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quantconnect--lean/Algorithm.Python/MeanReversionPortfolioAlgorithm.py
T
Louis Szeto 9eb71e1543
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Mean Reversion Portfolio Construction Model (#6519)
* MRP

* Fix bug

* Rename

* Provide virtual `GetPriceRelative` function to override for any variants in future

* SymbolData class within model

* Address peer review

* fix bug

* revise unit test and fix bug in python model

* revise unit test and fix bug in model

* Revise regression statistics

* Revise regression statistics

* Revise regression statistics

* Revise regression statistics

* Revise regression statistics

* Address peer review

* Updated unit tests according to peer review

* Address peer review
2022-08-04 11:20:11 -03:00

32 lines
1.5 KiB
Python

# 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 *
from Portfolio.MeanReversionPortfolioConstructionModel import *
class MeanReversionPortfolioAlgorithm(QCAlgorithm):
'''Example algorithm of using MeanReversionPortfolioConstructionModel'''
def Initialize(self):
# Set starting date, cash and ending date of the backtest
self.SetStartDate(2020, 9, 1)
self.SetEndDate(2021, 2, 28)
self.SetCash(100000)
self.SetSecurityInitializer(lambda security: security.SetMarketPrice(self.GetLastKnownPrice(security)))
# Subscribe to data of the selected stocks
self.symbols = [self.AddEquity(ticker, Resolution.Daily).Symbol for ticker in ["SPY", "AAPL"]]
self.AddAlpha(ConstantAlphaModel(InsightType.Price, InsightDirection.Up, timedelta(1)))
self.SetPortfolioConstruction(MeanReversionPortfolioConstructionModel())