| Overall Statistics |
|
Total Trades 4 Average Win 0.55% Average Loss 0% Compounding Annual Return -40.826% Drawdown 22.000% Expectancy 0 Net Profit -12.267% Sharpe Ratio -1.582 Probabilistic Sharpe Ratio 6.429% Loss Rate 0% Win Rate 100% Profit-Loss Ratio 0 Alpha -0.316 Beta -0.408 Annual Standard Deviation 0.238 Annual Variance 0.057 Information Ratio -1.439 Tracking Error 0.363 Treynor Ratio 0.923 Total Fees $2.00 Estimated Strategy Capacity $45000000.00 Lowest Capacity Asset TSLA UNU3P8Y3WFAD |
using System;
using System.Collections.Generic;
using System.Collections.ObjectModel;
using System.Globalization;
using System.Linq;
using QuantConnect.Data;
using QuantConnect.Data.Market;
using QuantConnect.Interfaces;
using QuantConnect.Orders;
using QuantConnect.Securities;
using QuantConnect.Securities.Option;
namespace QuantConnect.Algorithm.CSharp
{
public class SellATMOptionAlgorithm : QCAlgorithm, IRegressionAlgorithmDefinition
{
private Symbol _optionSymbol;
private Option _option;
const decimal StopLossPercent = 0.05m;
private readonly LocalOrderCollection _dailyOrders = new LocalOrderCollection();
public override void Initialize()
{
SetStartDate(2020, 09, 1);
SetEndDate(2020, 11, 30);
SetCash(100000);
//SetWarmUp(TimeSpan.FromSeconds(5));
_option = AddOption("TSLA", Resolution.Minute);
_optionSymbol = _option.Symbol;
//Set option contracts filter with the expiration date.
//_option.SetFilter(-2,2,0 ,1);
_option.SetFilter(TimeSpan.Zero, TimeSpan.FromDays(2));
// set the warm-up period for the pricing model
SetWarmup(TimeSpan.FromDays(1));
// set the benchmark to be the initial cash
//SetBenchmark(d => 1000000);
}
public override void OnData(Slice slice)
{
//For each day the trading should start from 09:01AM NY TIME. Default timezone is TimeZones.NewYork.
if (Time.Hour < 9 && Time.Minute < 31) return;
//if (Portfolio.Invested)
//{
// return;
//}
if (_dailyOrders.DoesOrderPlacedForTheDay(slice.Time)) return;
foreach (var sliceOptionChain in slice.OptionChains)
{
if (sliceOptionChain.Key != _optionSymbol) continue;
OptionChain optionChain = sliceOptionChain.Value;
// find a nearest ATM call contract
var contracts = optionChain
.Where(x => x.Right == OptionRight.Call &&
optionChain.Underlying.Price - x.Strike == 0.0m)
.OrderBy(x => x.Expiry).ToList();
if (!contracts.Any()) continue;
Log($"Total contract founds : {contracts.Count}");
var contract = contracts.FirstOrDefault();
if (contract != null)
{
decimal callPrice = contract.Strike;
decimal takeProfit = callPrice + 100; //callPrice * (1 + StopLossPercent);
decimal stopLoss = callPrice - 100; //callPrice * (1 - StopLossPercent);
// Calculate quantity based on available cash
var quantity = 1; //(int) (Portfolio.Cash / callPrice);
var takeProfitOrderTicket = LimitOrder(contract.Symbol, quantity * -1, takeProfit);
var stopLossOrderTicket = StopMarketOrder(contract.Symbol, quantity * -1, stopLoss);
_dailyOrders.Add(new LocalOrder(slice.Time, contract.Symbol, takeProfitOrderTicket, stopLossOrderTicket));
Log($"{contract.Symbol.Value}," +
$"Bid={contract.BidPrice.ToStringInvariant()} " +
$"Ask={contract.AskPrice.ToStringInvariant()} " +
$"Last={contract.LastPrice.ToStringInvariant()} " +
$"Strike={contract.Strike.ToStringInvariant()} " +
$"Volume={contract.Volume}" +
$"Underlying Price = {contract.UnderlyingLastPrice.ToStringInvariant()} " +
$"Contract Expiry={contract.Expiry}"
);
}
}
}
public override void OnOrderEvent(OrderEvent orderEvent)
{
// Ignore OrderEvents that are not closed
if (orderEvent != null && !orderEvent.Status.IsClosed())
{
return;
}
var filledOrderId = orderEvent.OrderId;
var localOrder = _dailyOrders.GetLocalOrderByOrderId(filledOrderId);
// If the ProfitTarget order was filled, close the StopLoss order
if (localOrder != null && localOrder.TakeProfitOrderTicket.OrderId == filledOrderId)
{
localOrder.StopLossOrderTicket.Cancel();
}
// If the StopLoss order was filled, close the ProfitTarget
if (localOrder != null && localOrder.StopLossOrderTicket.OrderId == filledOrderId)
{
localOrder.TakeProfitOrderTicket.Cancel();
}
}
#region Implementation of IRegressionAlgorithmDefinition
/// <summary>
/// This is used by the regression test system to indicate if the open source Lean repository has the required data to run this algorithm.
