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: Levelican be cleared (gain +1 point)possible[i] = 0: Leveliis impossible (lose -1 point)
The game rules are:
- Alice plays first, starting from level 0, for some consecutive levels
- Bob plays the remaining levels
- Both players play optimally to maximize their own score
- 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]
โบ
Output:
3
๐ก 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]
โบ
Output:
-1
๐ก 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]
โบ
Output:
5
๐ก 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 โค possible.length โค 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
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
๐ฏ 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.
๐ก
Explanation
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