/* * 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 NUnit.Framework; using QuantConnect.Data.Consolidators; using QuantConnect.Data.Market; using QuantConnect.Indicators; using System; using System.Collections.Generic; using static QuantConnect.Tests.Indicators.TestHelper; namespace QuantConnect.Tests.Indicators { [TestFixture, Parallelizable(ParallelScope.Fixtures)] public class CorrelationPearsonTests : CommonIndicatorTests { protected override string TestFileName => "spy_qqq_corr.csv"; private DateTime _reference = new DateTime(2020, 1, 1); protected CorrelationType _correlationType { get; set; } = CorrelationType.Pearson; protected override string TestColumnName => (_correlationType == CorrelationType.Pearson) ? "Correlation_Pearson" : "Correlation_Spearman"; protected override IndicatorBase CreateIndicator() { Symbol symbolA = Symbols.SPY; Symbol symbolB = "QQQ RIWIV7K5Z9LX"; if (SymbolList.Count > 1) { symbolA = SymbolList[0]; symbolB = SymbolList[1]; } #pragma warning disable CS0618 var indicator = new Correlation("testCorrelationIndicator", symbolA, symbolB, 252, _correlationType); #pragma warning restore CS0618 return indicator; } protected override List GetSymbols() { return [Symbols.SPY, Symbols.AAPL]; } [Test] public override void TimeMovesForward() { var indicator = new Correlation("testCorrelationIndicator", Symbols.IBM, Symbols.SPY, 5, _correlationType); for (var i = 10; i > 0; i--) { indicator.Update(new TradeBar() { Symbol = Symbols.IBM, Low = 1, High = 2, Volume = 100, Close = 500, Time = _reference.AddDays(1 + i) }); indicator.Update(new TradeBar() { Symbol = Symbols.SPY, Low = 1, High = 2, Volume = 100, Close = 500, Time = _reference.AddDays(1 + i) }); } Assert.AreEqual(2, indicator.Samples); } [Test] public override void WarmsUpProperly() { var indicator = new Correlation("testCorrelationIndicator", Symbols.IBM, Symbols.SPY, 5, _correlationType); var period = (indicator as IIndicatorWarmUpPeriodProvider)?.WarmUpPeriod; if (!period.HasValue) { Assert.Ignore($"{indicator.Name} is not IIndicatorWarmUpPeriodProvider"); return; } for (var i = 0; i < period.Value; i++) { indicator.Update(new TradeBar() { Symbol = Symbols.IBM, Low = 1, High = 2, Volume = 100, Close = 500, Time = _reference.AddDays(1 + i) }); indicator.Update(new TradeBar() { Symbol = Symbols.SPY, Low = 1, High = 2, Volume = 100, Close = 500, Time = _reference.AddDays(1 + i) }); } Assert.AreEqual(2 * period.Value, indicator.Samples); } [Test] public override void AcceptsRenkoBarsAsInput() { var indicator = new Correlation(Symbols.SPY, "QQQ RIWIV7K5Z9LX", 70, _correlationType); var firstRenkoConsolidator = new RenkoConsolidator(10m); var secondRenkoConsolidator = new RenkoConsolidator(10m); firstRenkoConsolidator.DataConsolidated += (sender, renkoBar) => { Assert.DoesNotThrow(() => indicator.Update(renkoBar)); }; secondRenkoConsolidator.DataConsolidated += (sender, renkoBar) => { Assert.DoesNotThrow(() => indicator.Update(renkoBar)); }; int counter = 0; foreach (var parts in GetCsvFileStream(TestFileName)) { var tradebar = parts.GetTradeBar(); if (tradebar.Symbol.Value == "SPY") { firstRenkoConsolidator.Update(tradebar); } else { secondRenkoConsolidator.Update(tradebar); counter++; } if (counter >= 100) break; } Assert.IsTrue(indicator.IsReady); Assert.AreNotEqual(0, indicator.Samples); firstRenkoConsolidator.Dispose(); secondRenkoConsolidator.Dispose(); } [Test] public