Overall Statistics |
Total Orders 18 Average Win 5.10% Average Loss -0.71% Compounding Annual Return 30.783% Drawdown 12.400% Expectancy 3.110 Start Equity 1000000 End Equity 1389110.4 Net Profit 38.911% Sharpe Ratio 0.799 Sortino Ratio 0.382 Probabilistic Sharpe Ratio 46.326% Loss Rate 50% Win Rate 50% Profit-Loss Ratio 7.22 Alpha 0.138 Beta 0.391 Annual Standard Deviation 0.223 Annual Variance 0.05 Information Ratio 0.33 Tracking Error 0.228 Treynor Ratio 0.455 Total Fees $544.60 Estimated Strategy Capacity $5000000.00 Lowest Capacity Asset ES YLZ9Z7LFSJOK|ES YLZ9Z50BJE2P Portfolio Turnover 20.89% |
#region imports using Newtonsoft.Json; using System; using System.Collections; using System.Collections.Generic; using System.Linq; using System.Globalization; using System.Drawing; using QuantConnect; using QuantConnect.Algorithm.Framework; using QuantConnect.Algorithm.Framework.Selection; using QuantConnect.Algorithm.Framework.Alphas; using QuantConnect.Algorithm.Framework.Portfolio; using QuantConnect.Algorithm.Framework.Portfolio.SignalExports; using QuantConnect.Algorithm.Framework.Execution; using QuantConnect.Algorithm.Framework.Risk; using QuantConnect.Algorithm.Selection; using QuantConnect.Api; using QuantConnect.Parameters; using QuantConnect.Benchmarks; using QuantConnect.Brokerages; using QuantConnect.Configuration; using QuantConnect.Util; using QuantConnect.Interfaces; using QuantConnect.Algorithm; using QuantConnect.Indicators; using QuantConnect.Data; using QuantConnect.Data.Auxiliary; using QuantConnect.Data.Consolidators; using QuantConnect.Data.Custom; using QuantConnect.Data.Custom.IconicTypes; using QuantConnect.DataSource; using QuantConnect.Data.Fundamental; using QuantConnect.Data.Market; using QuantConnect.Data.Shortable; using QuantConnect.Data.UniverseSelection; using QuantConnect.Notifications; using QuantConnect.Orders; using QuantConnect.Orders.Fees; using QuantConnect.Orders.Fills; using QuantConnect.Orders.OptionExercise; using QuantConnect.Orders.Slippage; using QuantConnect.Orders.TimeInForces; using QuantConnect.Python; using QuantConnect.Scheduling; using QuantConnect.Securities; using QuantConnect.Securities.Equity; using QuantConnect.Securities.Future; using QuantConnect.Securities.Option; using QuantConnect.Securities.Positions; using QuantConnect.Securities.Forex; using QuantConnect.Securities.Crypto; using QuantConnect.Securities.CryptoFuture; using QuantConnect.Securities.Interfaces; using QuantConnect.Securities.Volatility; using QuantConnect.Storage; using QuantConnect.Statistics; using QCAlgorithmFramework = QuantConnect.Algorithm.QCAlgorithm; using QCAlgorithmFrameworkBridge = QuantConnect.Algorithm.QCAlgorithm; #endregion namespace QuantConnect.Algorithm.CSharp { public class FutureOptionExampleAlgorithm : QCAlgorithm { private Future _underlying; public override void Initialize() { SetStartDate(2023, 7, 1); SetCash(1000000); // Subscribe the underlying since the updated price is needed for filtering _underlying = AddFuture(Futures.Indices.SP500EMini, extendedMarketHours: true, dataMappingMode: DataMappingMode.OpenInterest, dataNormalizationMode: DataNormalizationMode.BackwardsRatio, contractDepthOffset: 0); // Filter the underlying continuous Futures to narrow the FOP spectrum _underlying.SetFilter(0, 182); // Filter for the current-week-expiring calls to formulate a covered call that expires at the end of week AddFutureOption(_underlying.Symbol, (u) => u.IncludeWeeklys().CallsOnly().Expiration(0, 5)); } public override void OnData(Slice slice) { // Create canonical symbol for the mapped future contract, since option chains are mapped by canonical symbol var symbol = QuantConnect.Symbol.CreateCanonicalOption(_underlying.Mapped); // Get option chain data for the mapped future, as both the underlying and FOP have the highest liquidity among all other contracts if (!Portfolio.Invested && slice.OptionChains.TryGetValue(symbol, out var chain)) { // Obtain the ATM call that expires at the end of week, such that both underlying and the FOP expires the same time var expiry = chain.Max(x => x.Expiry); var atmCall = chain.Where(x => x.Expiry == expiry) .OrderBy(x => Math.Abs(x.Strike - x.UnderlyingLastPrice)) .First(); // Use abstraction method to order a covered call to avoid manual error var optionStrategy = OptionStrategies.CoveredCall(symbol, atmCall.Strike, expiry); Buy(optionStrategy, 1); } } public override void OnSecuritiesChanged(SecurityChanges changes) { foreach (var security in changes.AddedSecurities) { if (security.Type == SecurityType.FutureOption) { // Historical data var history = History(security.Symbol, 10, Resolution.Minute); Debug($"We got {history.Count()} from our history request for {security.Symbol}"); } } } } }