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Redundant Connection - LeetCode 684 - Graph Cycle Detection Explanation

Published 12, Jan 2026

CodeLucky


Description:
Learn how to solve the Redundant Connection problem (LeetCode 684) efficiently using the Union-Find (Disjoint Set Union) data structure! ????

In this video, we break down the properties of a tree ????, understand how adding a single edge creates a cycle, and explore why standard DFS/BFS approaches might be too slow. We then dive deep into the optimal Union-Find algorithm to detect cycles in nearly constant time.

Whether you are preparing for coding interviews or learning graph theory, this visual explanation will make the concept clear and easy to implement.

Topics covered:
- Graph Theory Basics
- Cycle Detection
- Union-Find / Disjoint Set Union (DSU)
- Time and Space Complexity Analysis

#leetcode #algorithms #codinginterview #python #graph-theory #unionfind #programming

Chapters:
00:00 - Introduction
00:14 - What is a Tree?
00:38 - Problem Statement
00:57 - Visualizing the Issue
01:16 - Naive Approach
01:40 - Optimal Approach
01:59 - DSU Operations
02:19 - The Algorithm Logic
02:42 - Walkthrough
03:04 - Complexity Analysis
03:24 - Summary
03:43 - Outro

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