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📊 Netflix Data Visualization Capstone Project

This project is a capstone built while learning Matplotlib, inspired by this tutorial video. It explores Netflix’s catalog using data visualization techniques with Python.


🗂 Dataset

Netflix Movies and TV Shows Dataset from Kaggle:
📎 https://www.kaggle.com/datasets/shivamb/netflix-shows


🎯 Project Goals

  • Understand the distribution of content types (Movies vs TV Shows)
  • Analyze release trends by year and month
  • Explore countries contributing most content
  • Visualize most popular genres and durations
  • Highlight missing metadata (directors, cast, etc.)

🔧 Tools & Technologies

  • Python
  • Jupyter Notebook
  • Pandas – data wrangling
  • Matplotlib (pyplot) – static plotting

📊 Key Visual Insights

  • Movies dominate over TV Shows in total titles available
  • Most content is produced in the United States, with India and the UK also contributing significantly
  • Content additions peaked in 2019–2020, indicating rapid platform growth
  • Genres like Documentaries, Dramas, and Comedies are most frequent
  • Many entries lack complete metadata, which could impact recommendation systems

📁 Repository Structure

📦 Netflix-Matplotlib-Capstone ┣ 📄 netflix_titles.csv # Dataset ┣ 📄 Netflix_Analysis.ipynb # Jupyter Notebook with all code & plots ┣ 📄 README.md # This file


✅ Outcomes

  • Strengthened my Matplotlib fundamentals
  • Learned how to extract insights from real-world data
  • Gained experience in visual storytelling for analytics

🚀 Future Improvements

  • Add Seaborn/Plotly for improved visual aesthetics
  • Make an interactive dashboard (Streamlit or Dash)
  • Add genre clustering or NLP on descriptions

📬 Contact

If you have suggestions, feedback, or want to collaborate, feel free to connect via LinkedIn.


⭐ If you found this useful, consider starring the repo or sharing it!

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Netflix data visualization project using Matplotlib and Pandas.

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