# 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)