How to Leak State With copy Versus deepcopy

copy.copy keeps nested references. Change one dict and every copy changes. Production data corruption in one line.

#python #copy #deepcopy #mutation #howto #bug #dataleak

https://www.youtube.com/watch?v=kkeFzVh3jS4

How to Leak State With copy Versus deepcopy #bug

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An exercise to help build the right mental model for Python data. The “Solution” link uses memory_graph to visualize execution and reveals what’s actually happening:
- Solution: https://memory-graph.com/#codeurl=https://raw.githubusercontent.com/bterwijn/memory_graph_videos/refs/heads/main/exercises/exercise10.py&breakpoints=13&continues=1&play
- Explanation: https://github.com/bterwijn/memory_graph?tab=readme-ov-file#python-data-model

If you think this could help Python students and educators, please boost.

#Python #programming #memory_graph #DeepCopy #ShallowCopy

Deep Copy vs Reference Copy of Arrays in C# Tip #46 - Understanding array copying: reference types share the same memory (like a shared toy box), while deep copies create separate data. Use Clone(), Array.Copy(), or ToArray() for deep copies.
#ArrayCopy #DeepCopy #ReferenceTypes #CSharp #ProgrammingBasic #LearnCoding
DeepSeek ist wohl doch nicht das Wunderkind, für das es alle halten. #DeepCopy #ChatGPT » eicker.TV » https://www.youtube.com/watch?v=UL5IfQ-KGZ8 #eickerTV #Tech #Community
DeepSeek ist wohl doch nicht das Wunderkind, für das es alle halten. #DeepCopy #ChatGPT » eicker.TV

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DeepSeek ist wohl doch nicht das Wunderkind, für das es alle halten. #DeepCopy #ChatGPT » eicker.TV » https://www.youtube.com/watch?v=UL5IfQ-KGZ8 #eickerTV #Technik #Tech #Kurzvideos
DeepSeek ist wohl doch nicht das Wunderkind, für das es alle halten. #DeepCopy #ChatGPT » eicker.TV

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