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📈 Stock Price & Revenue Analysis with Python

Python Pandas Jupyter Status License


🔍 Overview

This project analyzes historical stock prices and revenue data for Tesla and GameStop using Python.
The main objective is to explore time-series trends, visualize relationships between stock prices and company fundamentals, and extract data-driven insights relevant to financial analysis.

The analysis is performed in a Jupyter Notebook, combining data collection, cleaning, visualization, and interpretation in an end-to-end workflow.


🧰 Tools & Libraries

  • 🐍 Python
  • 📊 Pandas
  • 🔢 NumPy
  • 🌐 BeautifulSoup (Web Scraping)
  • 📉 Matplotlib
  • 📓 Jupyter Notebook

📊 Key Insights

  • 🚀 Tesla shows strong alignment between revenue growth and a significant increase in stock price, especially after 2018.
  • 🎮 GameStop experienced a dramatic stock price surge around 2021, while revenue did not exhibit a similar upward trend — indicating market-driven behavior rather than fundamental growth.

📊 Dashboard Preview

Tesla — Stock Price & Revenue

Tesla Dashboard

GameStop — Stock Price & Revenue

GameStop Dashboard


🗂️ Data Sources

  • 📈 Yahoo Finance — historical stock price data
  • 💰 Macrotrends — company revenue data

📁 Project Structure

stock-revenue-analysis/
├── notebooks/
│ └── Revenue_Data_and_Building_a_Dashboard.ipynb
├── images/
│ ├── gamestop_dashboard.png
│ └── tesla_dashboard.png
├── README.md
└── LICENSE

📝 Notes

  • This project was completed as part of the IBM Data Science curriculum.
  • The notebook and documentation have been refined and structured for portfolio and professional presentation.
  • Focus is placed on clarity, reproducibility, and insight, not just code execution.

👤 Author

Muhammad Rafi Akbar
Aspiring Data Analyst / Data Scientist / Data Engineer


📄 License

This project is licensed under the MIT License.
You are free to use, modify, and distribute this project with proper attribution.

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Exploratory data analysis of Tesla and GameStop stock prices and revenue using Python

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