LeetCode 837, Medium. Topics: Math, Dynamic Programming, Sliding Window, Probability and Statistics. View on LeetCode.
Generate this problem as a practice environment: tested reference solution, 17 parametrized pytest cases, and a playground notebook:
Problem
Alice plays the following game, loosely based on the card game "21".
Alice starts with 0 points and draws numbers while she has less than k points. During each draw, she gains an integer number of points randomly from the range [1, maxPts], where maxPts is an integer. Each draw is independent and the outcomes have equal probabilities.
Alice stops drawing numbers when she gets k or more points.
Return the probability that Alice has n or fewer points.
Answers within 10-5 of the actual answer are considered accepted.
Examples
Constraints
- 0 <= k <= n <= 10^4
- 1 <= maxPts <= 10^4
Solution
Reference implementation from solution.py on GitHub, full suite in test_solution.py:
Complexity
NeetCode All. Last modified on September 7, 2026