Solution: Find Median from Data Stream

Let's solve the Find Median from Data Stream problem using the Two Heaps pattern.

Statement

Create a data structure that can store a list of integers that can change in size over time and find the median from this dynamically growing list in constant time, O(1)O(1).

Implement a class, MedianOfStream, which should support the following operations:

  1. Constructor(): This initializes the object of this class, which in turn creates the max and the min heap.

  2. Insert Num(num): This adds an integer, num, to the data structure.

  3. Find Median(): This finds the median of all elements seen so far. If there are an even number of elements, return the average of the two middle values.

Constraints:

  • −105≤-10^5 \leq num ≤105\leq 10^5, where num is an integer received from the data stream.

  • There will be at least one element in the data structure before the median is computed.

  • At most, 500500 calls will be made to the function that calculates the median.

Level up your interview prep. Join Educative to access 80+ hands-on prep courses.