The "SmoothOperator" strategy is a trading strategy that uses various technical indicators to generate buy and sell signals for trading. Here's a breakdown of what the strategy does:
Indicator Calculation:
The strategy calculates several technical indicators such as CCI (Commodity Channel Index), RSI (Relative Strength Index), ADX (Average Directional Index), MFI (Money Flow Index), and various moving averages. Bollinger Bands are calculated twice with different parameters for entry and exit signals.
MACD (Moving Average Convergence Divergence) is also calculated.
Data Manipulation:
The strategy calculates additional derived features such as percentage deviation from Bollinger Bands, Bollinger Band width, and candle size.
It calculates the average price as the mean of close, open, high, and low prices. It calculates three different simple moving averages (SMAs) with different time periods. Buy Signal Generation:
The strategy generates buy signals based on multiple conditions:
A sequence of five consecutive decreasing average prices followed by a lower close. When the low price is below the middle Bollinger Band, CCI is below -100, and RSI is below 30. When the low price is below the middle Bollinger Band, CCI is below -200, RSI is below 30, and MFI is below 30. When MFI is below 10, CCI is below -150, and RSI is below MFI. Sell Signal Generation:
The strategy generates sell signals based on multiple conditions:
When the TEMA (Triple Exponential Moving Average) of the combined MFI, RSI, and CCI values is above 100 and has a decreasing trend. When eight consecutive green candles are observed. When CCI is above 200 and RSI is above 70. Strategy Helper:
The strategy includes a helper class called "StrategyHelper" that provides additional functions for calculating green candles and resampling data. Overall, the SmoothOperator strategy combines various technical indicators and their derived features to generate buy and sell signals for trading.