The NotAnotherSMAOffSetStrategy_V2 is a trading strategy implemented as a class in Python. Here is a short description of what the strategy does:
The populate_indicators method calculates various technical indicators such as exponential moving averages (EMAs), hull moving average (HMA), simple moving average (SMA), Elder's Force Index (EWO), relative strength index (RSI), and volume-based indicators. These indicators are calculated based on the input dataframe.
The populate_buy_trend method determines the buy signals based on specific conditions.
It checks various conditions involving indicators such as volume-based indicator (vol_base), fast RSI (rsi_fast), close price, EMAs, EWO, and RSI.
If the conditions are met, the 'buy' signal is generated and assigned a buy tag ('ewo1', 'ewo2', 'ewo3', or 'ewolow'). The populate_sell_trend method determines the sell signals based on specific conditions. It checks conditions involving the close price, SMAs, HMA, volume, RSI, and the relationship between fast RSI and slow RSI. If the conditions are met, the 'sell' signal is generated. The strategy utilizes a combination of technical indicators and predefined conditions to generate buy and sell signals for trading.