# 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. from clr import AddReference AddReference("QuantConnect.Algorithm") AddReference("QuantConnect.Common") from QuantConnect import * from QuantConnect.Algorithm import * from QuantConnect.Algorithm.Framework import * from QuantConnect.Algorithm.Framework.Alphas import * from QuantConnect.Algorithm.Framework.Execution import * from QuantConnect.Algorithm.Framework.Portfolio import * from QuantConnect.Algorithm.Framework.Risk import * from QuantConnect.Algorithm.Framework.Selection import * ### ### Framework algorithm that uses the PearsonCorrelationPairsTradingAlphaModel. ### This model extendes BasePairsTradingAlphaModel and uses Pearson correlation ### to rank the pairs trading candidates and use the best candidate to trade. ### class PearsonCorrelationPairsTradingAlphaModelFrameworkAlgorithm(QCAlgorithmFramework): '''Framework algorithm that uses the PearsonCorrelationPairsTradingAlphaModel. This model extendes BasePairsTradingAlphaModel and uses Pearson correlation to rank the pairs trading candidates and use the best candidate to trade.''' def Initialize(self): self.SetStartDate(2013,10,7) self.SetEndDate(2013,10,11) self.SetUniverseSelection(ManualUniverseSelectionModel( Symbol.Create('AIG', SecurityType.Equity, Market.USA), Symbol.Create('BAC', SecurityType.Equity, Market.USA), Symbol.Create('IBM', SecurityType.Equity, Market.USA), Symbol.Create('SPY', SecurityType.Equity, Market.USA))) self.SetAlpha(PearsonCorrelationPairsTradingAlphaModel(252, Resolution.Daily)) self.SetPortfolioConstruction(EqualWeightingPortfolioConstructionModel()) self.SetExecution(ImmediateExecutionModel()) self.SetRiskManagement(NullRiskManagementModel())