Overall Statistics |
Total Trades 26 Average Win 0.84% Average Loss -0.66% Compounding Annual Return 1.263% Drawdown 7.700% Expectancy -0.273 Net Profit 4.577% Sharpe Ratio 0.26 Loss Rate 68% Win Rate 32% Profit-Loss Ratio 1.27 Alpha -0.008 Beta 0.201 Annual Standard Deviation 0.053 Annual Variance 0.003 Information Ratio -0.861 Tracking Error 0.111 Treynor Ratio 0.069 Total Fees $26.00 |
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. string symbol = "SPY"; DateTime sampledToday = DateTime.Now; //Set up the EMA Class: ExponentialMovingAverage emaShort; ExponentialMovingAverage emaLong; //Initialize the data and resolution you require for your strategy: public override void Initialize() { SetStartDate(2014, 01, 01); SetEndDate(DateTime.Now); SetCash(25000); AddSecurity(SecurityType.Equity, symbol, Resolution.Second); emaShort = EMA(symbol, 10, Resolution.Daily); emaLong = EMA(symbol, 50, Resolution.Daily); } //Handle TradeBar Events: a TradeBar occurs on every time-interval public void OnData(TradeBars data) { //One data point per day: if (sampledToday.Date == data[symbol].Time.Date) return; //Only take one data point per day (opening price) price = Securities[symbol].Close; sampledToday = data[symbol].Time; //Wait until EMA's are ready: if (!emaShort.IsReady || !emaLong.IsReady) return; //Get fresh cash balance: Set purchase quantity to equivalent 10% of portfolio. decimal cash = Portfolio.Cash; var holdings = Portfolio[symbol].Quantity; quantity = Convert.ToInt32((cash * 0.5m) / price); if (holdings > 0 || holdings == 0) { //If we're long, or flat: check if EMA crossed negative: and crossed outside our safety margin: if ((emaShort * (1+tolerance)) < emaLong) { //Now go short: Short-EMA signals a negative turn: reverse holdings Order(symbol, -(holdings + quantity)); Log(Time.ToShortDateString() + " > Go Short > Holdings: " + holdings.ToString() + " Quantity:" + quantity.ToString() + " Samples: " + emaShort.Samples); } } else if (holdings < 0 || holdings == 0) { //If we're short, or flat: check if EMA crossed positive: and crossed outside our safety margin: if ((emaShort * (1 - tolerance)) > emaLong) { //Now go long: Short-EMA crossed above long-EMA by sufficient margin Order(symbol, Math.Abs(holdings) + quantity); Log(Time.ToShortDateString() + "> Go Long > Holdings: " + holdings.ToString() + " Quantity:" + quantity.ToString() + " Samples: " + emaShort.Samples); } } } } }