GitHub - NagarAnalytics/Stock-Showdown-Analysis: Python-based EDA of historical stock volatility and market trends. · GitHub
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📈📉Stock Showdown: Comparative Asset Analysis Tool

Apple vs. NVIDIA: The AI Sector Showdown

📊 Project Overview

This project provides a quantitative comparison between Apple (AAPL) and NVIDIA (NVDA) using 2025 market data. The analysis examines how the leader in AI hardware (NVIDIA) compares with the leader in consumer integration (Apple) in terms of stock performance and market volatility.

🛠️ Tech Stack

  • Language: Python
  • Libraries: Pandas (Analysis), Matplotlib (Visualization)

🛠️ Skills Demonstrated

  • Financial Data Pipelines: Pulling real-time equity data using the yfinance API.
  • Normalization Techniques: Scaling prices to a base of 1.0 to compare growth independent of share price.
  • Pandas Expertise: Handling Datetime indexing and forward-filling data for consistent analysis.
  • Object-Oriented Visualization: Using Matplotlib's fig, ax structure to generate high-fidelity charts.

🚀 Key Features

  • Automated Cleaning: Removes null values and aligns trading days between stocks.
  • Benchmark Analysis: Calculates the relative growth of $1 invested at the start of the year.
  • Robust Reporting: Automatically exports analysis results to a high-resolution PNG for stakeholder review.

📈 Performance Visualization

Stock Showdown Chart

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Python-based EDA of historical stock volatility and market trends.

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