/*
* 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 QuantConnect.Data;
using QuantConnect.Data.Market;
using QuantConnect.Interfaces;
using QuantConnect.Securities;
using QuantConnect.Securities.Interfaces;
using System.Collections.Generic;
namespace QuantConnect.Algorithm.CSharp
{
///
/// Demonstration of filtering tick data so easier to use. Tick data has lots of glitchy, spikey data which should be filtered out before usagee.
///
///
///
///
///
public class TickDataFilteringAlgorithm : QCAlgorithm, IRegressionAlgorithmDefinition
{
///
/// Initialize the tick filtering example algorithm
///
public override void Initialize()
{
SetCash(25000);
SetStartDate(2013, 10, 07);
SetEndDate(2013, 10, 07);
var spy = AddEquity("SPY", Resolution.Tick);
//Add our custom data filter.
spy.SetDataFilter(new TickExchangeDataFilter(this));
}
///
/// Data arriving here will now be filtered.
///
/// Ticks data array
public override void OnData(Slice slice)
{
if (!slice.ContainsKey("SPY")) return;
var spyTickList = slice["SPY"];
//Ticks return a list of ticks this second
foreach (var tick in spyTickList)
{
Debug(tick.Exchange);
}
if (!Portfolio.Invested)
{
SetHoldings("SPY", 1);
}
}
///
/// 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 List Languages { get; } = new() { Language.CSharp, Language.Python };
///
/// Data Points count of all timeslices of algorithm
///
public long DataPoints => 707410;
///
/// Data Points count of the algorithm history
///
public int AlgorithmHistoryDataPoints => 0;
///
/// Final status of the algorithm
///
public AlgorithmStatus AlgorithmStatus => AlgorithmStatus.Completed;
///
/// 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 Orders", "1"},
{"Average Win", "0%"},
{"Average Loss", "0%"},
{"Compounding Annual Return", "0%"},
{"Drawdown", "0%"},
{"Expectancy", "0"},
{"Start Equity", "25000"},
{"End Equity", "25003.46"},
{"Net Profit", "0%"},
{"Sharpe Ratio", "0"},
{"Sortino 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", "$1.00"},
{"Estimated Strategy Capacity", "$0"},
{"Lowest Capacity Asset", "SPY R735QTJ8XC9X"},
{"Portfolio Turnover", "99.58%"},
{"Drawdown Recovery", "0"},
{"OrderListHash", "96e039d2b3ee8fccf0e161367ee78629"}
};
}
///
/// Exchange filter class
///
public class TickExchangeDataFilter : ISecurityDataFilter
{
private IAlgorithm _algo;
///
/// Save instance of the algorithm namespace
///
///
public TickExchangeDataFilter(IAlgorithm algo)
{
_algo = algo;
}
///
/// Filter out a tick from this vehicle, with this new data:
///
/// New data packet:
/// Vehicle of this filter.
public bool Filter(Security vehicle, BaseData data)
{
// TRUE --> Accept Tick
// FALSE --> Reject Tick
var tick = data as Tick;
// This is a tick bar
if (tick != null)
{
if (tick.Exchange == Exchange.ARCA)
{
return true;
}
}
//Only allow those exchanges through.
return false;
}
}
}