Number of Provinces — LeetCode 547 Python Solution

MediumDepth-First SearchBreadth-First SearchUnion FindGraph
Problem
#547
Pattern
Union-Find
Reading time
3 min

The problem

There are n cities. Some of them are connected, while some are not.

Example

Input
isConnected = [[1,1,0],[1,1,0],[0,0,1]]
Output
2

Python solution

Python
class Solution:
    def findCircleNum(self, isConnected: List[List[int]]) -> int:
        def dfs(i: int):
            vis[i] = True
            for j, x in enumerate(isConnected[i]):
                if not vis[j] and x:
                    dfs(j)

        n = len(isConnected)
        vis = [False] * n
        ans = 0
        for i in range(n):
            if not vis[i]:
                dfs(i)
                ans += 1
        return ans

Complexity

MeasureComplexity
TimeO(n^2)
SpaceO(n) auxiliary

Pattern: Union-Find

Merge groups and ask whether two things are connected, both in near-constant time. LeetCode 547. Number of Provinces is filed here because LeetCode tags it Union Find, which is the vocabulary this hub collects.

The union-find guide has the Python template for the pattern and the 83 LeetCode problems that use it.

Related problems

On a study list

This problem is on LeetCode 75.

Frequently asked questions

How hard is LeetCode 547. Number of Provinces?
LeetCode 547. Number of Provinces is rated Medium on LeetCode.
What is the time complexity of LeetCode 547. Number of Provinces?
The Python solution on this page runs in O(n^2).
What is the space complexity of LeetCode 547. Number of Provinces?
The Python solution on this page uses O(n) auxiliary space.
What topics does LeetCode 547. Number of Provinces cover?
LeetCode 547. Number of Provinces is tagged Depth-First Search, Breadth-First Search, Union Find and Graph on LeetCode.

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