📊 Stock Prediction with LSTM & Sentiment

📊 Portfolio Simulator

🧠 Predict Retail Investor Behavior Using Sentiment + Fundamentals

🧭 Real-Time Greed & Fear Score

🟥 Red → Extreme Greed (Score > 70)
🟨 Yellow → Neutral / Caution (Score between 30–70)
🟩 Green → Fear / Panic (Score < 30)

📊 Technical Screener for Any Stock

Enter any NSE stock and analyze RSI, MACD, and volume spike.

📘 Financial & Technical Terms Explained

1. RSI – Measures momentum; >70 overbought, <30 oversold.
2. PE Ratio – Price divided by earnings per share.
3. Bollinger Bands – Shows volatility range around a moving average.
4. MACD – Signals momentum via moving average crossovers.
5. ADX – Measures trend strength. Above 25 = strong trend.
6. CCI – Shows how much price deviates from average trend.
7. Volume – Number of shares traded; high = strong interest.
8. Book Value – Net asset value per share.
9. Market Cap – Company’s total stock value.
10. Debt-to-Equity – Ratio showing financial leverage.
11. Dividend Yield – Dividend as a % of current price.
12. Stop-Loss – Risk control to limit losses on a trade.
13. 52W High/Low – Highest and lowest prices in the last 1 year.
14. Support/Resistance – Key levels where price often reverses.
15. Moving Averages – Smoothens price trends over time.
16. Sentiment Score – Score based on news/public mood.
17. Insider Trading – Buying/selling by company insiders.
18. Sector Comparison – Compare your stock to sector index.
19. Beta – Volatility relative to the market.
20. LSTM – AI model that predicts price using past data.

ℹ️ About Trade Sense – Your AI Investing Assistant

Trade Sense is a powerful AI-based platform designed to empower Indian investors with predictive analytics, technical insights, and smart financial decision-making.

🔍 Features Overview:

• 📈 Stock Prediction:
  Forecast next-day prices using LSTM neural networks and real-time indicators like RSI, MACD, and sentiment from Google News and YouTube.

• 🧮 Portfolio Simulator:
  Backtest and simulate your investments. Compare actual returns with AI-predicted returns. Get visual charts and personalized AI advice.

• 🧠 Market Mind Reader:
  Predict retail investor behavior using a mix of fundamentals (PE ratio, volume) and sentiment scores.

• 🧭 Greed & Fear Gauge:
  Market mood index based on volatility, RSI, volume spikes, and media sentiment.

• 📊 Screener:
  Scan NSE stocks for bullish or bearish breakout patterns using Stochastic Oscillator, MACD, and volume surge.

• 📘 Glossary:
  Understand key financial and technical terms that power your investment insights.

🤖 Under the Hood:

• AI Model: LSTM (Long Short-Term Memory) trained on 10 years of NSE data
• Sentiment Analysis: Google News RSS, YouTube API, TextBlob
• Data Sources: yFinance, Matplotlib
• Platform: Built using Gradio and hosted via Hugging Face or Render

💡 Whether you're a beginner or a pro, Trade Sense helps you make smarter, data-driven investment decisions.

Made by Akshayaa 👩‍💻 – Powered by AI, driven by passion.