Overall Statistics |
Total Trades 5628 Average Win 0.18% Average Loss -0.16% Compounding Annual Return -9.074% Drawdown 26.000% Expectancy -0.054 Net Profit -21.788% Sharpe Ratio -0.964 Loss Rate 55% Win Rate 45% Profit-Loss Ratio 1.12 Alpha -0.075 Beta -0.005 Annual Standard Deviation 0.078 Annual Variance 0.006 Information Ratio -1.348 Tracking Error 0.139 Treynor Ratio 16.613 Total Fees $5628.01 |
namespace QuantConnect { public partial class BootCampTask : QCAlgorithm { private struct _tradeInfo { public decimal stopLimit; public bool isShort; public TradeBar tradeBar; } private Dictionary<Symbol, TradeBar> MyStocks = new Dictionary<Symbol, TradeBar>(); private string[] tickers = new string[] { "TSLA", "AMD", "BAC", "SYMC", "HP" }; public override void Initialize() { SetStartDate(2017, 1, 1); SetEndDate(2019, 8, 1); SetCash(10000); AddEquity("SPY", Resolution.Minute); foreach (var ticker in tickers) { var equity = AddEquity(ticker, Resolution.Minute); MyStocks.Add(equity.Symbol, null); Consolidate(equity.Symbol, TimeSpan.FromMinutes(30), OnDataConsolidation); } Schedule.On(DateRules.EveryDay("SPY"), TimeRules.At(13,30), CloseAllPositions); } private void OnDataConsolidation(TradeBar bar) { if (bar.Time.Hour == 9 && bar.Time.Minute == 30) { // Log($"{bar.Symbol.Value} Bar Updated"); MyStocks[bar.Symbol] = bar; } } private void CloseAllPositions() { // kvp = key-value-pair foreach (var kvp in Securities) { ClosePosition(kvp.Key); } } private void ClosePosition(string symbol) { if (MyStocks.ContainsKey(symbol)) MyStocks[symbol] = null; Liquidate(symbol); } public override void OnData(Slice data) { // kvp = key-value-pair foreach (var kvp in MyStocks) { var bar = kvp.Value; if (bar == null) continue; var symbol = bar.Symbol; if (Portfolio[symbol].Invested) continue; if (data[symbol].Close > bar.High) SetHoldings(symbol, 1m/MyStocks.Count); if (data[symbol].Close < bar.Low) SetHoldings(symbol, -1m/MyStocks.Count); } } } }
/* * 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. * */ using System; using System.Collections.Generic; using QuantConnect.Algorithm.Framework.Portfolio; namespace QuantConnect.Algorithm.Framework.Risk { /// <summary> /// Provides an implementation of <see cref="IRiskManagementModel"/> that limits the drawdown /// per holding to the specified percentage /// </summary> public class MaximumDrawdownPercentPerSecurity : RiskManagementModel { private readonly decimal _maximumDrawdownPercent; /// <summary> /// Initializes a new instance of the <see cref="MaximumDrawdownPercentPerSecurity"/> class /// </summary> /// <param name="maximumDrawdownPercent">The maximum percentage drawdown allowed for any single security holding, /// defaults to 5% drawdown per security</param> public MaximumDrawdownPercentPerSecurity( decimal maximumDrawdownPercent = 0.04m ) { _maximumDrawdownPercent = -Math.Abs(maximumDrawdownPercent); } /// <summary> /// Manages the algorithm's risk at each time step /// </summary> /// <param name="algorithm">The algorithm instance</param> /// <param name="targets">The current portfolio targets to be assessed for risk</param> public override IEnumerable<IPortfolioTarget> ManageRisk(QCAlgorithm algorithm, IPortfolioTarget[] targets) { foreach (var kvp in algorithm.Securities) { var security = kvp.Value; if (!security.Invested) { continue; } var pnl = security.Holdings.UnrealizedProfitPercent; if (pnl < _maximumDrawdownPercent) { // liquidate yield return new PortfolioTarget(security.Symbol, 0); } } } } }