median of data stream code example
Example: median in a stream of integers java
class MedianOfIntegerStream {
private Queue<Integer> minHeap, maxHeap;
MedianOfIntegerStream() {
minHeap = new PriorityQueue<>();
maxHeap = new PriorityQueue<>(Comparator.reverseOrder());
}
void add(int num) {
if (!minHeap.isEmpty() && num < minHeap.peek()) {
maxHeap.offer(num);
if (maxHeap.size() > minHeap.size() + 1) {
minHeap.offer(maxHeap.poll());
}
} else {
minHeap.offer(num);
if (minHeap.size() > maxHeap.size() + 1) {
maxHeap.offer(minHeap.poll());
}
}
}
double getMedian() {
int median;
if (minHeap.size() < maxHeap.size()) {
median = maxHeap.peek();
} else if (minHeap.size() > maxHeap.size()) {
median = minHeap.peek();
} else {
median = (minHeap.peek() + maxHeap.peek()) / 2;
}
return median;
}
}