| Overall Statistics |
|
Total Trades 12 Average Win 0.29% Average Loss -0.23% Compounding Annual Return -0.798% Drawdown 0.400% Expectancy -0.104 Net Profit -0.129% Sharpe Ratio -0.348 Probabilistic Sharpe Ratio 29.168% Loss Rate 60% Win Rate 40% Profit-Loss Ratio 1.24 Alpha -0.004 Beta 0.006 Annual Standard Deviation 0.005 Annual Variance 0 Information Ratio -3.028 Tracking Error 0.097 Treynor Ratio -0.314 Total Fees $8.00 |
class IronCondorAlgorithm(QCAlgorithm):
def Initialize(self):
self.SetStartDate(2017, 2, 1)
self.SetEndDate(2017, 4, 1)
self.SetCash(500000)
equity = self.AddEquity("GOOG", Resolution.Minute)
equity.SetDataNormalizationMode(DataNormalizationMode.Raw)
self.underlyingsymbol = equity.Symbol
self.SetBenchmark(equity.Symbol)
self.otm_put_lower = None
self.otm_put = None
self.otm_call = None
self.otm_call_higher = None
def OnData(self,slice):
''' OptionChainProvider gets the option chain provider,
used to get the list of option contracts for an underlying symbol.
Then you can manually filter the contract list returned by GetOptionContractList.
The manual filtering will be limited to the information
included in the Symbol (strike, expiration, type, style) and/or prices from a History call '''
if self.Portfolio[self.underlyingsymbol].Quantity != 0:
self.Liquidate()
if not self.Portfolio.Invested:
contracts = self.OptionChainProvider.GetOptionContractList(self.underlyingsymbol, self.Time.date())
self.TradeOptions(contracts)
def TradeOptions(self,contracts):
if len(contracts) == 0 : return
filtered_contracts = self.InitialFilter(self.underlyingsymbol, contracts, -15, 15, 0, 40)
# sorted the optionchain by expiration date and choose the furthest date
expiry = sorted(filtered_contracts,key = lambda x: x.ID.Date)[-1].ID.Date
# filter the call and put options from the contracts
call = [i for i in filtered_contracts if i.ID.OptionRight == 0 and i.ID.Date == expiry]
put = [i for i in filtered_contracts if i.ID.OptionRight == 1 and i.ID.Date == expiry]
# sorted the contracts according to their strike prices
call_contracts = sorted(call,key = lambda x: x.ID.StrikePrice)
put_contracts = sorted(put,key = lambda x: x.ID.StrikePrice)
self.otm_put_lower = put_contracts[0]
self.otm_put = put_contracts[10]
self.otm_call = call_contracts[-10]
self.otm_call_higher = call_contracts[-1]
self.trade_contracts = [self.otm_call,self.otm_call_higher,self.otm_put,self.otm_put_lower]
for contract in self.trade_contracts:
self.AddOptionContract(contract, Resolution.Minute)
self.Buy(self.otm_put_lower, 1) # Buy 1 OTM Put
self.Sell(self.otm_put, 1) # Sell 1 OTM Call
self.Sell(self.otm_call, 1) # Sell 1 OTM Call (Higher Strike)
self.Buy(self.otm_call_higher, 1) # Buy 1 OTM Call (Higher Strike)
def InitialFilter(self, underlyingsymbol, symbol_list, min_strike_rank, max_strike_rank, min_expiry, max_expiry):
''' This method is an initial filter of option contracts
based on the range of strike price and the expiration date '''
if len(symbol_list) == 0 : return
# fitler the contracts based on the expiry range
contract_list = [i for i in symbol_list if min_expiry <= (i.ID.Date.date() - self.Time.date()).days <= max_expiry]
# find the strike price of ATM option
atm_strike = sorted(contract_list,
key = lambda x: abs(x.ID.StrikePrice - self.Securities[underlyingsymbol].Price))[0].ID.StrikePrice
strike_list = sorted(set([i.ID.StrikePrice for i in contract_list]))
# find the index of ATM strike in the sorted strike list
atm_strike_rank = strike_list.index(atm_strike)
try:
min_strike = strike_list[atm_strike_rank + min_strike_rank + 1]
max_strike = strike_list[atm_strike_rank + max_strike_rank - 1]
except:
min_strike = strike_list[0]
max_strike = strike_list[-1]
filtered_contracts = [i for i in contract_list if i.ID.StrikePrice >= min_strike and i.ID.StrikePrice <= max_strike]
return filtered_contracts
def OnOrderEvent(self, orderEvent):
order = self.Transactions.GetOrderById(orderEvent.OrderId)
if order.Type == OrderType.OptionExercise:
self.Debug(f"{orderEvent.Symbol} Profit: {self.Portfolio[orderEvent.Symbol].Profit}, Total Profit: {self.Portfolio.TotalProfit}")