# 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 AlgorithmImports import * ### ### This algorithm sends a current portfolio target to CrunchDAO API every time ### the ema indicators crosses between themselves. ### ### ### ### class CrunchDAOSignalExportDemonstrationAlgorithm(QCAlgorithm): def Initialize(self): ''' Initialize the date and add one equity symbol, as CrunchDAO only accepts stock and index symbols ''' self.SetStartDate(2013, 10, 7) #Set Start Date self.SetEndDate(2013, 10, 11) #Set End Date self.SetCash(100000) #Set Strategy Cash self.spy = self.AddEquity("SPY").Symbol; self.fast = self.EMA("SPY", 10) self.slow = self.EMA("SPY", 100) # Initialize these flags, to check when the ema indicators crosses between themselves self.emaFastIsNotSet = True; self.emaFastWasAbove = False; # Set the CrunchDAO signal export provider # CrunchDAO API key: This value is provided by CrunchDAO when you sign up self.crunchDAOApiKey = "" # CrunchDAO Model ID: When your email is verified, you can find this value in your CrunchDAO profile main page: https://tournament.crunchdao.com/profile/alpha self.crunchDAOModel = "" # Replace this value with the name for your submission (Optional) self.crunchDAOSubmissionName = "" # Replace this value with a comment for your submission (Optional) self.crunchDAOComment = "" self.SignalExport.AddSignalExportProviders(CrunchDAOSignalExport(self.crunchDAOApiKey, self.crunchDAOModel, self.crunchDAOSubmissionName, self.crunchDAOComment)) def OnData(self, data): ''' Reduce the quantity of holdings for spy or increase it when the EMA's indicators crosses between themselves, then send a signal to CrunchDAO API ''' # Wait for our indicators to be ready if not self.fast.IsReady or not self.slow.IsReady: return fast = self.fast.Current.Value slow = self.slow.Current.Value # Set the value of flag _emaFastWasAbove, to know when the ema indicators crosses between themselves if self.emaFastIsNotSet == True: if fast > slow *1.001: self.emaFastWasAbove = True else: self.emaFastWasAbove = False self.emaFastIsNotSet = False; # Check whether ema fast and ema slow crosses. If they do, set holdings to SPY # or reduce its holdings,update its value in self.target and send signals # to the CrunchDAO API from self.target if fast > slow * 1.001 and (not self.emaFastWasAbove): self.SetHoldings("SPY", 0.1) target = PortfolioTarget(self.spy, 0.1) self.SignalExport.SetTargetPortfolio(target) elif fast < slow * 0.999 and (self.emaFastWasAbove): self.SetHoldings("SPY", 0.01) target = PortfolioTarget(self.spy, 0.01) self.SignalExport.SetTargetPortfolio(target)