| Overall Statistics |
|
Total Trades 3230 Average Win 0.13% Average Loss -0.14% Compounding Annual Return -15.295% Drawdown 24.200% Expectancy -0.122 Net Profit -23.637% Sharpe Ratio -2.197 Loss Rate 55% Win Rate 45% Profit-Loss Ratio 0.97 Alpha -0.134 Beta 0.008 Annual Standard Deviation 0.061 Annual Variance 0.004 Information Ratio -1.242 Tracking Error 0.153 Treynor Ratio -16.006 Total Fees $3230.10 |
namespace QuantConnect
{
public partial class BootCampTask : QCAlgorithm
{
private Dictionary<string, TradeBar> MyStocks = new Dictionary<string, TradeBar>();
private string[] _stocks = new string[] { "TSLA", "AMD", "BAC", "SYMC", "HP" };
public override void Initialize()
{
SetStartDate(2018, 1, 1);
SetEndDate(2019, 8, 16);
SetCash(10000);
AddEquity("SPY", Resolution.Minute);
AddRiskManagement(new MaximumDrawdownPercentPerSecurity());
for(int i = 0; i < _stocks.Length; i++)
{
AddEquity(_stocks[i], Resolution.Minute);
MyStocks.Add(_stocks[i], null);
Consolidate(_stocks[i], TimeSpan.FromMinutes(30), OnDataConsolidation);
Log(_stocks[i] + " Added to Algorithm");
}
Schedule.On(DateRules.EveryDay(), TimeRules.At(11,30), CloseAllPositions);
}
private void OnDataConsolidation(TradeBar bar)
{
if(bar.Time.Hour == 9 && bar.Time.Minute == 30)
{
MyStocks[bar.Symbol.Value] = bar;
}
}
private void CloseAllPositions()
{
for(int i = 0; i < _stocks.Length; i++)
{
Liquidate(_stocks[i]);
MyStocks[_stocks[i]] = null;
}
}
private void ClosePosition(string symbol)
{
Liquidate(symbol);
MyStocks[symbol] = null;
}
public override void OnData(Slice data)
{
for(int i = 0; i < _stocks.Length; i++)
{
if(!Portfolio[_stocks[i]].Invested && MyStocks[_stocks[i]] != null)
{
Log("Not invested in " + _stocks[i] + " and Consolidator set");
if(data[_stocks[i]].Close > MyStocks[_stocks[i]].High)
{
SetHoldings(_stocks[i], 1.0m/_stocks.Length);
Log("Long: " + _stocks[i]);
}
if(data[_stocks[i]].Close < MyStocks[_stocks[i]].Low)
{
SetHoldings(_stocks[i], -1.0m/_stocks.Length);
Log("Short: " + _stocks[i]);
}
}
}
}
}
}/*
* 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 = 0.05m
)
{
_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);
}
}
}
}
}