Stock Price Fluctuation — LeetCode 2034 Python Solution

MediumDesignHash TableData StreamOrdered SetHeap (Priority Queue)
Problem
#2034
Reading time
6 min

The problem

You are given a stream of records about a particular stock. Each record contains a timestamp and the corresponding price of the stock at that timestamp.

Example

Input
["StockPrice", "update", "update", "current", "maximum", "update", "maximum", "update", "minimum"]
Output
[null, null, null, 5, 10, null, 5, null, 2]
Explanation
StockPrice stockPrice = new StockPrice();

Python solution

Python
class StockPrice:
    def __init__(self):
        self.d = {}
        self.ls = SortedList()
        self.last = 0

    def update(self, timestamp: int, price: int) -> None:
        if timestamp in self.d:
            self.ls.remove(self.d[timestamp])
        self.d[timestamp] = price
        self.ls.add(price)
        self.last = max(self.last, timestamp)

    def current(self) -> int:
        return self.d[self.last]

    def maximum(self) -> int:
        return self.ls[-1]

    def minimum(self) -> int:
        return self.ls[0]


# Your StockPrice object will be instantiated and called as such:
# obj = StockPrice()
# obj.update(timestamp,price)
# param_2 = obj.current()
# param_3 = obj.maximum()
# param_4 = obj.minimum()

Complexity

MeasureComplexity
TimeO(log n)
SpaceO(n), where n is the number of `update` operations auxiliary

Pattern: Heap / Priority Queue

Keep only the best k elements, or always pull the smallest, in log time. LeetCode 2034. Stock Price Fluctuation is filed here because LeetCode tags it Heap (Priority Queue), which is the vocabulary this hub collects.

The heap / priority queue guide has the Python template for the pattern and the 163 LeetCode problems that use it.

Related problems

Frequently asked questions

How hard is LeetCode 2034. Stock Price Fluctuation?
LeetCode 2034. Stock Price Fluctuation is rated Medium on LeetCode.
What is the time complexity of LeetCode 2034. Stock Price Fluctuation?
The Python solution on this page runs in O(log n).
What is the space complexity of LeetCode 2034. Stock Price Fluctuation?
The Python solution on this page uses O(n), where n is the number of `update` operations auxiliary space.
What topics does LeetCode 2034. Stock Price Fluctuation cover?
LeetCode 2034. Stock Price Fluctuation is tagged Design, Hash Table, Data Stream, Ordered Set and Heap (Priority Queue) on LeetCode.

Stuck on problems like this in a live interview?

Stealth Interview is a desktop app for macOS and Windows. It reads the problem off your screen and returns a working solution with a step-by-step explanation and its time and space complexity — invisible to screen sharing.

Get Stealth Interview