16. Merge Intervals
mediumAsked at NubankMerge a list of overlapping intervals into the minimum disjoint set; Nubank uses it as an analog for collapsing overlapping hold-amounts on a credit-card ledger.
By Alex Chen, Founder, InterviewChamp.AI · Last verified
Problem
Given an array of intervals where intervals[i] = [start_i, end_i], merge all overlapping intervals and return an array of non-overlapping intervals that cover the same ranges.
Constraints
1 <= intervals.length <= 10^4intervals[i].length == 20 <= start_i <= end_i <= 10^4
Examples
Example 1
intervals = [[1,3],[2,6],[8,10],[15,18]][[1,6],[8,10],[15,18]]Example 2
intervals = [[1,4],[4,5]][[1,5]]Approaches
1. Pairwise overlap check
Repeatedly scan the list and merge any overlapping pair until no changes.
- Time
- O(n^2)
- Space
- O(n)
// repeat: for each pair (i,j) if overlap merge, restart scan; stop when no merges happen.Tradeoff:
2. Sort then sweep
Sort by start, then walk once and extend the last merged interval when the next starts inside it.
- Time
- O(n log n)
- Space
- O(n)
function merge(intervals) {
intervals.sort((a, b) => a[0] - b[0]);
const out = [];
for (const iv of intervals) {
const last = out[out.length - 1];
if (last && iv[0] <= last[1]) last[1] = Math.max(last[1], iv[1]);
else out.push(iv.slice());
}
return out;
}Tradeoff:
Nubank-specific tips
Nubank likes when you mention that intervals could be hold windows on a credit-card authorization stream; ask whether updates arrive sorted from the rail or arbitrarily.
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