Category: US Stock Market Analyzer
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Real-Time Stock Dashboard with FastAPI and WebSockets
Build a FastAPI WebSocket dashboard handling 500+ live connections on $5/month. No polling, real-time updates, production-ready code included.
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Portfolio Optimization with Modern Portfolio Theory
Compare mean-variance vs risk parity with real S&P 500 data. Includes Ledoit-Wolf covariance fix and backtest results you can reproduce.
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Financial News Sentiment Analysis for Stock Prediction
VADER missed 40% of bearish signals that FinBERT caught. See which NLP model actually predicts stock moves with financial news sentiment data.
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Plotly vs Matplotlib for Stock Visualization
Interactive Plotly charts reveal MACD divergences that static Matplotlib hides. Includes multi-panel dashboard code for RSI and Bollinger Bands.
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US Stock Data Pipeline with Python and Yahoo Finance
Speed up S&P 500 data fetching 4x by switching from yfinance to raw Yahoo Finance endpoints. Includes data quality validation and error handling.