Revize 22211075
Přidáno uživatelem Roman Kalivoda před více než 3 roky(ů)
Server/ServerApp/Predictor/FeatureExtractor.cs | ||
---|---|---|
13 | 13 |
/// <summary> |
14 | 14 |
/// A class responsible for preparation of features for classifiers. |
15 | 15 |
/// </summary> |
16 |
class FeatureExtractor |
|
16 |
public class FeatureExtractor
|
|
17 | 17 |
{ |
18 | 18 |
/// <summary> |
19 | 19 |
/// A DataParser instance used to access info objects. |
20 | 20 |
/// </summary> |
21 |
private readonly IDataParser DataParser;
|
|
21 |
private readonly IDataParser dataParser;
|
|
22 | 22 |
|
23 |
/// <summary> |
|
24 |
/// A configuration object of the <c>Predictor</c> package |
|
25 |
/// </summary> |
|
26 |
private PredictorConfiguration Configuration; |
|
23 |
private Dictionary<string, int> buildingsToAreas; |
|
27 | 24 |
|
28 | 25 |
/// <summary> |
29 | 26 |
/// Instantiates new FeatureExtractor class. |
30 | 27 |
/// </summary> |
31 | 28 |
/// <param name="dataParser">Data parser used to access training data.</param> |
32 |
public FeatureExtractor(IDataParser dataParser, PredictorConfiguration configuration)
|
|
29 |
public FeatureExtractor(IDataParser dataParser, Dictionary<string, int> buildingsToAreas)
|
|
33 | 30 |
{ |
34 |
this.DataParser = dataParser;
|
|
35 |
this.Configuration = configuration;
|
|
31 |
this.dataParser = dataParser;
|
|
32 |
this.buildingsToAreas = buildingsToAreas;
|
|
36 | 33 |
} |
37 | 34 |
|
38 | 35 |
/// <summary> |
... | ... | |
44 | 41 |
/// <param name="interval"></param> |
45 | 42 |
/// <param name="wholeDay"></param> |
46 | 43 |
/// <returns></returns> |
47 |
public List<ModelInput> PrepareTrainingInput(int area) |
|
44 |
public List<ModelInput> PrepareTrainingInput(int area, DateTime startDate, DateTime endDate, int interval = 1, bool wholeDay = true)
|
|
48 | 45 |
{ |
46 |
dataParser.Parse(startDate, endDate, interval, wholeDay); |
|
49 | 47 |
List<string> buildings = new List<string>(); |
50 | 48 |
|
51 | 49 |
// find all buildings in area |
52 |
foreach (KeyValuePair<string, int> kvp in Configuration.BuildingsToAreas)
|
|
50 |
foreach (KeyValuePair<string, int> kvp in buildingsToAreas)
|
|
53 | 51 |
{ |
54 | 52 |
if (kvp.Value == area) |
55 | 53 |
{ |
... | ... | |
58 | 56 |
} |
59 | 57 |
|
60 | 58 |
var res = new List<ModelInput>(); |
61 |
foreach (WeatherInfo val in DataParser.WeatherList)
|
|
59 |
foreach (WeatherInfo val in dataParser.WeatherList)
|
|
62 | 60 |
{ |
63 | 61 |
res.Add(new ModelInput |
64 | 62 |
{ |
65 |
Time = val.startTime, |
|
66 | 63 |
Temp = (float)val.temp, |
67 |
Hour = val.startTime.Hour,
|
|
64 |
Time = val.startTime,
|
|
68 | 65 |
Wind = (float)val.wind, |
69 | 66 |
Rain = (float)val.rain, |
70 | 67 |
}); |
71 | 68 |
} |
72 | 69 |
|
73 |
List<ActivityInfo> attendance = DataParser.AttendanceList;
|
|
70 |
List<ActivityInfo> attendance = dataParser.AttendanceList;
|
|
74 | 71 |
foreach (ModelInput input in res) |
75 | 72 |
{ |
76 | 73 |
List<int> amounts = new List<int>(); |
77 | 74 |
List<int> maxima = new List<int>(); |
78 | 75 |
foreach (string building in buildings) |
79 | 76 |
{ |
80 |
List<ActivityInfo> temp = attendance.Where(activity => activity.building.Equals(building)).ToList(); |
|
81 |
