Stock Analysis AI Dashboard

A real-time stock analysis system with AI-powered trading signal predictions for S&P 500 companies.

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🎯 What Is This Project?

This is an automated stock analysis platform that:

1. Downloads daily stock data for 500+ S&P 500 companies
2. Calculates technical indicators (moving averages, RSI, volume trends)
3. Predicts AI trading signals using a trained Random Forest classifier
4. Displays everything in an interactive Streamlit dashboard
5. Updates automatically every day at 4 AM

Quick Start

1. Setup (First Time Only - ~20 minutes)

# Open PowerShell, navigate to project

# Activate environment
.\pythonproject\Scripts\Activate.ps1

# Install dependencies (if needed)
pip install -r requirements.txt

# Initialize database
python data/database.py
python data/company_names.py

# Download 10 years of stock data (takes 15-20 min)
python data/download_data.py

#Train model for first time only
python -m models.model

#Run the dashboard
streamlit run dashboard.py

Setup complete!

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Automatic (4 AM Daily)

python scheduler.py

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Documentation

For detailed information:

• WORKFLOW.md - How the system works
• MODEL.md - AI model details & features
• SCHEDULER.md - Automation setup

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Status: Production Ready | Last Updated: March 28, 2026