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What is the time complexity of common Python operations?

An example of an AI chatbot conversation about time complexity of Python operations.

😀
You

What is the time complexity of list operations in Python?

MagicBuddy
MagicBuddy

The time complexity of common list operations in Python is as follows:

  • Access: O(1)
  • Append: O(1)
  • Insert: O(n)
  • Delete: O(n)
  • Search: O(n) for unsorted lists.
😀
You

How about dictionaries? What is their time complexity?

MagicBuddy
MagicBuddy

Dictionaries in Python have the following time complexities:

  • Access: O(1)
  • Insert: O(1)
  • Delete: O(1)
  • Search: O(1) on average, but O(n) in the worst case due to hash collisions.
😀
You

What about sets? Are they similar to dictionaries?

MagicBuddy
MagicBuddy

Yes, sets in Python are similar to dictionaries in terms of time complexity:

  • Access: O(1)
  • Insert: O(1)
  • Delete: O(1)
  • Search: O(1) on average.
😀
You

Can you explain the time complexity of sorting algorithms in Python?

MagicBuddy
MagicBuddy

Sure! The built-in sort function in Python uses Timsort, which has a time complexity of O(n log n) for average and worst cases.

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