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Hash Set Data Structure Visualizer

STEM Interactive Visual Learning Program at TEC-Bridge AI

Hash Set Setup

Hash Set Operations

Hash Function

hash(element) = element % set_size

Statistics

Hash Set Visualization

Operation Steps

How to Use

  1. Initialize: Set size (e.g., 7) and click "Initialize"
  2. Sample Data: Click Sample Data to populate with examples.
  3. Add: Enter element (e.g., "apple") and click "Add"
  4. Contains: Enter element (e.g., "apple") to check if it exists
  5. Remove: Enter element (e.g., "apple") to remove from set

Hash Set Concept

Hash Set is a data structure that stores unique elements using a hash function for fast access.

Key Characteristics:

  • Stores only unique elements (no duplicates)
  • Uses hash function to compute array index
  • Handles collisions with chaining or open addressing
  • Provides average O(1) time complexity for operations
  • No ordering of elements

Hash Function: A hash function converts input elements into array indices. It takes an element of any size and produces a fixed-size integer that determines where the element will be stored. A good hash function should distribute elements uniformly across the set to minimize collisions.

Hash Calculation Example: For string "apple" with set size 7:
Step 1: Sum ASCII values: a(97) + p(112) + p(112) + l(108) + e(101) = 530
Step 2: Apply modulo: 530 % 7 = 5
Therefore, hash("apple") = 5, so "apple" is stored in bucket 5.

Applications

  • Removing duplicates from collections
  • Fast membership testing
  • Set operations (union, intersection, difference)
  • Caching and memoization
  • Database indexing for unique constraints

Time Complexity

OperationAverageWorst
AddO(1)O(n)
ContainsO(1)O(n)
RemoveO(1)O(n)

Space Complexity

ComponentSpace
Set StorageO(n)
Chain StorageO(k)

Strengths

  • Fast average-case performance
  • Automatic duplicate prevention
  • Simple implementation
  • Memory efficient

Limitations

  • Poor worst-case performance
  • Hash function quality dependent
  • No ordering of elements
  • Collision handling overhead

Code Implementation

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