22. Subarray Sum Equals K
mediumAsked at N26Count the number of contiguous subarrays whose sum equals k. N26 asks this because their AML rules flag any contiguous window of transactions summing to a structuring threshold.
By Alex Chen, Founder, InterviewChamp.AI · Last verified
Problem
Given an array of integers nums and an integer k, return the total number of contiguous subarrays whose sum equals k. Negative numbers are allowed.
Constraints
1 <= nums.length <= 2 * 10^4-1000 <= nums[i] <= 1000-10^7 <= k <= 10^7
Examples
Example 1
nums=[1,1,1], k=22Example 2
nums=[1,2,3], k=32Approaches
1. Two nested loops
For each start index, expand right and sum until you reach k or overflow.
- Time
- O(n^2)
- Space
- O(1)
let count = 0;
for (let i=0;i<nums.length;i++) {
let s = 0;
for (let j=i;j<nums.length;j++) {
s += nums[j];
if (s === k) count++;
}
}
return count;Tradeoff:
2. Prefix sum with hash map
Track prefix sums and count how many times each has appeared. For each new prefix p, subarrays ending here that sum to k start at any index where prefix was p-k.
- Time
- O(n)
- Space
- O(n)
function subarraySum(nums, k) {
const m = new Map([[0, 1]]);
let prefix = 0, count = 0;
for (const n of nums) {
prefix += n;
count += m.get(prefix - k) || 0;
m.set(prefix, (m.get(prefix) || 0) + 1);
}
return count;
}Tradeoff:
N26-specific tips
N26 cares that you map this to their AML structuring detector - any continuous window of deposits whose sum hits the 10k EUR reporting threshold has to be counted and surfaced to compliance.
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