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Class 12 IP Practical Programs: Pandas, Matplotlib & SQL

Free download of every Class 12 IP program with output: pandas Series and DataFrame, CSV, MySQL, Matplotlib charts, SQL function queries and the sample project.

ZIP · 62 KB 133 files Updated 26 Oct 2026 Free

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📦 What is inside the ZIP

  • 23 folders – one for every lesson with code
  • .py files with the real output written as comments
  • queries.sql for all SQL lessons
  • Sample project: result analysis with pandas and charts
  • README.txt – setup for pandas, Matplotlib and MySQL

🧰 What you need

Python 3 with pip install pandas matplotlib. For SQL: MySQL 8.

📚 Learn how it is built

Every file of this download is explained step by step in the free course:

▶ Class 12 Informatics Practices

❓ Frequently asked questions

Is this download free?

Yes, completely free. You only need a free CodingEasily account with a confirmed email.

Why is login required to download?

It keeps the files safe, stops other sites from hot-linking them, and lets us tell you about new versions and important fixes.

How do I run the project?

The ZIP includes a README with step-by-step setup. Every step is also explained in the course lessons: Class 12 Informatics Practices.

Can I use it in my own project or practical file?

Yes, for learning, school or college projects and practical files. Understand the code and adapt it to your needs.

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