hareharannagula/nifty500-intelligence-system

NIFTY 500 Intelligence System

A comprehensive AI-powered dashboard for Indian stock market (NSE/NIFTY) analysis, combining three intelligent modules:

🚀 Features

1. 📰 Financial News Sentiment Analyzer

• —Powered by ProsusAI/finbert (pre-trained on 4.9B financial tokens)
• —Analyze any financial news headline for sentiment
• —Auto-detects affected NIFTY 500 stocks (Reliance, TCS, HDFC, etc.)
• —Visual sentiment breakdown with confidence scores

2. 📊 Balance Sheet & Corporate Events QA Bot

• —Powered by Qwen2.5-1.5B-Instruct (quantized for efficiency)
• —Answer questions about balance sheets, earnings, corporate filings, board meetings
• —Step-by-step numerical reasoning for financial calculations

3. 📈 Stock Price Predictor + Charts

• —Live data from yfinance (NSE .NS tickers)
• —Technical indicators: SMA(5/10/20), RSI(14), 5-day momentum
• —Trend prediction using weighted moving average blend
• —Interactive candlestick charts with overlays
• —Risk assessment based on momentum volatility

🛠️ How to Use

Tab 1: News Sentiment

1. 1.Paste financial news headlines (one per line)
2. 2.Click "Analyze Sentiment" → See affected stocks + sentiment scores

Tab 2: Balance Sheet QA

1. 1.Ask any question about company financials, earnings, market events
2. 2.Optionally paste company context for more precise answers

Tab 3: Stock Predictor

1. 1.Select a NIFTY stock from dropdown
2. 2.Get predicted price, SMA/RSI indicators, risk level + interactive chart

Tab 4: Corporate Events

1. 1.Select a company
2. 2.Get summary of recent corporate actions and board meetings

⚠️ Disclaimer

This is for informational purposes only. Not financial advice. Always consult a SEBI-registered advisor before trading.