/* * 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; } } }