/* * 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 QuantConnect.Data; using RDotNet; using System.Linq; namespace QuantConnect.Algorithm.CSharp { /// /// Demonstration of the R-integration for calling external statistics operations in QuantConnect. /// /// /// public class CallingRFromCSharp : QCAlgorithm { private Symbol _spy = QuantConnect.Symbol.Create("SPY", SecurityType.Equity, Market.USA); /// /// Initialise the data and resolution required, as well as the cash and start-end dates for your algorithm. All algorithms must initialized. /// public override void Initialize() { SetStartDate(2013, 10, 07); //Set Start Date SetEndDate(2013, 10, 11); //Set End Date SetCash(100000); //Set Strategy Cash // Find more symbols here: http://quantconnect.com/data AddEquity("SPY", Resolution.Second); var engine = REngine.GetInstance(); engine.Evaluate("print('This is from R command.')"); // .NET Framework array to R vector. var group1 = engine.CreateNumericVector(new double[] { 30.02, 29.99, 30.11, 29.97, 30.01, 29.99 }); engine.SetSymbol("group1", group1); // Direct parsing from R script. var group2 = engine.Evaluate("group2 <- c(29.89, 29.93, 29.72, 29.98, 30.02, 29.98)").AsNumeric(); // Test difference of mean and get the P-value. var testResult = engine.Evaluate("t.test(group1, group2)").AsList(); var p = testResult["p.value"].AsNumeric().First(); // you should always dispose of the REngine properly. // After disposing of the engine, you cannot reinitialize nor reuse it engine.Dispose(); } /// /// OnData event is the primary entry point for your algorithm. Each new data point will be pumped in here. /// /// Slice object keyed by symbol containing the stock data public override void OnData(Slice data) { if (!Portfolio.Invested) { SetHoldings(_spy, 1); } } } }