Overall Statistics |
Total Orders 5 Average Win 7.96% Average Loss -11.25% Compounding Annual Return -1.575% Drawdown 38.300% Expectancy -0.146 Net Profit -28.652% Sharpe Ratio -0.631 Sortino Ratio -0.42 Probabilistic Sharpe Ratio 0.000% Loss Rate 50% Win Rate 50% Profit-Loss Ratio 0.71 Alpha -0.023 Beta -0.159 Annual Standard Deviation 0.047 Annual Variance 0.002 Information Ratio -0.385 Tracking Error 0.191 Treynor Ratio 0.188 Total Fees $12.64 Estimated Strategy Capacity $130000000.00 Lowest Capacity Asset SPY R735QTJ8XC9X Portfolio Turnover 0.03% |
#region imports using System; using System.Collections; using System.Collections.Generic; using System.Linq; using System.Globalization; using System.Drawing; using QuantConnect; using System.Text.RegularExpressions; using QuantConnect.Algorithm.Framework; using QuantConnect.Algorithm.Framework.Selection; using QuantConnect.Algorithm.Framework.Alphas; using QuantConnect.Algorithm.Framework.Portfolio; using QuantConnect.Algorithm.Framework.Execution; using QuantConnect.Algorithm.Framework.Risk; using QuantConnect.Algorithm.Selection; using QuantConnect.Parameters; using QuantConnect.Benchmarks; using QuantConnect.Brokerages; using QuantConnect.Util; using QuantConnect.Interfaces; using QuantConnect.Algorithm; using QuantConnect.Indicators; using QuantConnect.Data; using QuantConnect.Data.Consolidators; using QuantConnect.Data.Custom; using QuantConnect.DataSource; using QuantConnect.Data.Fundamental; using QuantConnect.Data.Market; using QuantConnect.Data.UniverseSelection; using QuantConnect.Notifications; using QuantConnect.Orders; using QuantConnect.Orders.Fees; using QuantConnect.Orders.Fills; using QuantConnect.Orders.Slippage; using QuantConnect.Scheduling; using QuantConnect.Securities; using QuantConnect.Securities.Equity; using QuantConnect.Securities.Future; using QuantConnect.Securities.Option; using QuantConnect.Securities.Forex; using QuantConnect.Securities.Crypto; using QuantConnect.Securities.Interfaces; using QuantConnect.Storage; using QCAlgorithmFramework = QuantConnect.Algorithm.QCAlgorithm; using QCAlgorithmFrameworkBridge = QuantConnect.Algorithm.QCAlgorithm; #endregion using QuantConnect.DataSource; namespace QuantConnect.Algorithm.CSharp.AltData { public class USTreasuryDataAlgorithm : QCAlgorithm { private Symbol _spySymbol; private Symbol _yieldCurveSymbol; private DateTime _lastInversion = DateTime.MinValue; public override void Initialize() { SetStartDate(2000, 3, 1); SetEndDate(2021, 6, 1); SetCash(100000); _spySymbol = AddEquity("SPY", Resolution.Hour).Symbol; // Requestion data _yieldCurveSymbol = AddData<USTreasuryYieldCurveRate>("USTYCR").Symbol; // Historical data var history = History<USTreasuryYieldCurveRate>(_yieldCurveSymbol, 60, Resolution.Daily); Debug($"We got {history.Count()} items from our history request"); } public override void OnData(Slice slice) { if (!slice.ContainsKey(_yieldCurveSymbol)) { return; } // Preserve null values by getting the data with `slice.Get<T>` // Accessing the data using `slice[_yieldCurveSymbol]` results in null // values becoming `default(decimal)` which is equal to 0 var rates = slice.Get<USTreasuryYieldCurveRate>().Values.First(); // Check for null before using the values if (!rates.TenYear.HasValue || !rates.TwoYear.HasValue) { return; } // Only advance if a year has gone by if (Time - _lastInversion < TimeSpan.FromDays(365)) { return; } // if there is a yield curve inversion after not having one for a year, short sell SPY for two years if (!Portfolio.Invested && rates.TwoYear > rates.TenYear) { Debug($"{Time} - Yield curve inversion! Shorting the market for two years"); SetHoldings(_spySymbol, -0.5); _lastInversion = Time; return; } // If two years have passed, liquidate our position in SPY if (Time - _lastInversion >= TimeSpan.FromDays(365 * 2)) { Liquidate(_spySymbol); } } } }