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Explain how hash tables work in Python's standard library.

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Answer from AI

In Python, the standard dictionary (dict) is implemented as a hash table. Key points of operation:

  • Keys are hashed using the built-in hash() function, which returns an integer value.
  • The hash is used to determine the index in the array where the key-value pair is stored.
  • In case of collisions (when different keys produce the same hash), open addressing with probing is used — searching for the next free cell.
  • When adding elements, if the table's load factor reaches a certain threshold, resizing and redistribution of elements occur.

This provides amortized constant time complexity for access, insertion, and deletion, close to O(1).

Thus, a dictionary in Python is an efficient data structure for fast key-based lookup, implemented through a hash table with open addressing and dynamic resizing.