| Overall Statistics |
|
Total Trades 562 Average Win 0.46% Average Loss -0.97% Compounding Annual Return 5.434% Drawdown 8.300% Expectancy 0.067 Net Profit 18.393% Sharpe Ratio 0.594 Probabilistic Sharpe Ratio 20.858% Loss Rate 28% Win Rate 72% Profit-Loss Ratio 0.48 Alpha 0.038 Beta 0.025 Annual Standard Deviation 0.067 Annual Variance 0.004 Information Ratio -0.141 Tracking Error 0.213 Treynor Ratio 1.553 Total Fees $562.00 Estimated Strategy Capacity $17000.00 Lowest Capacity Asset SPXW 325H5FB4N52SU|SPX 31 Portfolio Turnover 0.33% |
# weekend effect of the selling options
# open - Fri 15:55
# close - Mon 9:45
# delta - 0.25
# 1 contract / account size 100,000 USD
import pandas as pd
import talib as ta
import numpy as np
from AlgorithmImports import *
class BasicTemplateSPXWeeklyIndexOptionsAlgorithm(QCAlgorithm):
def Initialize(self):
self.SetStartDate(2020,1, 1)
#self.SetEndDate(2022, 1, 14)
self.SetCash(100000)
self.SetTimeZone(TimeZones.NewYork)
self.SetBrokerageModel(BrokerageName.InteractiveBrokersBrokerage,AccountType.Margin)
self.spx = self.AddIndex("SPX", Resolution.Minute)
self.SetBenchmark("SPX")
# weekly option SPX contracts
spxw = self.AddIndexOption(self.spx.Symbol, "SPXW")
# set our strike/expiry filter for this option chain
spxw.SetFilter(lambda u: (u.Strikes(-30, 30)
.Expiration(3,3)
.IncludeWeeklys()))
self.spxw_option = spxw.Symbol
self.trade_run = 0
self.Schedule.On(self.DateRules.Every(DayOfWeek.Friday), self.TimeRules.At(15, 55), self.Open)
self.Schedule.On(self.DateRules.Every(DayOfWeek.Monday), self.TimeRules.At(9, 45), self.End)
def OnData(self,slice):
try:
if self.trade_run ==0:
return
else:
quantity = 1
delta =0.25
if self.call_contract == 1 and self.put_contract ==1:
return
chain = slice.OptionChains.GetValue(self.spxw_option)
if chain is None:
return
call = [x for x in chain if x.Right == OptionRight.Call]
put = [x for x in chain if x.Right == OptionRight.Put]
# we sort the contracts to find contract with the right delta
call_contract = sorted(call,key = lambda x: abs(x.Greeks.Delta - delta))
put_contract = sorted(put,key = lambda x: abs(abs(x.Greeks.Delta) - delta))
if len(call_contract) == 0:
return
else:
if self.call_contract == 0:
call_ = call_contract[0].Symbol
strike = call_contract[0].Strike + 30
call_1 = sorted(call, key = lambda x: abs(abs(x.Strike)-strike))
call_1 = call_1[0].Symbol
self.MarketOrder(call_, -quantity)
#self.MarketOrder(call_1, quantity)
self.call_contract = 1
if len(put_contract) == 0:
self.Debug('no put contract')
return
else:
if self.put_contract == 0:
put_ = put_contract[0].Symbol
self.Debug('okay')
strike = put_contract[0].Strike + 30
put_1 = sorted(put, key = lambda x: abs(abs(x.Strike)-strike))
put_1 = put_1[0].Symbol
self.MarketOrder(put_, -quantity)
#self.MarketOrder(put_1, quantity)
self.put_contract = 1
except:
pass
def OnOrderEvent(self, orderEvent):
self.Debug(str(orderEvent))
self.Debug(self.spx.Price)
self.Debug(self.Time)
def End(self):
self.Liquidate()
self.trade_run = 0
def Open(self):
self.trade_run = 1
self.call_contract = 0
self.put_contract = 0