Overview

Streamlit-based application for financial analysis and stock prediction.
Integrates Yahoo Finance, Finnhub API, Prophet, XGBoost, and sentiment analysis.
Provides visualization, prediction, financial data, and sentiment insights.

Features

Home Page

• Basic introduction placeholder.

Graphical Analysis

• Fetch historical stock data from Yahoo Finance.
• Line charts for Close price and Volume.
• Histograms for Close and Volume.
• Pie chart for volume distribution by date.
• Candlestick chart for price movements.
• 7-day Moving Average chart.
• Daily Return (%) chart.
• Option to download CSV of fetched data.

Options and Futures

• Placeholder (under development).

Headlines

• Fetches company news from Finnhub API.
• Displays latest headlines with source and link.

Financial Information

• Displays financials, cash flow, and balance sheet from Yahoo Finance.

Stock Price Prediction

• Uses Facebook Prophet model.
• Trains on past 200 days of Close price.
• Predicts next 40 days.
• Interactive prediction chart (Plotly).
• Shows predicted values with confidence intervals.

Live Data

• Fetches real-time stock quotes from Finnhub API.
• Displays current price, daily high, and daily low.

Sentiment Analysis

• Fetches last 60 days of news headlines from Finnhub API.
• Analyzes sentiment using TextBlob.
• Calculates average sentiment score.
• Classifies sentiment: Positive / Negative / Neutral.
• Displays histogram of sentiment score distribution.
• Provides interpretation of sentiment score.

Python stack:

• yfinance
• streamlit
• pandas
• numpy
• datetime
• plotly
• matplotlib
• scikit-learn
• xgboost
• ta
• finnhub-python
• prophet
• textblob