| Overall Statistics |
|
Total Trades 90 Average Win 1.08% Average Loss -0.74% Compounding Annual Return -1.758% Drawdown 3.500% Expectancy -0.063 Net Profit -1.474% Sharpe Ratio -0.769 Sortino Ratio -0.637 Probabilistic Sharpe Ratio 4.525% Loss Rate 62% Win Rate 38% Profit-Loss Ratio 1.47 Alpha -0.015 Beta -0.022 Annual Standard Deviation 0.023 Annual Variance 0.001 Information Ratio -0.473 Tracking Error 0.31 Treynor Ratio 0.801 Total Fees $48.00 Estimated Strategy Capacity $490000.00 Lowest Capacity Asset AAPL XJ43QAQNONOM|AAPL R735QTJ8XC9X Portfolio Turnover 3.74% |
#region imports
from AlgorithmImports import *
#endregion
class VirtualYellowGiraffe(QCAlgorithm):
def Initialize(self):
self.SetStartDate(2020, 1, 17)
self.SetEndDate(2020, 11, 17)
self.SetCash(100000)
self.equity = self.AddEquity("AAPL", Resolution.Minute)
self.InitOptionsAndGreeks(self.equity)
## 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) and ((data.Time.hour == 11) and (data.Time.minute == 00)):
self.BuyCallSpread()
## Use Delta to select a put contract to sell
## ==================================================================
def BuyCallSpread(self):
## Sell a 20 delta put expiring in 2 weeks (14 days)
callContractTuple = self.SelectCallSpreadLegsByDelta(self.equity.Symbol, .70, 'Long', 12, OptionRight.Call)
#putContract = self.SelectContractByDelta(self.equity.Symbol, .30, 10, OptionRight.Put)
## construct an order message -- good for debugging and order rrecords
if callContractTuple is not None:
orderMessage = f"Stock @ ${self.CurrentSlice[self.equity.Symbol].Close} |" + \
f"Buying Call Spread {callContractTuple[0].Strike} {callContractTuple[1].Strike} "+ \
f"For limit price of {round(callContractTuple[0].AskPrice - callContractTuple[1].AskPrice,2)} " + \
f"Underlying price {callContractTuple[0].UnderlyingLastPrice}"
self.Debug(f"{self.Time} {orderMessage}")
#self.Order(callContractTuple[0].Symbol, -1, False, orderMessage )
# Create order legs
legs = []
quantities = [1, -1]
for i, contract in enumerate(callContractTuple):
legs.append(Leg.Create(contract.Symbol, quantities[i]))
# Calculate limit price
limit_price = callContractTuple[0].AskPrice - callContractTuple[1].AskPrice
# Place order
self.ComboLimitOrder(legs, 1, limit_price)
## Get an options contract that matches the specified criteria:
## Underlying symbol, delta, days till expiration, Option right (put or call)
## ============================================================================
# ============================================================================
def OptionsFilterFunction(self, optionsContractsChain):
strikeCount = 1 # no of strikes around underyling price => for universe selection
minExpiryDTE = 10 # min num of days to expiration => for uni selection
maxExpiryDTE = 15 # max num of days to expiration => for uni selection
return optionsContractsChain.IncludeWeeklys()\
.Strikes(-strikeCount, strikeCount)\
.Expiration(timedelta(minExpiryDTE), timedelta(maxExpiryDTE))
def SelectCallSpreadLegsByDelta(self, symbolArg, buystrikeDeltaArg, LongOrShortSpreadArg, expiryDTE, optionRightArg= OptionRight.Call):
canonicalSymbol = self.AddOption(symbolArg)
if not canonicalSymbol.Symbol in self.CurrentSlice.OptionChains:
# self.Log('No option chains available at this time')
return
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
applicableContractList = sorted(contractsMatchingExpiryDTE, key=lambda x: abs(abs(x.Greeks.Delta)-buystrikeDeltaArg), reverse=False)
if len(applicableContractList) >= 2: #Got Enough contracts
closestBuyContract = applicableContractList[0]
pairedSellContract = applicableContractList[1]
else:
return
return [pairedSellContract, closestBuyContract]
##==================================================================================
##==================================================================================
def SelectContractByDelta(self, symbolArg, strikeDeltaArg, expiryDTE, optionRightArg= OptionRight.Call):
canonicalSymbol = self.AddOption(symbolArg)
#if self.CurrentSlice.OptionChains[canonicalSymbol.Symbol]
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 SellAnOTMPut(self):
## Sell a 20 delta put expiring in 2 weeks (14 days)
putContract = self.SelectCallSpreadLegsByDelta(self.equity.Symbol, .30, 5, 'Long', 10, OptionRight.Put)
#putContract = self.SelectContractByDelta(self.equity.Symbol, .30, 10, OptionRight.Put)
## construct an order message -- good for debugging and order rrecords
if putContract is not None:
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 )