19. Number of Islands
mediumAsked at IndeedCount connected land regions in a grid — Indeed uses this pattern to identify clusters of related job listings in geographic heat-map generation.
By Alex Chen, Founder, InterviewChamp.AI · Last verified
Problem
Given an m x n 2D binary grid where '1' represents land and '0' represents water, return the number of islands. An island is surrounded by water and is formed by connecting adjacent lands horizontally or vertically.
Constraints
1 <= m, n <= 300grid[i][j] is '0' or '1'
Examples
Example 1
grid = [["1","1","1","1","0"],["1","1","0","1","0"],["1","1","0","0","0"],["0","0","0","0","0"]]1Example 2
grid = [["1","1","0","0","0"],["1","1","0","0","0"],["0","0","1","0","0"],["0","0","0","1","1"]]3Approaches
1. BFS flood fill
For every unvisited '1', BFS-flood the connected region, marking cells visited.
- Time
- O(m*n)
- Space
- O(min(m,n))
function numIslands(grid) {
let count = 0;
for (let r = 0; r < grid.length; r++) {
for (let c = 0; c < grid[0].length; c++) {
if (grid[r][c] === '1') { bfs(grid, r, c); count++; }
}
}
return count;
}
function bfs(grid, r, c) {
const q = [[r, c]];
grid[r][c] = '0';
const dirs = [[1,0],[-1,0],[0,1],[0,-1]];
while (q.length) {
const [row, col] = q.shift();
for (const [dr, dc] of dirs) {
const nr = row+dr, nc = col+dc;
if (nr>=0&&nr<grid.length&&nc>=0&&nc<grid[0].length&&grid[nr][nc]==='1') {
grid[nr][nc]='0'; q.push([nr,nc]);
}
}
}
}Tradeoff:
2. DFS in-place marking
Recursively mark connected cells as visited ('0') in place to avoid extra space from a visited array.
- Time
- O(m*n)
- Space
- O(m*n) recursion stack
function numIslands(grid) {
let count = 0;
function dfs(r, c) {
if (r < 0 || r >= grid.length || c < 0 || c >= grid[0].length || grid[r][c] !== '1') return;
grid[r][c] = '0';
dfs(r+1,c); dfs(r-1,c); dfs(r,c+1); dfs(r,c-1);
}
for (let r = 0; r < grid.length; r++)
for (let c = 0; c < grid[0].length; c++)
if (grid[r][c] === '1') { dfs(r, c); count++; }
return count;
}Tradeoff:
Indeed-specific tips
Indeed uses DFS/BFS grid problems to assess spatial reasoning; note whether mutating the input is acceptable before coding and ask about large grid memory constraints.
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