39e56ea7c0
- Removing the need to call MHDB.SetEntry, this will be handled by the data manager
120 lines
4.7 KiB
C#
120 lines
4.7 KiB
C#
/*
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* QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
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* Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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using System;
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using QuantConnect.Interfaces;
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using System.Collections.Generic;
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using System.Linq;
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using QuantConnect.Data;
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using QuantConnect.Data.Custom.Tiingo;
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using QuantConnect.Data.UniverseSelection;
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using QuantConnect.Securities;
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namespace QuantConnect.Algorithm.CSharp
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{
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/// <summary>
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/// Example algorithm of a custom universe selection using coarse data and adding TiingoNews
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/// If conditions are met will add the underlying and trade it
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/// </summary>
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public class CoarseTiingoNewsUniverseSelectionAlgorithm : QCAlgorithm
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{
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private const int NumberOfSymbols = 3;
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private List<Symbol> _symbols;
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public override void Initialize()
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{
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SetStartDate(2014, 03, 24);
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SetEndDate(2014, 04, 07);
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UniverseSettings.FillForward = false;
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AddUniverse(new CustomDataCoarseFundamentalUniverse(UniverseSettings, SecurityInitializer, CoarseSelectionFunction));
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_symbols = new List<Symbol>();
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}
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// sort the data by daily dollar volume and take the top 'NumberOfSymbols'
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public IEnumerable<Symbol> CoarseSelectionFunction(IEnumerable<CoarseFundamental> coarse)
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{
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// sort descending by daily dollar volume
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var sortedByDollarVolume = coarse.OrderByDescending(x => x.DollarVolume);
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// take the top entries from our sorted collection
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var top = sortedByDollarVolume.Take(NumberOfSymbols);
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// we need to return only the symbol objects
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return top.Select(x => QuantConnect.Symbol.CreateBase(typeof(TiingoNews), x.Symbol, x.Symbol.ID.Market));
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}
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public override void OnData(Slice data)
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{
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var articles = data.Get<TiingoNews>();
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foreach (var kvp in articles)
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{
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var news = kvp.Value;
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if (news.Title.IndexOf("Stocks Drop", 0, StringComparison.CurrentCultureIgnoreCase) != -1)
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{
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if (!Securities.ContainsKey(kvp.Key.Underlying))
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{
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// add underlying we want to trade
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AddSecurity(kvp.Key.Underlying);
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_symbols.Add(kvp.Key.Underlying);
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}
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}
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}
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foreach (var symbol in _symbols)
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{
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if (Securities[symbol].HasData)
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{
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SetHoldings(symbol, 1m / _symbols.Count);
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}
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}
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}
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public override void OnSecuritiesChanged(SecurityChanges changes)
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{
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changes.FilterCustomSecurities = false;
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Log($"{Time} {changes}");
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}
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private class CustomDataCoarseFundamentalUniverse : CoarseFundamentalUniverse
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{
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public CustomDataCoarseFundamentalUniverse(UniverseSettings universeSettings, ISecurityInitializer securityInitializer, Func<IEnumerable<CoarseFundamental>, IEnumerable<Symbol>> selector)
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: base(universeSettings, securityInitializer, selector)
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{ }
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public override IEnumerable<SubscriptionRequest> GetSubscriptionRequests(Security security, DateTime currentTimeUtc, DateTime maximumEndTimeUtc,
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ISubscriptionDataConfigService subscriptionService)
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{
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var config = subscriptionService.Add(
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typeof(TiingoNews),
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security.Symbol,
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UniverseSettings.Resolution,
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UniverseSettings.FillForward,
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UniverseSettings.ExtendedMarketHours,
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dataNormalizationMode: UniverseSettings.DataNormalizationMode);
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return new[]{new SubscriptionRequest(isUniverseSubscription: false,
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universe: this,
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security: security,
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configuration: config,
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startTimeUtc: currentTimeUtc,
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endTimeUtc: maximumEndTimeUtc)};
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}
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}
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}
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}
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