The strategy, named "CombinedBinHAndClucV8Hyper," is implemented as a class that inherits from the base strategy class "IStrategy." The strategy consists of several methods that perform different tasks. populate_indicators:
This method takes a DataFrame and metadata as input and returns a modified DataFrame. It populates the indicators for the strategy by calling two other indicator methods (informative_1h_indicators and normal_tf_indicators) and merging the results into the original DataFrame.
populate_buy_trend:
This method takes a DataFrame and metadata as input and returns a modified DataFrame.
It defines multiple conditions that need to be met for a buy signal to be generated.
Each condition is represented as a logical expression involving various DataFrame columns and threshold values. If any of the conditions are satisfied, the corresponding row in the DataFrame is marked with a value of 1 in the 'buy' column. populate_sell_trend:
This method takes a DataFrame and metadata as input and returns a modified DataFrame. It defines conditions for a sell signal to be generated. The conditions involve comparing the current and previous values of certain columns, such as 'close' and 'bb_upperband', and checking the value of the 'rsi' column. If any of the conditions are satisfied, the corresponding row in the DataFrame is marked with a value of 1 in the 'sell' column. Overall, the strategy applies various technical analysis indicators and conditions to generate buy and sell signals based on the provided DataFrame's price and volume data.