Overall Statistics |
Total Trades 644 Average Win 0.26% Average Loss -0.07% Compounding Annual Return 3.950% Drawdown 2.300% Expectancy -0.014 Net Profit 4.082% Sharpe Ratio 0.781 Loss Rate 78% Win Rate 22% Profit-Loss Ratio 3.56 Alpha 0.033 Beta 0.219 Annual Standard Deviation 0.042 Annual Variance 0.002 Information Ratio 0.731 Tracking Error 0.043 Treynor Ratio 0.151 Total Fees $1288.00 |
namespace QuantConnect { /* * QuantConnect University: 50-10 EMA - Exponential Moving Average Cross * * The classic exponential moving average cross implementation using a custom class. * The algorithm uses allows for a safety margin so you can reduce the "bounciness" * of the trading to confirm the crossing. */ public class QCUMovingAverageCross : QCAlgorithm { // Define required variables: int quantity = 0; decimal price = 0; decimal tolerance = 0m; //0.1% safety margin in prices to avoid bouncing. Symbol symbol = QuantConnect.Symbol .Create("USDJPY", SecurityType.Forex, Market.Oanda); // Set up the EMA Class: // ExponentialMovingAverage emaShort; // ExponentialMovingAverage emaLong; SimpleMovingAverage emaShort; SimpleMovingAverage emaLong; //Initialize the data and resolution you require for your strategy: public override void Initialize() { SetStartDate(2016, 01, 04); SetCash(25000); var forex = AddForex(symbol, Resolution.Minute); var minConsolidator = new QuoteBarConsolidator(TimeSpan.FromMinutes(30)); minConsolidator.DataConsolidated += OnThirtyMinutes; emaShort = new SimpleMovingAverage(10); emaLong = new SimpleMovingAverage(50); RegisterIndicator(symbol, emaShort, TimeSpan.FromMinutes(30)); RegisterIndicator(symbol, emaLong, TimeSpan.FromMinutes(30)); SubscriptionManager.AddConsolidator(symbol, minConsolidator); } public void OnData(TradeBars data) { // NOP } private void OnThirtyMinutes(object sender, QuoteBar bar) { //Wait until EMA's are ready: if (!emaShort.IsReady || !emaLong.IsReady) return; //Only take one data point per day (opening price) price = bar.Close; //Get fresh cash balance: Set purchase quantity to equivalent 10% of portfolio. var cash = Portfolio.Cash; var holdings = Portfolio[symbol].Quantity; var longCond = price > emaShort && price > emaLong && (price-emaLong)<60; var shortCond = price < emaShort && price < emaLong && (emaLong-price)<60; //If we're long, or flat: check if EMA crossed negative: and crossed outside our safety margin: if (holdings >= 0 && shortCond) { quantity = holdings > 0 ? -20000 : -10000; MarketOrder(symbol, quantity); Log(Time.ToShortDateString() + " > Go Short > Holdings: " + holdings + " Quantity:" + quantity + " price: " +price+ " maShort: " + emaShort.Samples+" maLong: "+emaLong.Samples); } //If we're short, or flat: check if EMA crossed positive: and crossed outside our safety margin: if (holdings <= 0 && longCond) { quantity = holdings < 0 ? 20000 : 10000; MarketOrder(symbol, quantity); Log(Time.ToShortDateString() + "> Go Long > Holdings: " + holdings + " Quantity:" + quantity + " price: " +price+ " maShort: " + emaShort.Samples+" maLong: "+emaLong.Samples); } } } }