Python Intermediate Cheat Sheet — pandas, APIs, Web Scraping & Decorators | Level 3 Programming Reference

🐍 Take your Python to the next level. This is Part 3 of the Python for Beginners series — built for developers who know the basics and are ready to work with real-world tools used by professional programmers every day.

✅ WHAT'S INCLUDED
One-page printable PDF covering the essential intermediate Python skills:
• Virtual environments — set up clean project workspaces
• pandas — load, filter, clean, group, and export data like a pro
• APIs with requests — fetch live data, send POST requests, handle errors
• Web scraping with BeautifulSoup — extract data from any website
• Decorators — timer, retry, @property, @staticmethod, @classmethod
• Generators and yield — memory-efficient sequences
• Context managers — auto cleanup with "with"
• Testing with unittest and pytest — write code that tests your code
• Advanced comprehensions and itertools
• collections module — Counter, defaultdict, deque
• HTTP status codes reference
• 4 real-world practice projects to build your portfolio

🎨 DESIGN
Color-coded purple theme that matches the full series. Clean layout with code examples, analogies, tips, and project cards — designed to be printed and kept at your desk or used on screen.

📥 FORMAT
• Instant digital download — PDF
• Print-ready at A4 and US Letter size
• No physical product is shipped

💡 PERFECT FOR
• Developers finishing a Python course who want to go beyond the basics
• Self-taught coders ready to build real projects (data analysis, APIs, scrapers)
• Students preparing for a junior developer role or freelance work
• Anyone learning pandas, requests, or pytest for the first time

🗂️ FULL SERIES AVAILABLE
This is Part 3 of a complete Python series. Check out the bundle in my shop — all levels at a discounted price.

❓ QUESTIONS? Feel free to message me!
softcodestudio222 [!at] gmail.com