| Overall Statistics |
|
Total Trades 8 Average Win 0% Average Loss 0% Compounding Annual Return -0.122% Drawdown 0% Expectancy -0.825 Net Profit -0.021% Sharpe Ratio -1.124 Loss Rate 88% Win Rate 12% Profit-Loss Ratio 0.4 Alpha -0.001 Beta 0 Annual Standard Deviation 0.001 Annual Variance 0 Information Ratio 0.781 Tracking Error 0.14 Treynor Ratio -2.352 |
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using QuantConnect.Data.Consolidators;
using QuantConnect.Data.Market;
using QuantConnect.Indicators;
namespace QuantConnect.Algorithm.Examples
{
public class MultipleSymbolConsolidationAlgorithm : QCAlgorithm
{
/// <summary>
/// This is the period of bars we'll be creating
/// </summary>
public readonly TimeSpan BarPeriod = TimeSpan.FromMinutes(10);
/// <summary>
/// This is the period of our sma indicators
/// </summary>
public readonly int SimpleMovingAveragePeriod = 10;
/// <summary>
/// This is the number of consolidated bars we'll hold in symbol data for reference
/// </summary>
public readonly int RollingWindowSize = 10;
/// <summary>
/// Holds all of our data keyed by each symbol
/// </summary>
public readonly Dictionary<string, SymbolData> Data = new Dictionary<string, SymbolData>();
/// <summary>
/// Contains all of our equity symbols
/// </summary>
public readonly IReadOnlyList<string> EquitySymbols = new List<string>
{
"AAPL",
"SPY",
"IBM"
};
/// <summary>
/// Contains all of our forex symbols
/// </summary>
public readonly IReadOnlyList<string> ForexSymbols = new List<string>
{
"EURUSD",
"USDJPY",
"EURGBP",
"EURCHF",
"USDCAD",
"USDCHF",
"AUDUSD",
"NZDUSD",
};
public override void Initialize()
{
SetStartDate(2014, 12, 01);
SetEndDate(2015, 02, 01);
// initialize our equity data
foreach (var symbol in EquitySymbols)
{
Data.Add(symbol, new SymbolData(symbol, SecurityType.Equity, BarPeriod, RollingWindowSize));
}
// initialize our forex data
foreach (var symbol in ForexSymbols)
{
Data.Add(symbol, new SymbolData(symbol, SecurityType.Forex, BarPeriod, RollingWindowSize));
}
// loop through all our symbols and request data subscriptions and initialize indicatora
foreach (var kvp in Data)
{
// this is required since we're using closures below, for more information
// see: http://stackoverflow.com/questions/14907987/access-to-foreach-variable-in-closure-warning
var symbolData = kvp.Value;
// request data subscription
AddSecurity(symbolData.SecurityType, symbolData.Symbol, Resolution.Minute);
// define a consolidator to consolidate data for this symbol on the requested period
var consolidator = new TradeBarConsolidator(BarPeriod);
// define our indicator
symbolData.SMA = new SimpleMovingAverage(symbolData.Symbol + SimpleMovingAveragePeriod, SimpleMovingAveragePeriod);
// wire up our consolidator to update the indicator
consolidator.DataConsolidated += (sender, bar) =>
{
// 'bar' here is our newly consolidated data
symbolData.SMA.Update(bar.Time, bar.Close);
// we're also going to add this bar to our rolling window so we have access to it later
symbolData.Bars.Add(bar);
};
// we need to add this consolidator so it gets auto updates
SubscriptionManager.AddConsolidator(symbolData.Symbol, consolidator);
}
}
public void OnData(TradeBars data)
{
foreach (var symbolData in Data.Values)
{
// this check proves that this symbol was JUST updated prior to this OnData function being called
if (symbolData.IsReady && symbolData.WasJustUpdated(data.Time))
{
if (!Portfolio[symbolData.Symbol].Invested)
{
MarketOrder(symbolData.Symbol, 1);
}
}
}
}
public override void OnEndOfDay()
{
int i = 0;
foreach (var kvp in Data.OrderBy(x => x.Value.Symbol))
{
// we have too many symbols to plot them all, so plot ever other
if (kvp.Value.IsReady && ++i%2 == 0)
{
Plot(kvp.Value.Symbol, kvp.Value.SMA);
}
}
}
public class SymbolData
{
public readonly string Symbol;
public readonly SecurityType SecurityType;
public readonly RollingWindow<TradeBar> Bars;
public readonly TimeSpan BarPeriod;
public SimpleMovingAverage SMA;
public SymbolData(string symbol, SecurityType securityType, TimeSpan barPeriod, int windowSize)
{
Symbol = symbol;
SecurityType = securityType;
BarPeriod = barPeriod;
Bars = new RollingWindow<TradeBar>(windowSize);
}
public bool IsReady
{
get { return Bars.IsReady && SMA.IsReady; }
}
public bool WasJustUpdated(DateTime current)
{
return Bars.Count > 0 && Bars[0].Time == current - BarPeriod;
}
}
}
}