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