This dataset contains Apple stock prices from 2014 to 2023, along with various technical indicators. It can be used for multi-class classification to predict the price trend for the next day based on these indicators.
Target Variable: Price trend for the next day:
- bullish (2): If price increases by more than 0.5%
- neutral (1): If price movement stays within -0.5% to +0.5% range
- bearish (0): If price falls by more than 0.5%
Technical Indicators:
- SMA: Simple Moving Average. Aids in determining if an asset price will continue or reverse a trend.
- EMA: Exponential Moving Average. Places more weight on recent data points.
- RSI: Relative Strength Index. Evaluates overvalued or undervalued conditions.
- Bollinger Bands: Indicates oversold or overbought conditions.
- MACD: Moving Average Convergence Divergence. Shows the relationship between two exponential moving averages.
- CCI: Commodity Channel Index. Measures the difference between the current price and the average price.
- ATR: Average True Range. Measures market volatility.