The HyperStra_SMAOnly strategy is a trading strategy that uses simple moving averages (SMA) to generate buy and sell signals. Here's a breakdown of what the strategy does:
populate_indicators: This method calculates the moving averages (MA) for different time periods and adds them to the input dataframe. populate_buy_trend: This method populates the buy signal based on certain conditions.
It checks multiple conditions using the condition_maker function, which compares indicators and values using different operators (e.g., equal, above, below, cross above, etc.).
If all the conditions are met, the 'buy' column in the dataframe is set to 1.
populate_sell_trend: Similar to the populate_buy_trend method, this method populates the sell signal based on specified conditions. If all the conditions are met, the 'sell' column in the dataframe is set to 1. condition_maker: This function compares indicators based on the given operator and returns a boolean result. It supports various operators such as equal, above, below, cross above, divide greater, divide smaller, normalized equal, normalized smaller, normalized bigger, normalized divided equal, normalized divided smaller, and normalized divided bigger. Normalizer: This function normalizes a given indicator by subtracting the minimum value and dividing by the range (max - min) to obtain values between 0 and 1. Overall, the strategy calculates moving averages, checks conditions for generating buy and sell signals, and performs normalization on indicators.