The strategy, "CombinedBinHAndClucV7_OPT," is designed to backtest trading strategies. Here is a brief description of what the strategy does:
The populate_indicators function takes a dataframe and metadata as input and populates the indicators for the strategy. It merges informative indicators from the 1-hour timeframe with the current timeframe using the merge_informative_pair function and fills missing values.
The populate_buy_trend function populates the buy signals for the strategy based on certain conditions.
It checks multiple conditions for each potential buy signal and appends them to the conditions list.
The conditions include comparisons between closing prices and exponential moving averages (EMA), dip thresholds, Bollinger Bands, relative strength index (RSI), and volume. If any of the conditions are met, the corresponding row in the dataframe is marked as a buy signal. The populate_sell_trend function populates the sell signals for the strategy based on certain conditions. It checks conditions related to the closing price, Bollinger Bands, RSI, and volume. If any of the conditions are met, the corresponding row in the dataframe is marked as a sell signal. Overall, the strategy combines various technical indicators and conditions to generate buy and sell signals for backtesting trading strategies.