489 lines
18 KiB
C#
489 lines
18 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;
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using System.Collections.Generic;
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using System.Linq;
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using QuantConnect.Data.Custom;
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using QuantConnect.Data.Market;
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namespace QuantConnect.Data
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{
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/// <summary>
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/// Provides a data structure for all of an algorithm's data at a single time step
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/// </summary>
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public class Slice : IEnumerable<KeyValuePair<Symbol, BaseData>>
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{
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private readonly Ticks _ticks;
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private readonly TradeBars _bars;
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private readonly QuoteBars _quoteBars;
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private readonly OptionChains _optionChains;
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private readonly FuturesChains _futuresChains;
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// aux data
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private readonly Splits _splits;
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private readonly Dividends _dividends;
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private readonly Delistings _delistings;
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private readonly SymbolChangedEvents _symbolChangedEvents;
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// string -> data for non-tick data
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// string -> list{data} for tick data
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private readonly Lazy<DataDictionary<SymbolData>> _data;
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// Quandl -> DataDictonary<Quandl>
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private readonly Dictionary<Type, Lazy<object>> _dataByType;
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/// <summary>
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/// Gets the timestamp for this slice of data
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/// </summary>
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public DateTime Time
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{
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get; private set;
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}
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/// <summary>
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/// Gets whether or not this slice has data
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/// </summary>
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public bool HasData
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{
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get; private set;
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}
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/// <summary>
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/// Gets the <see cref="TradeBars"/> for this slice of data
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/// </summary>
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public TradeBars Bars
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{
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get { return _bars; }
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}
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/// <summary>
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/// Gets the <see cref="QuoteBars"/> for this slice of data
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/// </summary>
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public QuoteBars QuoteBars
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{
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get { return _quoteBars; }
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}
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/// <summary>
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/// Gets the <see cref="Ticks"/> for this slice of data
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/// </summary>
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public Ticks Ticks
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{
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get { return _ticks; }
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}
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/// <summary>
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/// Gets the <see cref="OptionChains"/> for this slice of data
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/// </summary>
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public OptionChains OptionChains
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{
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get { return _optionChains; }
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}
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/// <summary>
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/// Gets the <see cref="FuturesChains"/> for this slice of data
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/// </summary>
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public FuturesChains FuturesChains
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{
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get { return _futuresChains; }
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}
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/// <summary>
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/// Gets the <see cref="FuturesChains"/> for this slice of data
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/// </summary>
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public FuturesChains FutureChains
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{
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get { return _futuresChains; }
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}
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/// <summary>
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/// Gets the <see cref="Splits"/> for this slice of data
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/// </summary>
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public Splits Splits
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{
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get { return _splits; }
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}
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/// <summary>
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/// Gets the <see cref="Dividends"/> for this slice of data
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/// </summary>
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public Dividends Dividends
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{
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get { return _dividends; }
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}
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/// <summary>
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/// Gets the <see cref="Delistings"/> for this slice of data
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/// </summary>
