/* * QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals. * Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. * */ using System; using QuantConnect.Data; using System.Collections.Generic; using QuantConnect.Indicators; using QuantConnect.Interfaces; namespace QuantConnect.Algorithm.CSharp { /// /// This example demonstrates how to add index asset types. /// /// /// /// public class BasicTemplateIndexAlgorithm : QCAlgorithm, IRegressionAlgorithmDefinition { private Symbol _spx; private Symbol _spxOption; private ExponentialMovingAverage _emaSlow; private ExponentialMovingAverage _emaFast; /// /// Initialize your algorithm and add desired assets. /// public override void Initialize() { SetStartDate(2021, 1, 4); SetEndDate(2021, 1, 18); SetCash(1000000); // Use indicator for signal; but it cannot be traded _spx = AddIndex("SPX", Resolution.Minute).Symbol; // Trade on SPX ITM calls _spxOption = QuantConnect.Symbol.CreateOption( _spx, Market.USA, OptionStyle.European, OptionRight.Call, 3200m, new DateTime(2021, 1, 15)); AddIndexOptionContract(_spxOption, Resolution.Minute); _emaSlow = EMA(_spx, 80); _emaFast = EMA(_spx, 200); } /// /// Index EMA Cross trading underlying. /// public override void OnData(Slice slice) { if (!slice.Bars.ContainsKey(_spx) || !slice.Bars.ContainsKey(_spxOption)) { return; } // Warm up indicators if (!_emaSlow.IsReady) { return; } if (_emaFast > _emaSlow) { SetHoldings(_spxOption, 1); } else { Liquidate(); } } public override void OnEndOfAlgorithm() { if (Portfolio[_spx].TotalSaleVolume > 0) { throw new Exception("Index is not tradable."); } } /// /// This is used by the regression test system to indicate if the open source Lean repository has the required data to run this algorithm. /// public bool CanRunLocally { get; } = true; /// /// This is used by the regression test system to indicate which languages this algorithm is written in. /// public Language[] Languages { get; } = { Language.CSharp, Language.Python }; /// /// This is used by the regression test system to indicate what the expected statistics are from running the algorithm /// public Dictionary ExpectedStatistics => new Dictionary { {"Total Trades", "4"}, {"Average Win", "0%"}, {"Average Loss", "-53.10%"}, {"Compounding Annual Return", "-92.544%"}, {"Drawdown", "10.100%"}, {"Expectancy", "-1"}, {"Net Profit", "-9.915%"}, {"Sharpe Ratio", "-3.845"}, {"Probabilistic Sharpe Ratio", "0.053%"}, {"Loss Rate", "100%"}, {"Win Rate", "0%"}, {"Profit-Loss Ratio", "0"}, {"Alpha", "-0.558"}, {"Beta", "0.313"}, {"Annual Standard Deviation", "0.112"}, {"Annual Variance", "0.013"}, {"Information Ratio", "-6.652"}, {"Tracking Error", "0.125"}, {"Treynor Ratio", "-1.379"}, {"Total Fees", "$0.00"}, {"Estimated Strategy Capacity", "$13000000.00"}, {"Lowest Capacity Asset", "SPX XL80P3GHDZXQ|SPX 31"}, {"Fitness Score", "0.039"}, {"Kelly Criterion Estimate", "0"}, {"Kelly Criterion Probability Value", "0"}, {"Sortino Ratio", "-1.763"}, {"Return Over Maximum Drawdown", "-9.371"}, {"Portfolio Turnover", "0.278"}, {"Total Insights Generated", "0"}, {"Total Insights Closed", "0"}, {"Total Insights Analysis Completed", "0"}, {"Long Insight Count", "0"}, {"Short Insight Count", "0"}, {"Long/Short Ratio", "100%"}, {"Estimated Monthly Alpha Value", "$0"}, {"Total Accumulated Estimated Alpha Value", "$0"}, {"Mean Population Estimated Insight Value", "$0"}, {"Mean Population Direction", "0%"}, {"Mean Population Magnitude", "0%"}, {"Rolling Averaged Population Direction", "0%"}, {"Rolling Averaged Population Magnitude", "0%"}, {"OrderListHash", "0668385036aba3e95127607dfc2f1a59"} }; } }