Overall Statistics |
Total Trades 4 Average Win 0.08% Average Loss 0% Compounding Annual Return 0.279% Drawdown 1.900% Expectancy 0 Net Profit 0.093% Sharpe Ratio 0.117 Probabilistic Sharpe Ratio 27.195% Loss Rate 0% Win Rate 100% Profit-Loss Ratio 0 Alpha 0 Beta 0.276 Annual Standard Deviation 0.034 Annual Variance 0.001 Information Ratio -0.105 Tracking Error 0.088 Treynor Ratio 0.014 Total Fees $2.00 Estimated Strategy Capacity $0 Lowest Capacity Asset SPY R735QTJ8XC9X |
#region imports from AlgorithmImports import * #endregion class VirtualYellowGiraffe(QCAlgorithm): def Initialize(self): self.SetStartDate(2019, 4, 17) self.SetEndDate(2019, 8, 17) self.SetCash(100000) self.equity = self.AddEquity("SPY", Resolution.Minute) self.InitOptionsAndGreeks(self.equity) self.SetSecurityInitializer(lambda x: x.SetMarketPrice(self.GetLastKnownPrice(x))) ## Initialize Options settings, chain filters, pricing models, etc ## ==================================================================== def InitOptionsAndGreeks(self, theEquity ): ## 1. Specify the data normalization mode (must be 'Raw' for options) theEquity.SetDataNormalizationMode(DataNormalizationMode.Raw) ## 2. Set Warmup period of at leasr 30 days self.SetWarmup(30, Resolution.Daily) ## 3. Set the security initializer to call SetMarketPrice self.SetSecurityInitializer(lambda x: x.SetMarketPrice(self.GetLastKnownPrice(x))) ## 4. Subscribe to the option feed for the symbol theOptionSubscription = self.AddOption(theEquity.Symbol) ## 5. set the pricing model, to calculate Greeks and volatility theOptionSubscription.PriceModel = OptionPriceModels.CrankNicolsonFD() # both European & American, automatically ## 6. Set the function to filter out strikes and expiry dates from the option chain theOptionSubscription.SetFilter(self.OptionsFilterFunction) def OnData(self, data): ## If we're done warming up, and not invested, Sell a put. if (not self.IsWarmingUp) and (not self.Portfolio.Invested): self.SellAnOTMPut() ## Sell an OTM Put Option. ## Use Delta to select a put contract to sell ## ================================================================== def SellAnOTMPut(self): ## Sell a 20 delta put expiring in 2 weeks (14 days) putContract = self.SelectContractByDelta(self.equity.Symbol, .30, 10, OptionRight.Put) if putContract is None: return ## construct an order message -- good for debugging and order rrecords orderMessage = f"Stock @ ${self.CurrentSlice[self.equity.Symbol].Close} |" + \ f"Sell {putContract.Symbol} "+ \ f"({round(putContract.Greeks.Delta,2)} Delta)" self.Debug(f"{self.Time} {orderMessage}") self.Order(putContract.Symbol, -1, False, orderMessage ) ## Get an options contract that matches the specified criteria: ## Underlying symbol, delta, days till expiration, Option right (put or call) ## ============================================================================ def SelectContractByDelta(self, symbolArg, strikeDeltaArg, expiryDTE, optionRightArg= OptionRight.Call): if not self.CurrentSlice.ContainsKey(symbolArg): return None canonicalSymbol = self.AddOption(symbolArg) theOptionChain = self.CurrentSlice.OptionChains[canonicalSymbol.Symbol] theExpiryDate = self.Time + timedelta(days=expiryDTE) ## Filter the Call/Put options contracts filteredContracts = [x for x in theOptionChain if x.Right == optionRightArg] ## Sort the contracts according to their closeness to our desired expiry contractsSortedByExpiration = sorted(filteredContracts, key=lambda p: abs(p.Expiry - theExpiryDate), reverse=False) closestExpirationDate = contractsSortedByExpiration[0].Expiry ## Get all contracts for selected expiration contractsMatchingExpiryDTE = [contract for contract in contractsSortedByExpiration if contract.Expiry == closestExpirationDate] ## Get the contract with the contract with the closest delta closestContract = min(contractsMatchingExpiryDTE, key=lambda x: abs(abs(x.Greeks.Delta)-strikeDeltaArg)) return closestContract ## The options filter function. ## Filter the options chain so we only have relevant strikes & expiration dates. ## ============================================================================= def OptionsFilterFunction(self, optionsContractsChain): strikeCount = 100 # no of strikes around underyling price => for universe selection minExpiryDTE = 10 # min num of days to expiration => for uni selection maxExpiryDTE = 40 # max num of days to expiration => for uni selection return optionsContractsChain.IncludeWeeklys()\ .Strikes(-strikeCount, strikeCount)\ .Expiration(timedelta(minExpiryDTE), timedelta(maxExpiryDTE))