Find Median from Data Stream
The median is the middle value in an ordered integer list. If the size of the list is even, there is no middle value, and the median is the mean of the two middle values.
- For example, for
arr = [2,3,4], the median is3. - For example, for
arr = [2,3], the median is(2 + 3) / 2 = 2.5.
Implement the MedianFinder class:
MedianFinder()initializes theMedianFinderobject.void addNum(int num)adds the integernumfrom the data stream to the data structure.double findMedian()returns the median of all elements so far. Answers within10^-5of the actual answer will be accepted.
Example 1:
Input:
["MedianFinder", "addNum", "addNum", "findMedian", "addNum", "findMedian"]
[[], [1], [2], [], [3], []]
Output: [null, null, null, 1.5, null, 2.0]
Explanation:
MedianFinder medianFinder = new MedianFinder();
medianFinder.addNum(1); // arr = [1]
medianFinder.addNum(2); // arr = [1, 2]
medianFinder.findMedian(); // return 1.5 (i.e., (1 + 2) / 2)
medianFinder.addNum(3); // arr = [1, 2, 3]
medianFinder.findMedian(); // return 2.0
Examples
Example 1
Input: ["MedianFinder", "addNum", "addNum", "findMedian", "addNum", "findMedian"] [[], [1], [2], [], [3], []]
Output: [null, null, null, 1.5, null, 2.0]
Explanation: After adding 1 and 2, the median is (1+2)/2 = 1.5. After adding 3, the sorted list is [1,2,3] and the median is 2.0.
Example 2
Input: ["MedianFinder", "addNum", "findMedian"] [[], [5], []]
Output: [null, null, 5.0]
Explanation: With only one element, the median is that element itself: 5.0.
Example 3
Input: ["MedianFinder", "addNum", "addNum", "addNum", "addNum", "findMedian"] [[], [1], [2], [3], [4], []]
Output: [null, null, null, null, null, 2.5]
Explanation: The sorted list is [1,2,3,4]. With an even count, the median is (2+3)/2 = 2.5.
Constraints
- --10^5 <= num <= 10^5
- -There will be at least one element in the data structure before calling findMedian
- -At most 5 * 10^4 calls will be made to addNum and findMedian
Optimal Complexity
Time
O(log n) per addNum, O(1) per findMedian
Space
O(n)
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