-
Notifications
You must be signed in to change notification settings - Fork 0
/
QuiverTwitterFollowers.cs
189 lines (170 loc) · 6.76 KB
/
QuiverTwitterFollowers.cs
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
/*
* 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 Newtonsoft.Json;
using NodaTime;
using QuantConnect.Data;
using QuantConnect.Util;
namespace QuantConnect.DataSource
{
/// <summary>
/// Example custom data type
/// </summary>
public class QuiverTwitterFollowers : BaseData
{
private static readonly TimeSpan _period = TimeSpan.FromDays(1);
/// <summary>
/// Number of followers of the company's Twitter page on the given date
/// </summary>
[JsonProperty(PropertyName = "Followers")]
public int Followers { get; set; }
/// <summary>
/// Day-over-day change in company's follower count
/// </summary>
[JsonProperty(PropertyName = "pct_change_daily")]
public decimal? DayPercentChange { get; set; }
/// <summary>
/// Week-over-week change in company's follower count
/// </summary>
[JsonProperty(PropertyName = "pct_change_week")]
public decimal? WeekPercentChange { get; set; }
/// <summary>
/// Month-over-month change in company's follower count
/// </summary>
[JsonProperty(PropertyName = "pct_change")]
public decimal? MonthPercentChange { get; set; }
/// <summary>
/// Current time marker of this data packet.
/// </summary>
/// <remarks>All data is timeseries based.</remarks>
[JsonProperty(PropertyName = "Date")]
[JsonConverter(typeof(DateTimeJsonConverter), "yyyy-MM-dd")]
public new DateTime Time { 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",
$"{config.Symbol.Value.ToLowerInvariant()}.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[1]);
return new QuiverTwitterFollowers
{
Symbol = config.Symbol,
Time = Parse.DateTimeExact(csv[0], "yyyyMMdd"),
Value = followers,
Followers = followers,
DayPercentChange = csv[2].IfNotNullOrEmpty<decimal?>(s => decimal.Parse(s, NumberStyles.Any, CultureInfo.InvariantCulture)),
WeekPercentChange = csv[3].IfNotNullOrEmpty<decimal?>(s => decimal.Parse(s, NumberStyles.Any, CultureInfo.InvariantCulture)),
MonthPercentChange = csv[4].IfNotNullOrEmpty<decimal?>(s => decimal.Parse(s, NumberStyles.Any, CultureInfo.InvariantCulture))
};
}
/// <summary>
/// Clones the data
/// </summary>
/// <returns>A clone of the object</returns>
public override BaseData Clone()
{
return new QuiverTwitterFollowers
{
Symbol = Symbol,
Time = Time,
Value = Followers,
Followers = Followers,
DayPercentChange = DayPercentChange,
WeekPercentChange = WeekPercentChange,
MonthPercentChange = MonthPercentChange
};
}
/// <summary>
/// Indicates whether the data source is tied to an underlying symbol and requires that corporate events be applied to it as well, such as renames and delistings
/// </summary>
/// <returns>false</returns>
public override bool RequiresMapping()
{
return true;
}
/// <summary>
/// Indicates whether the data is sparse.
/// If true, we disable logging for missing files
/// </summary>
/// <returns>true</returns>
public override bool IsSparseData()
{
return true;
}
/// <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;
}
}
}