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Hash Table Data Structure Visualizer

STEM Interactive Visual Learning Program at TEC-Bridge AI

Hash Table Setup

Hash Table Operations

Hash Function

hash(key) = key % table_size

Statistics

Hash Table Visualization

Operation Steps

How to Use

  1. Initialize: Set table size (e.g., 7) and click "Initialize"
  2. Sample Data: Click Sample Data to populate with examples.
  3. Insert: Enter key-value pair (e.g., Key: "name", Value: "John") and click "Insert"
  4. Search: Enter key (e.g., "name") to search for its value
  5. Delete: Enter key (e.g., "name") to remove from table

Hash Table Concept

Hash Table is a data structure that maps keys to values using a hash function for fast access.

Key Characteristics:

  • Uses hash function to compute array index
  • Handles collisions with chaining or open addressing
  • Provides average O(1) time complexity for operations
  • Dynamic resizing maintains performance

Hash Function: A hash function is a mathematical function that converts input keys into array indices. It takes a key of any size and produces a fixed-size integer that determines where the key-value pair will be stored. A good hash function should distribute keys uniformly across the table to minimize collisions and maintain fast access times.

Hash Calculation Example: For string "Age" with table size 7:
Step 1: Sum ASCII values: A(65) + g(103) + e(101) = 269
Step 2: Apply modulo: 269 % 7 = 3
Therefore, hash("Age") = 3, so "Age" is stored in bucket 3.

Applications

  • Database indexing and caching
  • Symbol tables in compilers
  • Associative arrays and dictionaries
  • Set implementations
  • Memoization in dynamic programming

Time Complexity

OperationAverageWorst
InsertO(1)O(n)
SearchO(1)O(n)
DeleteO(1)O(n)

Space Complexity

ComponentSpace
Table StorageO(n)
Chain StorageO(k)

Strengths

  • Fast average-case performance
  • Simple implementation
  • Flexible key types
  • Memory efficient

Limitations

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

Code Implementation

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