chore: import upstream snapshot with attribution
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/*
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* QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
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* Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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using System;
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using System.Collections.Generic;
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using System.Linq;
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using QuantConnect.Data;
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using QuantConnect.Data.Market;
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using QuantConnect.Indicators;
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namespace QuantConnect.Algorithm.CSharp
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{
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/// <summary>
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/// Strategy example using a portfolio of ETF Global Rotation
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/// </summary>
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/// <meta name="tag" content="strategy example" />
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/// <meta name="tag" content="momentum" />
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/// <meta name="tag" content="using data" />
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public class EtfGlobalRotationAlgorithm : QCAlgorithm
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{
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// we'll use this to tell us when the month has ended
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private DateTime _lastRotationTime = DateTime.MinValue;
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private TimeSpan _rotationInterval = TimeSpan.FromDays(30);
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private bool _first = true;
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// these are the growth symbols we'll rotate through
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List<string> _growthSymbols = new List<string>
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{
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"MDY", // US S&P mid cap 400
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"IEV", // iShares S&P europe 350
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"EEM", // iShared MSCI emerging markets
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"ILF", // iShares S&P latin america
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"EPP" // iShared MSCI Pacific ex-Japan
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};
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// these are the safety symbols we go to when things are looking bad for growth
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List<string> _safetySymbols = new List<string>
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{
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"EDV", // Vangaurd TSY 25yr+
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"SHY" // Barclays Low Duration TSY
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};
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// we'll hold some computed data in these guys
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List<SymbolData> _symbolData = new List<SymbolData>();
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/// <summary>
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/// Initialise the data and resolution required, as well as the cash and start-end dates for your algorithm. All algorithms must initialized.
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/// </summary>
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public override void Initialize()
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{
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SetCash(25000);
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SetStartDate(2007, 1, 1);
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foreach (var symbol in _growthSymbols.Union(_safetySymbols))
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{
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// ideally we would use daily data
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AddSecurity(SecurityType.Equity, symbol, Resolution.Minute);
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var oneMonthPerformance = MOM(symbol, 30, Resolution.Daily);
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var threeMonthPerformance = MOM(symbol, 90, Resolution.Daily);
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_symbolData.Add(new SymbolData
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{
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Symbol = symbol,
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OneMonthPerformance = oneMonthPerformance,
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ThreeMonthPerformance = threeMonthPerformance
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});
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}
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}
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/// <summary>
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/// OnData event is the primary entry point for your algorithm. Each new data point will be pumped in here.
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/// </summary>
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/// <param name="slice">Slice object keyed by symbol containing the stock data</param>
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public override void OnData(Slice slice)
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{
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try
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{
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// the first time we come through here we'll need to do some things such as allocation
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// and initializing our symbol data
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if (_first)
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{
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_first = false;
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_lastRotationTime = Time;
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return;
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}
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var delta = Time.Subtract(_lastRotationTime);
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if (delta > _rotationInterval)
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{
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_lastRotationTime = Time;
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// pick which one is best from growth and safety symbols
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var orderedObjScores = _symbolData.OrderByDescending(x => x.ObjectiveScore).ToList();
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foreach (var orderedObjScore in orderedObjScores)
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{
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Log($">>SCORE>>{orderedObjScore.Symbol}>>{orderedObjScore.ObjectiveScore.ToStringInvariant()}");
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}
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var bestGrowth = orderedObjScores.First();
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if (bestGrowth.ObjectiveScore > 0)
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{
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if (Portfolio[bestGrowth.Symbol].Quantity == 0)
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{
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Log("PREBUY>>LIQUIDATE>>");
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Liquidate();
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}
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Log($">>BUY>>{bestGrowth.Symbol}@{(100 * bestGrowth.OneMonthPerformance).ToStringInvariant("00.00")}");
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var qty = Portfolio.MarginRemaining / Securities[bestGrowth.Symbol].Close;
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MarketOrder(bestGrowth.Symbol, (int) qty);
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}
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else
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{
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// if no one has a good objective score then let's hold cash this month to be safe
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Log(">>LIQUIDATE>>CASH");
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Liquidate();
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}
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}
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}
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catch (RegressionTestException ex)
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{
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Error("OnData: " + ex.Message + "\r\n\r\n" + ex.StackTrace);
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}
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}
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}
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class SymbolData
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{
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public string Symbol;
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public Momentum OneMonthPerformance { get; set; }
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public Momentum ThreeMonthPerformance { get; set; }
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public decimal ObjectiveScore
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{
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get
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{
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// we weight the one month performance higher
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decimal weight1 = 100;
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decimal weight2 = 75;
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return (weight1 * OneMonthPerformance + weight2 * ThreeMonthPerformance) / (weight1 + weight2);
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}
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}
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}
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}
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