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References

These notes are my own rewrite of concepts as I learned them — not copied from any single source. Where I leaned on outside material for accuracy (official docs, tooling), it's listed here rather than scattered as inline citations.

Source Used for
Official Python Documentation Verifying syntax, built-in behaviour, and standard library details (e.g. re, string methods, exception hierarchy)
python.org Installation instructions, official downloads referenced in the Environment & Setup section
VS Code Docs Editor/IDE setup notes in the Environment & Setup section
Freecodecamp Certification course on freecodecamp

The Data Structures & Algorithms section (Big-O, arrays, stacks/queues, linked lists, hash maps, searching/sorting, graphs, trees, heaps, dynamic programming) draws on general CS fundamentals taught across most algorithms courses — no single textbook was followed chapter-for-chapter.

If you spot something that should be credited more specifically, open an issue.