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Redundant Connection

**Problem Statement:** Given the required input arguments, write an efficient algorithm to solve the **Redundant Connection** problem. Implement the required logic as specified by standard definitions for this classic algorithmic challenge. **Hint / Expected Approach:** Union-Find: detect edge forming a cycle **Edge Cases to Consider:** - (1) Cycle at start - (2) Chain of nodes - (3) Multiple valid answers (return last)

Examples

Example 1
Input: [[1,2],[1,3],[2,3]]
Output: [2,3]
Explanation: Cycle: 1-2-3-1
Example 2
Input: [[1,2],[2,3],[3,4],[1,4],[1,5]]
Output: [1,4]
Explanation: Cycle 1-2-3-4-1
Example 3
Input: [[1,2]]
Output: N/A (min 3 nodes)
Explanation: Edge case

Constraints

  • ▪2 <= vertices <= 1000
  • ▪0 <= edges <= 5000
  • ▪Avoid infinite cycles during depth traversal

Watch Out For Edge Cases

  • ▪Cycle at start
  • ▪Chain of nodes
  • ▪Multiple valid answers (return last)
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