override void AcceptsVolumeRenkoBarsAsInput() { var indicator = CreateIndicator(); var firstVolumeRenkoConsolidator = new VolumeRenkoConsolidator(100000); var secondVolumeRenkoConsolidator = new VolumeRenkoConsolidator(1000000); firstVolumeRenkoConsolidator.DataConsolidated += (sender, renkoBar) => { Assert.DoesNotThrow(() => indicator.Update(renkoBar)); }; secondVolumeRenkoConsolidator.DataConsolidated += (sender, renkoBar) => { Assert.DoesNotThrow(() => indicator.Update(renkoBar)); }; int counter = 0; foreach (var parts in GetCsvFileStream(TestFileName)) { var tradebar = parts.GetTradeBar(); if (tradebar.Symbol.Value == "SPY") { firstVolumeRenkoConsolidator.Update(tradebar); } else { secondVolumeRenkoConsolidator.Update(tradebar); counter++; } if (counter >= 500) break; } Assert.IsTrue(indicator.IsReady); Assert.AreNotEqual(0, indicator.Samples); firstVolumeRenkoConsolidator.Dispose(); secondVolumeRenkoConsolidator.Dispose(); } [Test] public void AcceptsQuoteBarsAsInput() { var indicator = new Correlation("testCorrelationIndicator", Symbols.IBM, Symbols.SPY, 5, _correlationType); for (var i = 10; i > 0; i--) { indicator.Update(new QuoteBar { Symbol = Symbols.IBM, Ask = new Bar(1, 2, 1, 500), Bid = new Bar(1, 2, 1, 500), Time = _reference.AddDays(1 + i) }); indicator.Update(new QuoteBar { Symbol = Symbols.SPY, Ask = new Bar(1, 2, 1, 500), Time = _reference.AddDays(1 + i) }); } Assert.AreEqual(2, indicator.Samples); } [Test] public void EqualCorrelationValue() { var indicator = new Correlation("testCorrelationIndicator", Symbols.AAPL, Symbols.SPX, 3, _correlationType); for (int i = 0; i < 3; i++) { var startTime = _reference.AddDays(1 + i); var endTime = startTime.AddDays(1); indicator.Update(new TradeBar() { Symbol = Symbols.AAPL, Low = 1, High = 2, Volume = 100, Close = i + 1, Time = startTime, EndTime = endTime }); indicator.Update(new TradeBar() { Symbol = Symbols.SPX, Low = 1, High = 2, Volume = 100, Close = i + 1, Time = startTime, EndTime = endTime }); } Assert.AreEqual(1, (double)indicator.Current.Value); } [Test] public void NotEqualCorrelationValue() { var indicator = new Correlation("testCorrelationIndicator", Symbols.AAPL, Symbols.SPX, 3, _correlationType); for (int i = 0; i < 3; i++) { var startTime = _reference.AddDays(1 + i); var endTime = startTime.AddDays(1); indicator.Update(new TradeBar() { Symbol = Symbols.AAPL, Low = 1, High = 2, Volume = 100, Close = i + 1, Time = startTime, EndTime = endTime }); indicator.Update(new TradeBar() { Symbol = Symbols.SPX, Low = 1, High = 2, Volume = 100, Close = i + 2, Time = startTime, EndTime = endTime }); } Assert.AreNotEqual(0, (double)indicator.Current.Value); } [Test] public void CorrelationWithDifferentTimeZones() { var indicator = new Correlation(Symbols.SPY, Symbols.BTCUSD, 3); for (int i = 0; i < 10; i++) { var startTime = _reference.AddDays(1 + i); var endTime = startTime.AddDays(1); indicator.Update(new TradeBar() { Symbol = Symbols.SPY, Low = 1, High = 2, Volume = 100, Close = i + 1, Time = startTime, EndTime = endTime }); indicator.Update(new TradeBar() { Symbol = Symbols.BTCUSD, Low = 1, High = 2, Volume = 100, Close = i + 1, Time = startTime, EndTime = endTime }); } Assert.AreEqual(1, (double)indicator.Current.Value); } } }