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QuiverTwitterFollowersUniverse.cs
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/*
* 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.Globalization;
using System.IO;
using NodaTime;
using QuantConnect.Data;
namespace QuantConnect.DataSource
{
/// <summary>
/// Universe Selection helper class for QuiverQuant Twitter Followers dataset
/// </summary>
public class QuiverTwitterFollowersUniverse : BaseData
{
private static readonly TimeSpan _period = TimeSpan.FromDays(1);
/// <summary>
/// Number of followers of the company's Twitter page on the given date
/// </summary>
public int Followers { get; set; }
/// <summary>
/// Day-over-day change in company's follower count
/// </summary>
public decimal? DayPercentChange { get; set; }
/// <summary>
/// Week-over-week change in company's follower count
/// </summary>
public decimal? WeekPercentChange { get; set; }
/// <summary>
/// Month-over-month change in company's follower count
/// </summary>
public decimal? MonthPercentChange { get; set; }
/// <summary>
/// Time the data became available
/// </summary>
public override DateTime EndTime => Time + _period;
/// <summary>
/// Return the URL string source of the file. This will be converted to a stream
/// </summary>
/// <param name="config">Configuration object</param>
/// <param name="date">Date of this source file</param>
/// <param name="isLiveMode">true if we're in live mode, false for backtesting mode</param>
/// <returns>String URL of source file.</returns>
public override SubscriptionDataSource GetSource(SubscriptionDataConfig config, DateTime date, bool isLiveMode)
{
return new SubscriptionDataSource(
Path.Combine(
Globals.DataFolder,
"alternative",
"quiver",
"twitter",
"universe",
$"{date.ToStringInvariant(DateFormat.EightCharacter)}.csv"
),
SubscriptionTransportMedium.LocalFile
);
}
/// <summary>
/// Parses the data from the line provided and loads it into LEAN
/// </summary>
/// <param name="config">Subscription configuration</param>
/// <param name="line">Line of data</param>
/// <param name="date">Date</param>
/// <param name="isLiveMode">Is live mode</param>
/// <returns>New instance</returns>
public override BaseData Reader(SubscriptionDataConfig config, string line, DateTime date, bool isLiveMode)
{
var csv = line.Split(',');
var followers = Parse.Int(csv[2]);
return new QuiverTwitterFollowersUniverse
{
Followers = followers,
DayPercentChange = csv[3].IfNotNullOrEmpty<decimal?>(s => decimal.Parse(s, NumberStyles.Any, CultureInfo.InvariantCulture)),
WeekPercentChange = csv[4].IfNotNullOrEmpty<decimal?>(s => decimal.Parse(s, NumberStyles.Any, CultureInfo.InvariantCulture)),
MonthPercentChange = csv[5].IfNotNullOrEmpty<decimal?>(s => decimal.Parse(s, NumberStyles.Any, CultureInfo.InvariantCulture)),
Symbol = new Symbol(SecurityIdentifier.Parse(csv[0]), csv[1]),
Time = date,
Value = followers
};
}
/// <summary>
/// Converts the instance to string
/// </summary>
public override string ToString()
{
return $"{Symbol} - Follower count: {Followers}";
}
/// <summary>
/// Gets the default resolution for this data and security type
/// </summary>
public override Resolution DefaultResolution()
{
return Resolution.Daily;
}
/// <summary>
/// Gets the supported resolution for this data and security type
/// </summary>
public override List<Resolution> SupportedResolutions()
{
return DailyResolution;
}
/// <summary>
/// Specifies the data time zone for this data type. This is useful for custom data types
/// </summary>
/// <returns>The <see cref="T:NodaTime.DateTimeZone" /> of this data type</returns>
public override DateTimeZone DataTimeZone()
{
return TimeZones.Chicago;
}
}
}