https://github.com/disney35/stock-prices-dashboard

A dashboard to analyze, predict, and visualize stock prices using Python & LSTM
https://github.com/disney35/stock-prices-dashboard

ema jupyter-notebook keras macd matplotlib-pyplot mfi numpy pandas python rsi scikit-learn sma streamlit tenserflow yfinance

Last synced: about 1 month ago
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A dashboard to analyze, predict, and visualize stock prices using Python & LSTM

• Host: GitHub
• URL: https://github.com/disney35/stock-prices-dashboard
• Owner: Disney35
• Created: 2025-09-25T13:23:52.000Z (about 2 months ago)
• Default Branch: main
• Last Pushed: 2025-09-25T13:54:46.000Z (about 2 months ago)
• Last Synced: 2025-09-25T15:37:45.024Z (about 2 months ago)
• Topics: ema, jupyter-notebook, keras, macd, matplotlib-pyplot, mfi, numpy, pandas, python, rsi, scikit-learn, sma, streamlit, tenserflow, yfinance
• Language: Jupyter Notebook
• Homepage:
• Size: 1.27 MB
• Stars: 0
• Watchers: 0
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

          
📊 Stock Prices Analytics Dashboard

A comprehensive dashboard to analyze, predict, and visualize stock prices using Python. Combines machine learning, technical indicators, and interactive visualization for insightful stock market analysis.

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🚀 Features

📈 Stock Price Prediction using LSTM networks

📊 Technical Analysis with key indicators

💻 Interactive Dashboard for visualization

📅 Supports custom date ranges and multiple stock tickers

🛠️ Built with Python, Streamlit/Plotly, and TensorFlow

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🛠 Tools & Technologies Used

Python 3.11 – Core programming language

yfinance – Fetch historical stock data

pandas & numpy – Data manipulation & processing

matplotlib & plotly – Visualization of charts and indicators

TensorFlow & Keras – LSTM model for stock price prediction

Streamlit / Plotly Dash – Interactive dashboard

scikit-learn – Data preprocessing & scaling

Jupyter Notebook – Experimentation & prototyping

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📊 Technical Indicators

SMA – Simple Moving Average

EMA – Exponential Moving Average

RSI – Relative Strength Index

Stochastic Oscillator

Bollinger Bands

MACD – Moving Average Convergence Divergence

MFI – Money Flow Index

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📈 LSTM Stock Prediction

Predicts future closing prices based on historical data

Compares predicted vs actual prices for accuracy

Helps in spotting trends and making data-driven decisions

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📊 Technical Analysis

Calculates and plots all major indicators

Visualizes buy/sell signals

Supports multiple indicators on one chart

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🎨 Dashboard

Built with Streamlit or Plotly Dash

Interactive selection of stock, date range, and indicators

Clean, responsive, and user-friendly interface