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Create top_k_frequent_heap.py
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trees_and_graphs/top_k_frequent_heap.py
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trees_and_graphs/top_k_frequent_heap.py
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#!/usr/bin/env python3
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# -*- coding: utf-8 -*-
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# author: bt3gl
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def top_k_frequentnums: list[int], k: int) -> list[int]:
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# O(1) time
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if k == len(nums):
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return nums
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# 1. build a hashmap element: frequency
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counter = Counter(nums)
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# 2. build a heap of k most frequent elements
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# 3. build an output array
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# O(N log k) time
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return heapq.nlargest(k, counter.keys(), key=counter.get)
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