| 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);
}
}
}
}
}