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public Delistings Delistings
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{
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get { return _delistings; }
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}
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/// <summary>
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/// Gets the <see cref="QuantConnect.Data.Market.SymbolChangedEvents"/> for this slice of data
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/// </summary>
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public SymbolChangedEvents SymbolChangedEvents
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{
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get { return _symbolChangedEvents; }
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}
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/// <summary>
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/// Gets the number of symbols held in this slice
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/// </summary>
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public int Count
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{
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get { return _data.Value.Count; }
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}
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/// <summary>
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/// Gets all the symbols in this slice
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/// </summary>
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public IReadOnlyList<Symbol> Keys
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{
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get { return new List<Symbol>(_data.Value.Keys); }
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}
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/// <summary>
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/// Gets a list of all the data in this slice
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/// </summary>
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public IReadOnlyList<BaseData> Values
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{
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get { return GetKeyValuePairEnumerable().Select(x => x.Value).ToList(); }
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}
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/// <summary>
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/// Initializes a new instance of the <see cref="Slice"/> class, lazily
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/// instantiating the <see cref="Slice.Bars"/> and <see cref="Slice.Ticks"/>
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/// collections on demand
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/// </summary>
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/// <param name="time">The timestamp for this slice of data</param>
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/// <param name="data">The raw data in this slice</param>
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public Slice(DateTime time, IEnumerable<BaseData> data)
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: this(time, data, null, null, null, null, null, null, null, null, null)
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{
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}
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/// <summary>
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/// Initializes a new instance of the <see cref="Slice"/> class
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/// </summary>
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/// <param name="time">The timestamp for this slice of data</param>
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/// <param name="data">The raw data in this slice</param>
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/// <param name="tradeBars">The trade bars for this slice</param>
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/// <param name="quoteBars">The quote bars for this slice</param>
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/// <param name="ticks">This ticks for this slice</param>
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/// <param name="optionChains">The option chains for this slice</param>
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/// <param name="futuresChains">The futures chains for this slice</param>
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/// <param name="splits">The splits for this slice</param>
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/// <param name="dividends">The dividends for this slice</param>
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/// <param name="delistings">The delistings for this slice</param>
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/// <param name="symbolChanges">The symbol changed events for this slice</param>
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/// <param name="hasData">true if this slice contains data</param>
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public Slice(DateTime time, IEnumerable<BaseData> data, TradeBars tradeBars, QuoteBars quoteBars, Ticks ticks, OptionChains optionChains, FuturesChains futuresChains, Splits splits, Dividends dividends, Delistings delistings, SymbolChangedEvents symbolChanges, bool? hasData = null)
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{
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Time = time;
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_dataByType = new Dictionary<Type, Lazy<object>>();
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// market data
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_data = new Lazy<DataDictionary<SymbolData>>(() => CreateDynamicDataDictionary(data));
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HasData = hasData ?? _data.Value.Count > 0;
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_ticks = CreateTicksCollection(ticks);
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_bars = CreateCollection<TradeBars, TradeBar>(tradeBars);
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_quoteBars = CreateCollection<QuoteBars, QuoteBar>(quoteBars);
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_optionChains = CreateCollection<OptionChains, OptionChain>(optionChains);
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_futuresChains = CreateCollection<FuturesChains, FuturesChain>(futuresChains);
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// auxiliary data
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_splits = CreateCollection<Splits, Split>(splits);
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_dividends = CreateCollection<Dividends, Dividend>(dividends);
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_delistings = CreateCollection<Delistings, Delisting>(delistings);
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_symbolChangedEvents = CreateCollection<SymbolChangedEvents, SymbolChangedEvent>(symbolChanges);
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}
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/// <summary>
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/// Gets the data corresponding to the specified symbol. If the requested data
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/// is of <see cref="MarketDataType.Tick"/>, then a <see cref="List{Tick}"/> will
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/// be returned, otherwise, it will be the subscribed type, for example, <see cref="TradeBar"/>
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/// or event <see cref="Quandl"/> for custom data.
