/*
* QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
* Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*
*/
using System;
using QuantConnect.Data;
using System.Collections.Generic;
using QuantConnect.Indicators;
using QuantConnect.Interfaces;
namespace QuantConnect.Algorithm.CSharp
{
///
/// This example demonstrates how to add index asset types.
///
///
///
///
public class BasicTemplateIndexAlgorithm : QCAlgorithm, IRegressionAlgorithmDefinition
{
private Symbol _spx;
private Symbol _spxOption;
private ExponentialMovingAverage _emaSlow;
private ExponentialMovingAverage _emaFast;
///
/// Initialize your algorithm and add desired assets.
///
public override void Initialize()
{
SetStartDate(2021, 1, 4);
SetEndDate(2021, 1, 15);
SetCash(1000000);
// Use indicator for signal; but it cannot be traded
_spx = AddIndex("SPX", Resolution.Minute).Symbol;
// Trade on SPX ITM calls
_spxOption = QuantConnect.Symbol.CreateOption(
_spx,
Market.USA,
OptionStyle.European,
OptionRight.Call,
3200m,
new DateTime(2021, 1, 15));
AddIndexOptionContract(_spxOption, Resolution.Minute);
_emaSlow = EMA(_spx, 80);
_emaFast = EMA(_spx, 200);
}
///
/// Index EMA Cross trading underlying.
///
public override void OnData(Slice slice)
{
if (!slice.Bars.ContainsKey(_spx) || !slice.Bars.ContainsKey(_spxOption))
{
return;
}
// Warm up indicators
if (!_emaSlow.IsReady)
{
return;
}
if (_emaFast > _emaSlow)
{
SetHoldings(_spxOption, 1);
}
else
{
Liquidate();
}
}
public override void OnEndOfAlgorithm()
{
if (Portfolio[_spx].TotalSaleVolume > 0)
{
throw new Exception("Index is not tradable.");
}
}
///
/// This is used by the regression test system to indicate if the open source Lean repository has the required data to run this algorithm.
///
public bool CanRunLocally { get; } = true;
///
/// This is used by the regression test system to indicate which languages this algorithm is written in.
///
public Language[] Languages { get; } = { Language.CSharp, Language.Python };
///
/// This is used by the regression test system to indicate what the expected statistics are from running the algorithm
///
public Dictionary ExpectedStatistics => new Dictionary
{
{"Total Trades", "4"},
{"Average Win", "0%"},
{"Average Loss", "-53.10%"},
{"Compounding Annual Return", "-96.172%"},
{"Drawdown", "10.100%"},
{"Expectancy", "-1"},
{"Net Profit", "-9.915%"},
{"Sharpe Ratio", "-4.217"},
{"Probabilistic Sharpe Ratio", "0.052%"},
{"Loss Rate", "100%"},
{"Win Rate", "0%"},
{"Profit-Loss Ratio", "0"},
{"Alpha", "-0.908"},
{"Beta", "0.468"},
{"Annual Standard Deviation", "0.139"},
{"Annual Variance", "0.019"},
{"Information Ratio", "-9.003"},
{"Tracking Error", "0.142"},
{"Treynor Ratio", "-1.251"},
{"Total Fees", "$0.00"},
{"Estimated Strategy Capacity", "$14000000.00"},
{"Lowest Capacity Asset", "SPX XL80P3GHDZXQ|SPX 31"},
{"Fitness Score", "0.044"},
{"Kelly Criterion Estimate", "0"},
{"Kelly Criterion Probability Value", "0"},
{"Sortino Ratio", "-1.96"},
{"Return Over Maximum Drawdown", "-10.171"},
{"Portfolio Turnover", "0.34"},
{"Total Insights Generated", "0"},
{"Total Insights Closed", "0"},
{"Total Insights Analysis Completed", "0"},
{"Long Insight Count", "0"},
{"Short Insight Count", "0"},
{"Long/Short Ratio", "100%"},
{"Estimated Monthly Alpha Value", "$0"},
{"Total Accumulated Estimated Alpha Value", "$0"},
{"Mean Population Estimated Insight Value", "$0"},
{"Mean Population Direction", "0%"},
{"Mean Population Magnitude", "0%"},
{"Rolling Averaged Population Direction", "0%"},
{"Rolling Averaged Population Magnitude", "0%"},
{"OrderListHash", "52521ab779446daf4d38a7c9bbbdd893"}
};
}
}