add CustomDataIndicatorExtensions Algorithm

This commit is contained in:
Jing Wu
2018-03-15 17:11:55 -04:00
parent 42d38f7b51
commit 75c5902f89
5 changed files with 187 additions and 1 deletions
@@ -15,7 +15,12 @@ from clr import AddReference
AddReference("System.Core")
AddReference("System.Collections")
AddReference("QuantConnect.Common")
AddReference("QuantConnect.Algorithm")
AddReference("QuantConnect.Algorithm")
from System import *
from System.Collections.Generic import List
from QuantConnect import *
from QuantConnect.Algorithm import QCAlgorithm
from QuantConnect.Data.UniverseSelection import *
from math import ceil
import numpy as np
@@ -0,0 +1,84 @@
# 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("System")
AddReference("QuantConnect.Algorithm")
AddReference("QuantConnect.Common")
AddReference("QuantConnect.Indicators")
from System import *
from QuantConnect import *
from QuantConnect.Indicators import *
from QuantConnect.Data import *
from QuantConnect.Data.Market import *
from QuantConnect.Data.Custom import *
from QuantConnect.Algorithm import *
from QuantConnect.Python import PythonQuandl
### <summary>
### The algorithm creates new indicator value with the existing indicator method by Indicator Extensions
### Demonstration of using the external custom datasource Quandl to request the VIX and VXV daily data
### </summary>
### <meta name="tag" content="using data" />
### <meta name="tag" content="using quantconnect" />
### <meta name="tag" content="custom data" />
### <meta name="tag" content="indicators" />
### <meta name="tag" content="indicator classes" />
### <meta name="tag" content="plotting indicators" />
### <meta name="tag" content="charting" />
class CustomDataIndicatorExtensionsAlgorithm(QCAlgorithm):
# Initialize the data and resolution you require for your strategy
def Initialize(self):
self.SetStartDate(2014,1,1)
self.SetEndDate(2018,1,1)
self.SetCash(25000)
vix = 'CBOE/VIX'
vxv = 'CBOE/VXV'
# Define the symbol and "type" of our generic data
self.AddData(QuandlVix, vix, Resolution.Daily)
self.AddData[Quandl](vxv, Resolution.Daily)
# Set up default Indicators, these are just 'identities' of the closing price
self.vix_sma = self.SMA(vix, 1, Resolution.Daily)
self.vxv_sma = self.SMA(vxv, 1, Resolution.Daily)
# This will create a new indicator whose value is smaVXV / smaVIX
self.ratio = IndicatorExtensions.Over(self.vxv_sma, self.vix_sma)
# Plot our indicators each time they update using th PlotIndicator function
self.PlotIndicator("Ratio", self.ratio)
self.PlotIndicator("Data", self.vix_sma, self.vxv_sma)
# OnData event is the primary entry point for your algorithm. Each new data point will be pumped in here.
def OnData(self, data):
# Wait for all indicators to fully initialize
if not (self.vix_sma.IsReady and self.vxv_sma.IsReady and self.ratio.IsReady): return
if not self.Portfolio.Invested and self.ratio.Current.Value > 1:
self.MarketOrder('CBOE/VIX', 100)
elif self.ratio.Current.Value < 1:
self.Liquidate()
# In CBOE/VIX data, there is a "vix close" column instead of "close" which is the
# default column namein LEAN Quandl custom data implementation.
# This class assigns new column name to match the the external datasource setting.
class QuandlVix(PythonQuandl):
def __init__(self):
self.ValueColumnName = "VIX Close"
@@ -118,6 +118,7 @@
<None Include="HourReverseSplitRegressionAlgorithm.py" />
<None Include="MultipleSymbolConsolidationAlgorithm.py" />
<None Include="ConstituentsQC500GeneratorAlgorithm.py" />
<None Include="CustomDataIndicatorExtensionsAlgorithm.py" />
</ItemGroup>
<ItemGroup>
<ProjectReference Include="..\Algorithm\QuantConnect.Algorithm.csproj">