Overall Statistics |
Total Trades 9413 Average Win 0.08% Average Loss -0.16% Compounding Annual Return 1.044% Drawdown 5.600% Expectancy -0.002 Net Profit 5.335% Sharpe Ratio 0.212 Probabilistic Sharpe Ratio 1.682% Loss Rate 33% Win Rate 67% Profit-Loss Ratio 0.48 Alpha 0.004 Beta 0.032 Annual Standard Deviation 0.037 Annual Variance 0.001 Information Ratio -0.689 Tracking Error 0.156 Treynor Ratio 0.248 Total Fees $9614.05 Estimated Strategy Capacity $170000000.00 Lowest Capacity Asset BRKB R735QTJ8XC9X |
from AlgorithmImports import * class ETFConstituentsDataAlgorithm(QCAlgorithm): def Initialize(self): self.SetStartDate(2016, 1, 1) self.SetEndDate(2021, 1, 1) self.SetCash(100000) self.UniverseSettings.Resolution = Resolution.Minute # Requesting data self.spy = self.AddEquity("SPY").Symbol self.AddUniverse(self.Universe.ETF(self.spy, self.UniverseSettings, self.ETFConstituentsFilter)) self.weightBySymbol = {} self.Schedule.On( self.DateRules.EveryDay(self.spy), self.TimeRules.AfterMarketOpen(self.spy, 1), self.Rebalance) def ETFConstituentsFilter(self, constituents): # Get the 10 securities with the largest weight in the index selected = sorted([c for c in constituents if c.Weight], key=lambda c: c.Weight, reverse=True)[:10] self.weightBySymbol = {c.Symbol: c.Weight for c in selected} return list(self.weightBySymbol.keys()) def Rebalance(self): spyWeight = sum(self.weightBySymbol.values()) if spyWeight > 0: for symbol in self.Portfolio.Keys: if symbol not in self.weightBySymbol: self.Liquidate(symbol) for symbol, weight in self.weightBySymbol.items(): self.SetHoldings(symbol, 0.5 * weight / spyWeight) self.SetHoldings(self.spy, -0.5) def OnSecurityChanged(self, changes): self.Log(self.Time) self.Log("OnSecurityChanged()") for security in changes.RemovedSecurities: if security.Invested: algorithm.Liquidate(security.Symbol, 'Removed From Universe') for security in changes.AddedSecurities: # Historical data history = self.History(security.Symbol, 7, Resolution.Daily) self.Debug(f'We got {len(history)} from our history request for {security.Symbol}')