amounts.Add(temp.Where(activity => activity.startTime.Equals(input.Time)).Select(activity => activity.amount).First());
|
|
82 |
maxima.Add(temp.Select(activity => activity.amount).Max());
|
|
77 |
|
|
78 |
amounts.Add(attendance.Where(activity => activity.building.Equals(building) && activity.startTime.Equals(input.Time)).Select(activity => activity.amount).First());
|
|
79 |
maxima.Add(attendance.Where(activity => activity.building.Equals(building)).Select(activity => activity.amount).Max());
|
|
83 | 80 |
} |
84 | 81 |
double ratio = amounts.Sum() / (double)maxima.Sum(); |
85 | 82 |
input.Label = RatioToLabel(ratio); |
... | ... | |
93 | 90 |
if (ratio < 0.1f) |
94 | 91 |
{ |
95 | 92 |
return "10%"; |
96 |
} |
|
97 |
else if (ratio < 0.2f) |
|
93 |
} else if (ratio < 0.2f) |
|
98 | 94 |
{ |
99 | 95 |
return "20%"; |
100 |
} |
|
101 |
else if (ratio < 0.3f) |
|
96 |
} else if (ratio < 0.3f) |
|
102 | 97 |
{ |
103 | 98 |
return "30%"; |
104 |
} |
|
105 |
else if (ratio < 0.4f) |
|
99 |
} else if (ratio < 0.4f) |
|
106 | 100 |
{ |
107 | 101 |
return "40%"; |
108 |
} |
|
109 |
else if (ratio < 0.5f) |
|
102 |
} else if (ratio < 0.5f) |
|
110 | 103 |
{ |
111 | 104 |
return "50%"; |
112 |
} |
|
113 |
else if (ratio < 0.6f) |
|
105 |
} else if (ratio < 0.6f) |
|
114 | 106 |
{ |
115 | 107 |
return "60%"; |
116 |
} |
|
117 |
else if (ratio < 0.7f) |
|
118 |
{ |
|
108 |
} else if(ratio < 0.7f) { |
|
119 | 109 |
return "70%"; |
120 |
} |
|
121 |
else if (ratio < 0.8f) |
|
110 |
} else if (ratio < 0.8f) |
|
122 | 111 |
{ |
123 | 112 |
return "80%"; |
124 |
} |
|
125 |
else if (ratio < 0.9f) |
|
113 |
} else if (ratio < 0.9f) |
|
126 | 114 |
{ |
127 | 115 |
return "90%"; |
128 |
} |
|
129 |
else |
|
116 |
} else |
|
130 | 117 |
{ |
131 | 118 |
return "100%"; |
132 | 119 |
} |
133 | 120 |
} |
134 | 121 |
|
135 |
internal double LabelToRatio(string label)
|
|
122 |
private double LabelToRatio(string label)
|
|
136 | 123 |
{ |
137 |
if (label.Equals("10%")) |
|
138 |
{ |
|
124 |
if (label.Equals("10%")) { |
|
139 | 125 |
return 0.1f; |
140 | 126 |
} |
141 |
else if (label.Equals("20%")) |
|
142 |
{ |
|
127 |
else if (label.Equals("20%")) { |
|
143 | 128 |
return 0.2f; |
144 | 129 |
} |
145 |
else if (label.Equals("30%")) |
|
146 |
{ |
|
130 |
else if (label.Equals("30%")) { |
|
147 | 131 |
return 0.3f; |
148 | 132 |
} |
149 |
else if (label.Equals("40%")) |
|
150 |
{ |
|
133 |
else if (label.Equals("40%")) { |
|
151 | 134 |
return 0.4f; |
152 | 135 |
} |
153 |
else if (label.Equals("50%")) |
|
154 |
{ |
|
136 |
else if (label.Equals("50%")) { |
|
155 | 137 |
return 0.5f; |
156 | 138 |
} |
157 |
else if (label.Equals("60%")) |
|
158 |
{ |
|
139 |
else if (label.Equals("60%")) { |
|
159 | 140 |
return 0.6f; |
160 | 141 |
} |
161 |
else if (label.Equals("70%")) |
|
162 |
{ |
|
142 |
else if (label.Equals("70%")) { |
|
163 | 143 |
return 0.7f; |
164 | 144 |
} |
165 |
else if (label.Equals("80%")) |
|
166 |
{ |
|
145 |
else if (label.Equals("80%")) { |
|
167 | 146 |
return 0.8f; |
168 | 147 |
} |
169 |
else if (label.Equals("90%")) |
|
170 |
{ |
|
148 |
else if (label.Equals("90%")) { |
|
171 | 149 |
return 0.9f; |
172 | 150 |
} |
173 | 151 |
else |
Také k dispozici: Unified diff
Revert "Merge branch 'PredictorAPI' into 'master'"
This reverts merge request !20