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| Feature | 1st Edition (2015) | 2nd Edition (2022) | | :--- | :--- | :--- | | | 3.4 / 3.5 | 3.10+ (3.11 compatible examples) | | Asyncio | Basic coverage | Entire new chapter (async/await, tasks, runners) | | Type Hints | Zero | Full guide to typing , Protocol , TypedDict | | Pattern Matching | Doesn't exist | Deep dive into match/case | | Data Classes | Only namedtuple | dataclasses , attrs , Pydantic | | Memory Views | Simple arrays | memoryview & array for high-performance computing |

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Here is what the 2nd edition gives you that the 1st edition (the free PDFs floating around) does : | Feature | 1st Edition (2015) | 2nd

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