Overall Statistics
Total Trades
110
Average Win
1.48%
Average Loss
-1.29%
Compounding Annual Return
11.351%
Drawdown
10.500%
Expectancy
0.283
Net Profit
21.811%
Sharpe Ratio
0.875
Probabilistic Sharpe Ratio
39.267%
Loss Rate
40%
Win Rate
60%
Profit-Loss Ratio
1.15
Alpha
0.082
Beta
0.048
Annual Standard Deviation
0.093
Annual Variance
0.009
Information Ratio
0.515
Tracking Error
0.17
Treynor Ratio
1.694
Total Fees
â‚®0.00
Estimated Strategy Capacity
â‚®710000.00
Lowest Capacity Asset
ETHUSDT 2MN
#region imports
    using System;
    using System.Collections;
    using System.Collections.Generic;
    using System.Linq;
    using System.Globalization;
    using System.Drawing;
    using QuantConnect;
    using QuantConnect.Algorithm.Framework;
    using QuantConnect.Algorithm.Framework.Selection;
    using QuantConnect.Algorithm.Framework.Alphas;
    using QuantConnect.Algorithm.Framework.Portfolio;
    using QuantConnect.Algorithm.Framework.Execution;
    using QuantConnect.Algorithm.Framework.Risk;
    using QuantConnect.Parameters;
    using QuantConnect.Benchmarks;
    using QuantConnect.Brokerages;
    using QuantConnect.Util;
    using QuantConnect.Interfaces;
    using QuantConnect.Algorithm;
    using QuantConnect.Indicators;
    using QuantConnect.Data;
    using QuantConnect.Data.Consolidators;
    using QuantConnect.Data.Custom;
    using QuantConnect.DataSource;
    using QuantConnect.Data.Fundamental;
    using QuantConnect.Data.Market;
    using QuantConnect.Data.UniverseSelection;
    using QuantConnect.Notifications;
    using QuantConnect.Orders;
    using QuantConnect.Orders.Fees;
    using QuantConnect.Orders.Fills;
    using QuantConnect.Orders.Slippage;
    using QuantConnect.Scheduling;
    using QuantConnect.Securities;
    using QuantConnect.Securities.Equity;
    using QuantConnect.Securities.Future;
    using QuantConnect.Securities.Option;
    using QuantConnect.Securities.Forex;
    using QuantConnect.Securities.Crypto;   
    using QuantConnect.Securities.Interfaces;
    using QuantConnect.Storage;
    using QuantConnect.Data.Custom.AlphaStreams;
    using QCAlgorithmFramework = QuantConnect.Algorithm.QCAlgorithm;
    using QCAlgorithmFrameworkBridge = QuantConnect.Algorithm.QCAlgorithm;
#endregion
namespace QuantConnect.Algorithm.CSharp
{
    public class UpgradedApricotHamster : QCAlgorithm
    {
        private Symbol _ethusd, _ethusdt;
        private CompositeIndicator _ratio, _deltaSeries, _deltaDiff,_deltaNormRatio;
        private Identity _ethusdId, _ethusdtId, _manualIdentity;
        private SimpleMovingAverage _ratioSMA, _deltaSMA;
        private StandardDeviation _deltaNormRatioA;
        public override void Initialize()
        {
            SetStartDate(2021, 1, 1);  //Set Start Date
            SetAccountCurrency("USDT");
            SetCash("USDT", 100000);             //Set Strategy Cash
            
            Debug("TimeZone: " + TimeZone);

            _ethusd = AddCrypto("ETHUSD", Resolution.Daily, Market.Kraken).Symbol;
            _ethusdt = AddCrypto("ETHUSDT", Resolution.Daily, Market.FTX).Symbol;
            _ethusdId = Identity(_ethusd, Resolution.Daily);
            _ethusdtId = Identity(_ethusdt, Resolution.Daily);
            _ratio = _ethusdtId.Over(_ethusdId);
            var smaLength = 55;
            SetWarmUp(100);
            /*var history = History("ETHUSD", smaLength, Resolution.Daily);
            foreach (var bar in history)
            {
                _ethusd.Update(bar);
            }
            var history = History("ETHUSDT", smaLength, Resolution.Daily);
            foreach (var bar in history)
            {
                _ethusdt.Update(bar);
            }*/
            


            _ratioSMA = (new SimpleMovingAverage(smaLength)).Of(_ratio);
            _deltaSeries = _ratio.Minus(_ratioSMA);
            _deltaSMA = (new SimpleMovingAverage(smaLength)).Of(_deltaSeries);
            _deltaDiff = _deltaSeries.Minus(_deltaSMA);
            _deltaNormRatioA = (new StandardDeviation(smaLength)).Of(_deltaDiff);
            _deltaNormRatio = _deltaDiff.Over(_deltaNormRatioA);

        }

        public override void OnData(Slice data)
        {
            Plot("Indicator 1", "ethusdt_indicator", _ethusdtId.Current.Value);
            Plot("Indicator 1", "ethusdt_price", data.Bars[_ethusdt].Close);
            
            Plot("Indicator 2", "ethusd_indicator", _ethusdId.Current.Value);
            Plot("Indicator 2", "ethusd_price", data.Bars[_ethusd].Close);
            
            Plot("Indicator 3", "Ratio", _ratio.Current.Value);
            Plot("Indicator 3", "RatioSMA", _ratioSMA.Current.Value);

            Plot("Indicator 4", "Delta", _deltaSeries.Current.Value);
            Plot("Indicator 4", "DeltaSMA", _deltaSMA.Current.Value);

            Plot("Indicator 5", "DeltaDiff", _deltaDiff.Current.Value);

            Plot("Indicator 6", "DeltaNormRatio", _deltaNormRatio.Current.Value);
            if (_deltaNormRatio < -1.05m && !Portfolio["ETHUSDT"].IsLong) SetHoldings(_ethusdt, 0.2);
            if (_deltaNormRatio > -0.05m && Portfolio["ETHUSDT"].IsLong) SetHoldings(_ethusdt, 0);
            if (_deltaNormRatio > 1.05m && !Portfolio["ETHUSDT"].IsShort) SetHoldings(_ethusdt, -0.2);
            if (_deltaNormRatio < 0.05m && Portfolio["ETHUSDT"].IsShort) SetHoldings(_ethusdt, 0);

        }

    }
}