob plays the remaining levels
  3. Both players play optimally to maximize their own score
  4. Each player must play at least 1 level

Goal: Find the minimum number of levels Alice should play to score more points than Bob. Return -1 if impossible.

This is a classic prefix sum optimization problem disguised as a game theory challenge!

Input & Output

example_1.py โ€” Basic Case
$ Input: possible = [1,0,1,0]
โ€บ Output: 3
๐Ÿ’ก Note: Alice plays first 3 levels: scores 1 + (-1) + 1 = 1. Bob plays last level: scores -1. Alice (1) > Bob (-1), so Alice needs minimum 3 levels.
example_2.py โ€” Impossible Case
$ Input: possible = [0,0]
โ€บ Output: -1
๐Ÿ’ก Note: No matter how they split, both players will have negative scores, but Alice can never score MORE than Bob. Alice plays 1 level (-1), Bob plays 1 level (-1). Alice (-1) = Bob (-1), not greater.
example_3.py โ€” Alice Needs All But One
$ Input: possible = [1,1,1,1,1,0]
โ€บ Output: 5
๐Ÿ’ก Note: Alice needs to play 5 levels to score 5 points, leaving Bob with the impossible level (-1 point). Alice (5) > Bob (-1).

Constraints

  • 2 โ‰ค possible.length โ‰ค 105
  • possible[i] is either 0 or 1
  • Each player must play at least 1 level
  • Alice plays consecutive levels starting from index 0

Visualization

Tap to expand
๐ŸŽฎ Gaming Tournament: Alice vs Bob StrategyGame Levels:10110โœ… = +1 point โŒ = -1 pointTotal Points Available: 1 + (-1) + 1 + 1 + (-1) = 1๐ŸŽฏ Strategy Analysis - Split at Level 3:๐Ÿ‘ฉ Alice's Territory (Levels 0-2):Levels: 1, 0, 1 โ†’ Points: +1, -1, +1Alice's Score: 1 + (-1) + 1 = 1๐Ÿ‘จ Bob's Territory (Levels 3-4):Levels: 1, 0 โ†’ Points: +1, -1Bob's Score: Total - Alice = 1 - 1 = 0๐Ÿ† Victory Condition Met!Alice's Score (1) > Bob's Score (0)โœ… Alice wins by playing exactly 3 levels!Answer: Return 3 (minimum levels for Alice to win)๐Ÿ’ก Algorithm Insight:Using prefix sums: Alice_score = prefix_sum[i], Bob_score = total_sum - prefix_sum[i]Time: O(n), Space: O(1) - No need to recalculate sums repeatedly!Split Point
Understanding the Visualization
1
Convert Game Points
Transform clearable levels (1) to +1 points and impossible levels (0) to -1 points
2
Calculate Total Score Pool
Find the sum of all level points - this represents the total points available
3
Track Alice's Running Score
As Alice plays each level, maintain her cumulative score using prefix sum
4
Calculate Bob's Remaining Score
Bob gets all remaining points: Total - Alice's current score
5
Find Optimal Split Point
Return the minimum levels where Alice's score exceeds Bob's score
Key Takeaway
๐ŸŽฏ Key Insight: By using prefix sums, we can efficiently calculate Alice's score and derive Bob's score in O(n) time, eliminating the need for nested loops and redundant calculations.
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