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/// </summary>
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/// <param name="symbol">The data's symbols</param>
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/// <returns>The data for the specified symbol</returns>
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public dynamic this[Symbol symbol]
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{
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get
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{
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SymbolData value;
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if (_data.Value.TryGetValue(symbol, out value))
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{
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return value.GetData();
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}
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throw new KeyNotFoundException(string.Format("'{0}' wasn't found in the Slice object, likely because there was no-data at this moment in time and it wasn't possible to fillforward historical data. Please check the data exists before accessing it with data.ContainsKey(\"{0}\")", symbol));
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}
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}
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/// <summary>
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/// Gets the <see cref="DataDictionary{T}"/> for all data of the specified type
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/// </summary>
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/// <typeparam name="T">The type of data we want, for example, <see cref="TradeBar"/> or <see cref="Quandl"/>, ect...</typeparam>
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/// <returns>The <see cref="DataDictionary{T}"/> containing the data of the specified type</returns>
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public DataDictionary<T> Get<T>()
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where T : IBaseData
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{
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Lazy<object> dictionary;
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if (!_dataByType.TryGetValue(typeof(T), out dictionary))
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{
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if (typeof(T) == typeof(Tick))
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{
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dictionary = new Lazy<object>(() => new DataDictionary<T>(_data.Value.Values.SelectMany<dynamic, dynamic>(x => x.GetData()).OfType<T>(), x => x.Symbol));
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}
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else if (typeof(T) == typeof(TradeBar))
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{
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dictionary = new Lazy<object>(() => new DataDictionary<TradeBar>(
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_data.Value.Values.Where(x => x.TradeBar != null).Select(x => x.TradeBar),
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x => x.Symbol));
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}
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else if (typeof(T) == typeof(QuoteBar))
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{
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dictionary = new Lazy<object>(() => new DataDictionary<QuoteBar>(
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_data.Value.Values.Where(x => x.QuoteBar != null).Select(x => x.QuoteBar),
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x => x.Symbol));
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}
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else
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{
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dictionary = new Lazy<object>(() => new DataDictionary<T>(_data.Value.Values.Select(x => x.GetData()).OfType<T>(), x => x.Symbol));
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}
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_dataByType[typeof(T)] = dictionary;
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}
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return (DataDictionary<T>)dictionary.Value;
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}
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/// <summary>
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/// Gets the data of the specified symbol and type.
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/// </summary>
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/// <typeparam name="T">The type of data we seek</typeparam>
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/// <param name="symbol">The specific symbol was seek</param>
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/// <returns>The data for the requested symbol</returns>
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public T Get<T>(Symbol symbol)
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where T : BaseData
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{
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return Get<T>()[symbol];
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}
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/// <summary>
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/// Determines whether this instance contains data for the specified symbol
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/// </summary>
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/// <param name="symbol">The symbol we seek data for</param>
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/// <returns>True if this instance contains data for the symbol, false otherwise</returns>
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public bool ContainsKey(Symbol symbol)
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{
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return _data.Value.ContainsKey(symbol);
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}
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/// <summary>
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/// Gets the data associated with the specified symbol
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/// </summary>
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/// <param name="symbol">The symbol we want data for</param>
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/// <param name="data">The data for the specifed symbol, or null if no data was found</param>
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/// <returns>True if data was found, false otherwise</returns>
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public bool TryGetValue(Symbol symbol, out dynamic data)
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{
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data = null;
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SymbolData symbolData;
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if (_data.Value.TryGetValue(symbol, out symbolData))
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{
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data = symbolData.GetData();
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return data != null;
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}
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return false;
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}
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/// <summary>
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/// Produces the dynamic data dictionary from the input data
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/// </summary>
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private static DataDictionary<SymbolData> CreateDynamicDataDictionary(IEnumerable<BaseData> data)
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{
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var allData = new DataDictionary<SymbolData>();
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foreach (var datum in data)
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{
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SymbolData symbolData;
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if (!allData.TryGetValue(datum.Symbol, out symbolData))
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{
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symbolData = new SymbolData(datum.Symbol);
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allData[datum.Symbol] = symbolData;
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}
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switch (datum.DataType)
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{
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case MarketDataType.Base:
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symbolData.Type = SubscriptionType.Custom;
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symbolData.Custom = datum;
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break;
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case MarketDataType.TradeBar:
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symbolData.Type = SubscriptionType.TradeBar;
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symbolData.TradeBar = (TradeBar)datum;
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break;
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case MarketDataType.QuoteBar:
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symbolData.Type = SubscriptionType.QuoteBar;
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symbolData.QuoteBar = (QuoteBar)datum;
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break;
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case MarketDataType.Tick:
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symbolData.Type = SubscriptionType.Tick;
