Apple_Stock_Price_Trends_Classification

# Apple Stock Price Trend Prediction Dataset (2014-2023)

## Dataset Overview
Apple stock prices from years 2014 to 2023. This dataset can be used to predict price trend for next day based on technical indicators.

## Target Variable Description
Price trend for next day - Multi Class Classification:
- bullish : If price increases more than 0.5%
- neutral : If price movement stay within -0.5% to +0.5% range
- bearish : If price fall more than 0.5%

## Technical Indicators Included

1. SMA (Simple Moving Average):
- Aid in determining if an asset price will continue or if it will reverse a bull or bear trend.

2. EMA (Exponential Moving Average):
- Shows how the price of an asset or security changes over a certain period of time.
- The EMA is different from a simple moving average in that it places more weight on recent data points.

3. RSI (Relative Strength Index):
- RSI measures the speed and magnitude of a security's recent price changes to evaluate overvalued or undervalued conditions in the price of that security.

4. Bollinger Bands:
- Generate oversold or overbought signals.

5. MACD (Moving Average Convergence Divergence):
- A trend-following momentum indicator that shows the relationship between two exponential moving averages.

6. CCI (Commodity Channel Index):
- A technical indicator that measures the difference between the current price and the historical average price.

7. TR (True Range):
- Measures the daily range plus any gap from the closing price of the preceding day.

8. ATR (Average True Range):
- Average of true ranges over the specified period.
- ATR measures volatility, taking into account any gaps in the price movement.