547. Number of Provinces
At a Glance
- Topic: graphs
- Pattern: Union-Find or DFS on adjacency matrix
- Difficulty: Medium
- Companies: Amazon, Google, Microsoft, Meta, Bloomberg
- Frequency: High
- LeetCode: 547
Problem (one-liner)
isConnected is n x n adjacency matrix for undirected friend graph (1 edge). Return number of connected components (provinces).
Recognition Cues
- Matrix adjacency for undirected graph
- Same as component counting with dense storage
Diagram
At-a-glance flow (replace with problem-specific Mermaid as you refine this note). camelCase node IDs; no spaces in IDs.
Loading diagram…
Approaches
- Scan rows DFS — visit row
row, flood through1s —O(n^2). - Union-Find over edges implied by matrix — also
O(n^2).
Optimal Solution
Go
func findCircleNum(isConnected [][]int) int {
nodeCount := len(isConnected)
visited := make([]bool, nodeCount)
components := 0
var dfs func(start int)
dfs = func(start int) {
visited[start] = true
for neighbor := 0; neighbor < nodeCount; neighbor++ {
if isConnected[start][neighbor] == 1 && !visited[neighbor] {
dfs(neighbor)
}
}
}
for node := 0; node < nodeCount; node++ {
if !visited[node] {
components++
dfs(node)
}
}
return components
}JavaScript
function findCircleNum(isConnected) {
const nodeCount = isConnected.length;
const visited = new Array(nodeCount).fill(false);
let components = 0;
function dfs(start) {
visited[start] = true;
for (let neighbor = 0; neighbor < nodeCount; neighbor += 1) {
if (isConnected[start][neighbor] === 1 && !visited[neighbor]) {
dfs(neighbor);
}
}
}
for (let node = 0; node < nodeCount; node += 1) {
if (!visited[node]) {
components += 1;
dfs(node);
}
}
return components;
}Walkthrough
Each unseen node starts a DFS through its row’s adjacency bits.
Invariant: DFS marks exactly one province per outer-loop trigger.
Edge Cases
- Single node —
1 - Fully connected —
1
Pitfalls
- Treating matrix as directed — graph is symmetric per problem
Similar Problems
- 323. Number of Connected Components in an Undirected Graph — edge list version
- 200. Number of Islands — similar flood on a grid
Variants
- Weighted edges — need Prim/Kruskal or Dijkstra context
Mind-Map Tags
#dfs #adjacency-matrix #components #undirected
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