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HomeLeetCode ProblemsMinimum Edge Reversals So Every Node Is Reachable
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How to Solve Minimum Edge Reversals So Every Node Is Reachable Problem

Master the Minimum Edge Reversals So Every Node Is Reachable LeetCode problem with undetectable real-time assistance. Get instant solutions and explanations during your coding interviews.

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Hard#2858
LeetCode Problem

Minimum Edge Reversals So Every Node Is Reachable

There is a simple directed graph with n nodes labeled from 0 to n - 1. The graph would form a tree if its edges were bi-directional. You are given an integer n and a 2D integer array edges, where edges[i] = [ui, vi] represents a directed edge going from node ui to node vi. An edge reversal changes the direction of an edge, i.e., a directed edge going from node ui to node vi becomes a directed edge going from node vi to node ui. For every node i in the range [0, n - 1], your task is to independently calculate the minimum number of edge reversals required so it is possible to reach any other node starting from node i through a sequence of directed edges. Return an integer array answer, where answer[i] is the minimum number of edge reversals required so it is possible to reach any other node starting from node i through a sequence of directed edges.

Dynamic ProgrammingDepth-First SearchBreadth-First SearchGraph

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Problem Breakdown

Understanding the Minimum Edge Reversals So Every Node Is Reachable Problem

Let's break down this LeetCode problem and understand what makes it challenging in interview settings.

Problem Statement

There is a simple directed graph with n nodes labeled from 0 to n - 1. The graph would form a tree if its edges were bi-directional. You are given an integer n and a 2D integer array edges, where edges[i] = [ui, vi] represents a directed edge going from node ui to node vi. An edge reversal changes the direction of an edge, i.e., a directed edge going from node ui to node vi becomes a directed edge going from node vi to node ui. For every node i in the range [0, n - 1], your task is to independently calculate the minimum number of edge reversals required so it is possible to reach any other node starting from node i through a sequence of directed edges. Return an integer array answer, where answer[i] is the minimum number of edge reversals required so it is possible to reach any other node starting from node i through a sequence of directed edges.

HardProblem #2858
LeetCode

Minimum Edge Reversals So Every Node Is Reachable

Related Topics

Dynamic ProgrammingDepth-First SearchBreadth-First SearchGraph

How Phantom Code Helps

Get real-time assistance for Minimum Edge Reversals So Every Node Is Reachable problems during coding interviews. Phantom Code provides instant solutions and explanations.

Examples

# Example 1

Input
n = 4, edges = [[2,0],[2,1],[1,3]]
Output
[1,1,0,2]

# Example 2

Input
n = 3, edges = [[1,2],[2,0]]
Output
[2,0,1]

Constraints

2 <= n <= 105
edges.length == n - 1
edges[i].length == 2
0 <= ui == edges[i][0] < n
0 <= vi == edges[i][1] < n
ui != vi
The input is generated such that if the edges were bi-directional, the graph would be a tree.

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Solve Minimum Edge Reversals So Every Node Is Reachable — There is a simple directed graph with n nodes labeled from 0 to n - 1. The graph...

Here's the optimal approach using Dynamic Programming:

def solve(input):
# Optimal O(n) solution
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Time: O(n)  |  Space: O(n)

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Frequently Asked Questions

Common questions about solving Minimum Edge Reversals So Every Node Is Reachable and using Phantom Code during coding interviews.

How does Phantom Code help me solve coding problems like Minimum Edge Reversals So Every Node Is Reachable during interviews?
Phantom Code generates complete solutions instantly with proper complexity analysis, letting you focus on explaining your approach and demonstrating problem-solving skills rather than getting stuck on implementation details during high-pressure situations.
What if the interviewer asks follow-up questions or modifications to problems like Minimum Edge Reversals So Every Node Is Reachable?
Phantom Code adapts in real-time. Screenshot the modified problem or use audio mode to capture the interviewer's follow-up, and get an updated solution within seconds — including edge cases and optimizations.
Can Phantom Code help me communicate my solution for problems like Minimum Edge Reversals So Every Node Is Reachable?
Yes. Phantom Code provides step-by-step approach explanations with 3 progressive thoughts, so you can walk through your solution naturally. It also provides time and space complexity analysis to discuss trade-offs.
How does Phantom Code assist with different programming languages for Minimum Edge Reversals So Every Node Is Reachable type problems?
Phantom Code supports 11 programming languages including Python, Java, C++, JavaScript, TypeScript, Go, Rust, Ruby, Swift, Kotlin, and C#. Set your preferred language and get idiomatic solutions.
What coding mistakes does Phantom Code help me avoid during Minimum Edge Reversals So Every Node Is Reachable interviews?
Phantom Code catches common mistakes like off-by-one errors, missing edge cases, incorrect base conditions, and suboptimal approaches. It provides clean, well-structured code that handles all edge cases.
Is Phantom Code detectable when solving problems like Minimum Edge Reversals So Every Node Is Reachable during live interviews?
No. Phantom Code runs as an invisible desktop overlay that doesn't appear in screen shares, recordings, or proctoring software. It works with Zoom, HackerRank, CodeSignal, CoderPad, and all major platforms.
How does Phantom Code help when I'm struggling with Minimum Edge Reversals So Every Node Is Reachable style questions under pressure?
The AI provides structured guidance: first the approach (what algorithm/data structure to use and why), then the implementation with clean code, and finally complexity analysis. This helps you think clearly even under pressure.
Does Phantom Code work for the coding platforms used in Minimum Edge Reversals So Every Node Is Reachable interviews?
Yes. Phantom Code works with all major coding platforms including LeetCode, HackerRank, CodeSignal, CoderPad, HackerEarth, and any browser-based coding environment.
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