/// </summary>
public bool CanRunLocally { get; } = true;
/// <summary>
/// This is used by the regression test system to indicate which languages this algorithm is written in.
/// </summary>
public Language[] Languages { get; } = { Language.CSharp };
/// <summary>
/// This is used by the regression test system to indicate what the expected statistics are from running the algorithm
/// </summary>
public Dictionary<string, string> ExpectedStatistics => new Dictionary<string, string>
{
{"Total Trades", "2"},
{"Average Win", "0%"},
{"Average Loss", "0%"},
{"Compounding Annual Return", "0%"},
{"Drawdown", "0%"},
{"Expectancy", "0"},
{"Net Profit", "0%"},
{"Sharpe Ratio", "0"},
{"Probabilistic Sharpe Ratio", "0%"},
{"Loss Rate", "0%"},
{"Win Rate", "0%"},
{"Profit-Loss Ratio", "0"},
{"Alpha", "0"},
{"Beta", "0"},
{"Annual Standard Deviation", "0"},
{"Annual Variance", "0"},
{"Information Ratio", "0"},
{"Tracking Error", "0"},
{"Treynor Ratio", "0"},
{"Total Fees", "$2.00"},
{"Estimated Strategy Capacity", "$6300000.00"},
{"Lowest Capacity Asset", "GOOCV W723A0UB7HTY|GOOCV VP83T1ZUHROL"},
{"Fitness Score", "0"},
{"Kelly Criterion Estimate", "0"},
{"Kelly Criterion Probability Value", "0"},
{"Sortino Ratio", "0"},
{"Return Over Maximum Drawdown", "0"},
{"Portfolio Turnover", "0"},
{"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", "38553a7723601f345ea373858ad7be0d"}
};
#endregion
}
public class LocalOrderCollection : List<LocalOrder>
{
public bool DoesOrderPlacedForTheDay(DateTime dateTime)
{
var existingTrade = this.FirstOrDefault(t => t.TradeDateTime.Date.Equals(dateTime.Date));
return existingTrade != null;
}
public LocalOrder GetLocalOrderByOrderId(int orderId)
{
return this.FirstOrDefault(o =>
o.StopLossOrderTicket.OrderId == orderId || o.TakeProfitOrderTicket.OrderId == orderId);
}
}
public class LocalOrder
{
public LocalOrder(DateTime tradeDateTime, Symbol optionContract, OrderTicket takeProfitOrderTicket, OrderTicket stopLossOrderTicket)
{
TradeDateTime = tradeDateTime;
OptionContract = optionContract;
TakeProfitOrderTicket = takeProfitOrderTicket;
StopLossOrderTicket = stopLossOrderTicket;
}
public DateTime TradeDateTime { get; }
public Symbol OptionContract { get; }
public OrderTicket TakeProfitOrderTicket { get; }
public OrderTicket StopLossOrderTicket { get; }
}
}