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symbolData.Ticks.Add((Tick)datum);
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break;
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case MarketDataType.Auxiliary:
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symbolData.AuxilliaryData.Add(datum);
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break;
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default:
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throw new ArgumentOutOfRangeException();
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}
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}
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return allData;
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}
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/// <summary>
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/// Returns the input ticks if non-null, otherwise produces one fom the dynamic data dictionary
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/// </summary>
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private Ticks CreateTicksCollection(Ticks ticks)
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{
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if (ticks != null) return ticks;
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ticks = new Ticks(Time);
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foreach (var listTicks in _data.Value.Values.Select(x => x.GetData()).OfType<List<Tick>>().Where(x => x.Count != 0))
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{
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ticks[listTicks[0].Symbol] = listTicks;
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}
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return ticks;
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}
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/// <summary>
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/// Returns the input collection if onon-null, otherwise produces one from the dynamic data dictionary
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/// </summary>
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/// <typeparam name="T">The data dictionary type</typeparam>
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/// <typeparam name="TItem">The item type of the data dictionary</typeparam>
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/// <param name="collection">The input collection, if non-null, returned immediately</param>
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/// <returns>The data dictionary of <typeparamref name="TItem"/> containing all the data of that type in this slice</returns>
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private T CreateCollection<T, TItem>(T collection)
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where T : DataDictionary<TItem>, new()
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where TItem : BaseData
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{
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if (collection != null) return collection;
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collection = new T();
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#pragma warning disable 618 // This assignment is left here until the Time property is removed.
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collection.Time = Time;
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#pragma warning restore 618
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foreach (var item in _data.Value.Values.Select(x => x.GetData()).OfType<TItem>())
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{
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collection[item.Symbol] = item;
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}
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return collection;
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}
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/// <summary>
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/// Returns an enumerator that iterates through the collection.
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/// </summary>
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/// <returns>
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/// A <see cref="T:System.Collections.Generic.IEnumerator`1"/> that can be used to iterate through the collection.
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/// </returns>
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/// <filterpriority>1</filterpriority>
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public IEnumerator<KeyValuePair<Symbol, BaseData>> GetEnumerator()
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{
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return GetKeyValuePairEnumerable().GetEnumerator();
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}
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/// <summary>
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/// Returns an enumerator that iterates through a collection.
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/// </summary>
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/// <returns>
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/// An <see cref="T:System.Collections.IEnumerator"/> object that can be used to iterate through the collection.
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/// </returns>
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/// <filterpriority>2</filterpriority>
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IEnumerator IEnumerable.GetEnumerator()
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{
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return GetEnumerator();
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}
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private IEnumerable<KeyValuePair<Symbol, BaseData>> GetKeyValuePairEnumerable()
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{
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// this will not enumerate auxilliary data!
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foreach (var kvp in _data.Value)
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{
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var data = kvp.Value.GetData();
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var dataPoints = data as IEnumerable<BaseData>;
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if (dataPoints != null)
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{
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foreach (var dataPoint in dataPoints)
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{
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yield return new KeyValuePair<Symbol, BaseData>(kvp.Key, dataPoint);
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}
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}
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else if (data != null)
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{
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yield return new KeyValuePair<Symbol, BaseData>(kvp.Key, data);
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}
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}
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}
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private enum SubscriptionType { TradeBar, QuoteBar, Tick, Custom };
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private class SymbolData
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{
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public SubscriptionType Type;
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public readonly Symbol Symbol;
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// data
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public BaseData Custom;
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public TradeBar TradeBar;
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public QuoteBar QuoteBar;
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public readonly List<Tick> Ticks;
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public readonly List<BaseData> AuxilliaryData;
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public SymbolData(Symbol symbol)
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{
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Symbol = symbol;
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Ticks = new List<Tick>();
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AuxilliaryData = new List<BaseData>();
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}
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public dynamic GetData()
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{
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switch (Type)
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{
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case SubscriptionType.TradeBar:
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return TradeBar;
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case SubscriptionType.QuoteBar:
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return QuoteBar;
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case SubscriptionType.Tick:
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return Ticks;
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case SubscriptionType.Custom:
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return Custom;
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default:
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throw new ArgumentOutOfRangeException();
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}
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}
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}
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}
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}
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