| Overall Statistics |
|
Total Trades 8 Average Win 0.48% Average Loss -0.05% Compounding Annual Return 290404.668% Drawdown 0.400% Expectancy 7.294 Net Profit 2.814% Sharpe Ratio 82.441 Loss Rate 25% Win Rate 75% Profit-Loss Ratio 10.06 Alpha 4.001 Beta -0.214 Annual Standard Deviation 0.043 Annual Variance 0.002 Information Ratio 5.313 Tracking Error 0.242 Treynor Ratio -16.421 Total Fees $16.00 |
using System;
using System.Linq;
using QuantConnect.Data.Consolidators;
using QuantConnect.Indicators;
using QuantConnect.Data.Market;
using QuantConnect.Algorithm;
using QuantConnect.Data.Custom;
namespace QuantConnect
{
public class KYJIndicators : QCAlgorithm
{
//string crude = "CME/CLN2015";
string symbol = "SPY";
MovingAverageConvergenceDivergence macd;
RelativeStrengthIndex rsi;
MoneyFlowIndex mfi;
decimal price;
TradeBar symbolDaily;
//Initialize the data and resolution you require for your strategy:
public override void Initialize ()
{
SetStartDate (2015, 1, 7);
SetEndDate (2015, 1, 8);
SetCash (25000);
//Add as many securities as you like. All the data will be passed into the event handler:
AddSecurity (SecurityType.Equity, symbol, Resolution.Minute, fillDataForward: false);
//AddData<QuandlFuture> (crude, Resolution.Daily);
//Set up Indicators
macd = MACD (symbol, 12, 26, 9, MovingAverageType.Simple, Resolution.Minute);
rsi = RSI (symbol, 14, MovingAverageType.Simple, Resolution.Minute);
mfi = MFI (symbol, 14, Resolution.Minute);
//Setup Consolidators
// define our daily trade bar consolidator. we can access the daily bar
// from the DataConsolidated events
var dailyConsolidator = new TradeBarConsolidator (TimeSpan.FromDays (1));
// attach our event handler. the event handler is a function that will be called
// each time we produce a new consolidated piece of data
dailyConsolidator.DataConsolidated += OnDataDaily;
// this call adds our daily consolidator to the manager to receive updates
// from the engine
SubscriptionManager.AddConsolidator (symbol, dailyConsolidator);
var chart = new Chart("rsi");
var buy = new Series("buy", SeriesType.Scatter);
var sell = new Series("sell", SeriesType.Scatter);
var rsis = new Series("rsi");
chart.AddSeries(buy);
chart.AddSeries(sell);
chart.AddSeries(rsis);
AddChart(chart);
}
public void OnDataDaily (object sender, TradeBar consolidated) {
symbolDaily = consolidated;
Log(Time.ToString("u") + " Close price: " + consolidated.Close);
}
//Data Event Handler: New data arrives here. "TradeBars" type is a dictionary of strings so you can access it by symbol.
//public void OnData (Quandl data)
public void OnData (TradeBars data)
{
/*
if (!macd.IsReady || !rsi.IsReady || !mfi.IsReady) {
return;
}
*/
decimal macdLine = macd.Fast - macd.Slow;
decimal macdHistogram = Math.Round(macdLine - macd.Signal,3);
price = Math.Round(data[symbol].Close, 3);
// MFI not working (always 100)
Plot("rsi","rsi",rsi);
if (!Portfolio.Invested && (rsi < 30) ) {
Plot("rsi", "buy", rsi);
Plot("rsi", "rsi", rsi);
SetHoldings (symbol, 0.75);
Log (Time.ToString ("u") + " Purchased: " + symbol + " price = " + price + " MACDHis = " + macdHistogram + " RSI = " + rsi + " MFI = " + mfi);
}
else if (Portfolio.Invested && (rsi > 70) ) {
Plot("rsi", "sell", rsi);
Plot("rsi", "rsi", rsi);
Liquidate (symbol);
Log (Time.ToString ("u") + " Sold: " + symbol + " price = " + price + " MACDHis = " + macdHistogram + " RSI = " + rsi + " MFI = " + mfi);
}
}
// Fire plotting events once per day:
public override void OnEndOfDay (string symbol)
{
/*
if (!macd.IsReady || !rsi.IsReady || !mfi.IsReady) {
return;
}
*/
//Plot("MACD", "Price", price);
//Plot("MACD", macd.Fast, macd.Slow);
//Plot ("RSI", "rsi", rsi);
//Plot ("RSI", "price", price);
//Plot ("MFI", mfi);
}
}
// Custom quandl data type for setting customized value column name.
// Value column is used for the primary trading calculations and charting.
public class QuandlFuture : Quandl
{
public QuandlFuture () : base (valueColumnName: "Settle")
{
}
}
}