NTI - Python for Data Analysis

This repo includes my work from the NTI Python for Data Analysis course.
You'll find the weekly notebooks, a cipher task, and the final MovieLens project.

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Repo Structure

• notebooks/ – Weekly notebooks (Python, NumPy, Pandas, Visualization)
• Tasks/ – Course tasks (including the cipher/encryption task)
• Final Project/ – Final project (MovieLens dataset analysis)

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Tools Used

• Python
• Jupyter Notebook
• NumPy & Pandas
• Matplotlib & Seaborn

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Cipher Task

One of the course assignments was to build a simple encryption/decryption script.
You can find it here: Tasks/Cipher.ipynb

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MovieLens Project

In the final project, I:

• Cleaned and merged data
• Analyzed ratings, genres, and users
• Created visualizations for insights

📍 Check it here: Final_Project/Movie.ipynb

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Contact Me

• LinkedIn
• GitHub
• keroloshani474@gmail.com