144 lines
6.3 KiB
C#
144 lines
6.3 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 System.Collections.Generic;
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using System.Linq;
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using System.Net;
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using QuantConnect.Data;
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using QuantConnect.Data.UniverseSelection;
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namespace QuantConnect.Algorithm.CSharp
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{
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/// <summary>
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/// In this algortihm we show how you can easily use the universe selection feature to fetch symbols
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/// to be traded using the AddUniverse method. This method accepts a function that will return the
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/// desired current set of symbols. Return Universe.Unchanged if no universe changes should be made
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/// </summary>
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/// <meta name="tag" content="using data" />
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/// <meta name="tag" content="universes" />
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/// <meta name="tag" content="custom universes" />
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public class DropboxUniverseSelectionAlgorithm : QCAlgorithm
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{
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// the changes from the previous universe selection
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private SecurityChanges _changes = SecurityChanges.None;
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// only used in backtest for caching the file results
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private readonly Dictionary<DateTime, List<string>> _backtestSymbolsPerDay = new Dictionary<DateTime, List<string>>();
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/// <summary>
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/// Initialise the data and resolution required, as well as the cash and start-end dates for your algorithm. All algorithms must initialized.
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/// </summary>
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/// <seealso cref="QCAlgorithm.SetStartDate(System.DateTime)"/>
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/// <seealso cref="QCAlgorithm.SetEndDate(System.DateTime)"/>
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/// <seealso cref="QCAlgorithm.SetCash(decimal)"/>
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public override void Initialize()
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{
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// this sets the resolution for data subscriptions added by our universe
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UniverseSettings.Resolution = Resolution.Daily;
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// set our start and end for backtest mode
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SetStartDate(2013, 01, 01);
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SetEndDate(2013, 12, 31);
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// define a new custom universe that will trigger each day at midnight
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AddUniverse("my-dropbox-universe", Resolution.Daily, dateTime =>
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{
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const string liveUrl = @"https://www.dropbox.com/s/2az14r5xbx4w5j6/daily-stock-picker-live.csv?dl=1";
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const string backtestUrl = @"https://www.dropbox.com/s/rmiiktz0ntpff3a/daily-stock-picker-backtest.csv?dl=1";
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var url = LiveMode ? liveUrl : backtestUrl;
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using (var client = new WebClient())
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{
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// handle live mode file format
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if (LiveMode)
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{
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// fetch the file from dropbox
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var file = client.DownloadString(url);
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// if we have a file for today, break apart by commas and return symbols
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if (file.Length > 0) return file.ToCsv();
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// no symbol today, leave universe unchanged
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return Universe.Unchanged;
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}
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// backtest - first cache the entire file
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if (_backtestSymbolsPerDay.Count == 0)
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{
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// fetch the file from dropbox only if we haven't cached the result already
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var file = client.DownloadString(url);
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// split the file into lines and add to our cache
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foreach (var line in file.Split(new[] { '\n', '\r' }, StringSplitOptions.RemoveEmptyEntries))
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{
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var csv = line.ToCsv();
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var date = DateTime.ParseExact(csv[0], "yyyyMMdd", null);
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var symbols = csv.Skip(1).ToList();
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_backtestSymbolsPerDay[date] = symbols;
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}
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}
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// if we have symbols for this date return them, else specify Universe.Unchanged
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List<string> result;
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if (_backtestSymbolsPerDay.TryGetValue(dateTime.Date, out result))
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{
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return result;
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}
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return Universe.Unchanged;
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}
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});
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}
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/// <summary>
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/// Event - v3.0 DATA EVENT HANDLER: (Pattern) Basic template for user to override for receiving all subscription data in a single event
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/// </summary>
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/// <code>
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/// TradeBars bars = slice.Bars;
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/// Ticks ticks = slice.Ticks;
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/// TradeBar spy = slice["SPY"];
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/// List{Tick} aaplTicks = slice["AAPL"]
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/// Quandl oil = slice["OIL"]
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/// dynamic anySymbol = slice[symbol];
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/// DataDictionary{Quandl} allQuandlData = slice.Get{Quand}
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/// Quandl oil = slice.Get{Quandl}("OIL")
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/// </code>
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/// <param name="slice">The current slice of data keyed by symbol string</param>
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public override void OnData(Slice slice)
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{
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if (slice.Bars.Count == 0) return;
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if (_changes == SecurityChanges.None) return;
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// start fresh
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Liquidate();
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var percentage = 1m/slice.Bars.Count;
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foreach (var tradeBar in slice.Bars.Values)
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{
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SetHoldings(tradeBar.Symbol, percentage);
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}
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// reset changes
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_changes = SecurityChanges.None;
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}
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/// <summary>
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/// Event fired each time the we add/remove securities from the data feed
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/// </summary>
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/// <param name="changes"></param>
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public override void OnSecuritiesChanged(SecurityChanges changes)
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{
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// each time our securities change we'll be notified here
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_changes = changes;
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}
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}
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}
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