The strategy, named "NostalgiaForInfinityNext_ChangeToTower_V5_3," is designed to backtest trading strategies. It implements the "IStrategy" interface. The strategy consists of several components:
populate_indicators: This method is responsible for populating the indicators used in the strategy.
It takes a DataFrame and a metadata dictionary as input and returns a modified DataFrame with added indicators.
The method performs various operations such as merging informative pair data, resampling to a different timeframe, and calculating indicators for the normal timeframe.
populate_buy_trend: This method populates the buy signals for the strategy. It takes a DataFrame and a metadata dictionary as input and returns a modified DataFrame with buy signals added. The method defines multiple conditions for generating buy signals based on indicators and parameters. These conditions include checks on moving averages (EMA), close price relative to EMA, relative strength index (RSI), money flow index (MFI), Bollinger Bands, volume, and other parameters. Overall, the strategy aims to generate buy signals based on a combination of technical indicators and predefined conditions.