# modules

• 01modules/python-basics/ Variables, data structures, loops, and functions. The stuff you'll use in every script you ever write.5 lessons─→⤓ notes
• 02modules/pandas-fundamentals/ DataFrames, Series, filtering, and sorting. How you actually work with tabular data in Python.5 lessons─→⤓ notes
• 03modules/data-cleaning/ Handle missing data, convert types, clean strings, and prepare messy real-world data for analysis.6 lessons─→⤓ notes
• 04modules/grouping-combining/ Aggregate data with groupby, merge datasets, and reshape tables with pivot operations.5 lessons─→⤓ notes
• 05modules/string-file-ops/ String methods, regular expressions, file I/O, and JSON handling.5 lessons─→⤓ notes
• 06modules/web-apis/ Fetch data from APIs, parse JSON responses, and scrape web content with BeautifulSoup.5 lessons─→⤓ notes
• 07modules/functions-apply/ Write lambda functions, use apply and map, and master vectorized operations for performance.5 lessons─→⤓ notes
• 08modules/numpy-foundations/ Arrays, dtypes, reshape, broadcasting, and vectorization. The math layer under pandas, plus how to drop down to it when you need speed.5 lessons─→⤓ notes
• 09modules/game-dev-pygame/ Build real games with Python. Learn the game loop, movement physics, sprites, collision detection, and complete a Brick Breakaway clone from scratch.11 lessons─→⤓ notes
• 10modules/data-manipulation-school/ String cleaning, number formatting, date parsing, combining DataFrames, and pivot tables. Exactly what the WCTC Python Data Manipulation course covers.5 lessons─→⤓ notes
• 11modules/oop-tooling/ Classes and objects, type hints and dataclasses, testing your code, and logging and debugging. The Python beyond scripts that real projects need.4 lessons─→⤓ notes