options-backtesting/backtesting/best_entry_times.py

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from database.backtest import backtest_results
from datetime import datetime, timedelta
def best_entry_times(lookback_period: int = 10):
end_date = datetime.now().replace(hour = 0, minute = 0, second = 0, microsecond = 0)
start_date = end_date - timedelta(days = lookback_period)
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()]