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  1. copy — Shallow and deep copy operations — Python 3.14.2 …

    2 days ago · A deep copy constructs a new compound object and then, recursively, inserts copies into it of the objects found in the original. Two problems often exist with deep copy operations …

  2. Deep Copy and Shallow Copy in Python - GeeksforGeeks

    6 days ago · A deep copy creates a new compound object before inserting copies of the items found in the original into it in a recursive manner. It will first construct a new collection object …

  3. Python Shallow Copy and Deep Copy (With Examples) - Programiz

    In this article, you’ll learn about shallow copy and deep copy in Python with the help of examples.

  4. Python __deepcopy__ Method - Complete Guide - ZetCode

    Apr 8, 2025 · This comprehensive guide explores Python's __deepcopy__ method, the special method that enables custom deep copying behavior for objects. We'll cover basic usage, …

  5. How to Copy Objects in Python: Shallow vs Deep Copy Explained

    Apr 21, 2025 · Understand the difference between shallow and deep copies in Python. Learn how to duplicate objects safely using the copy module and other techniques.

  6. Deep Copy in Python – Explained with Examples and Comparison

    Learn what a deep copy is in Python, how it differs from a shallow copy, and when to use it. Includes simple explanations, beginner-friendly code examples, and use cases for nested lists …

  7. Shallow vs. Deep: Why You Need copy.deepcopy () for Complex Python

    Oct 22, 2025 · Deep copying can be slow and memory-intensive, especially for very large or deeply nested data structures, as it has to visit and copy every single element. Only use …

  8. Python `deepcopy` Function: A Comprehensive Guide

    Jan 24, 2025 · The deepcopy function from the copy module offers a powerful way to create a complete independent copy of an object. This blog post will explore the deepcopy function in …

  9. Copy That! Understanding Shallow vs Deep Copy in Python

    Jul 1, 2025 · Let’s dive into what shallow and deep copy actually mean, why they matter (especially in data science), and how to use them correctly — with clean, useful code examples.

  10. Shallow and Deep Copy in Python: copy (), deepcopy ()

    May 13, 2023 · To make a deep copy, use the deepcopy() function from the copy module. In a deep copy, actual copies of the objects are inserted instead of their references. As a result, …