from database.backtest import backtest_results from datetime import datetime, timedelta def best_entry_times(date: datetime = datetime.now(), days_to_look_back: int = 10): end_date = date.replace(hour = 0, minute = 0, second = 0, microsecond = 0) start_date = end_date - timedelta(days = days_to_look_back) backtest = backtest_results('SPX', '10 Delta Iron Condor', start_date = start_date, end_date = end_date) backtest['Entry Time'] = backtest['Entry Time'].dt.time profit_by_entry_time = backtest.groupby('Entry Time')['Profit'].sum().reset_index() best_entry_times = profit_by_entry_time.sort_values(by = 'Profit', ascending = False).head(10) return [str(entry_time) for entry_time in best_entry_times['Entry Time'].tolist()]