1 | using System;
|
---|
2 | using System.Linq;
|
---|
3 | using HeuristicLab.Common;
|
---|
4 |
|
---|
5 | namespace HeuristicLab.DataPreprocessing {
|
---|
6 |
|
---|
7 | public class StatisticsLogic : IStatisticsLogic {
|
---|
8 |
|
---|
9 | private readonly IPreprocessingData preprocessingData;
|
---|
10 | private readonly ISearchLogic searchLogic;
|
---|
11 |
|
---|
12 | public StatisticsLogic(IPreprocessingData thePreprocessingData, ISearchLogic theSearchLogic) {
|
---|
13 | preprocessingData = thePreprocessingData;
|
---|
14 | searchLogic = theSearchLogic;
|
---|
15 | }
|
---|
16 |
|
---|
17 | public int GetColumnCount() {
|
---|
18 | return preprocessingData.Columns;
|
---|
19 | }
|
---|
20 |
|
---|
21 | public int GetRowCount() {
|
---|
22 | return preprocessingData.Rows;
|
---|
23 | }
|
---|
24 |
|
---|
25 | public int GetNumericColumnCount() {
|
---|
26 | int count = 0;
|
---|
27 | foreach (var variableName in preprocessingData.VariableNames) {
|
---|
28 | if (preprocessingData.IsType<double>(variableName)) {
|
---|
29 | ++count;
|
---|
30 | }
|
---|
31 | }
|
---|
32 | return count;
|
---|
33 | }
|
---|
34 |
|
---|
35 | public int GetNominalColumnCount() {
|
---|
36 | return preprocessingData.Columns - GetNumericColumnCount();
|
---|
37 | }
|
---|
38 |
|
---|
39 | public int GetMissingValueCount() {
|
---|
40 | int count = 0;
|
---|
41 | foreach (var variableName in preprocessingData.VariableNames) {
|
---|
42 | count += GetMissingValueCount(variableName);
|
---|
43 | }
|
---|
44 | return count;
|
---|
45 | }
|
---|
46 |
|
---|
47 | public int GetMissingValueCount(string variableName) {
|
---|
48 | return searchLogic.GetMissingValueIndices(variableName).Count();
|
---|
49 | }
|
---|
50 |
|
---|
51 | public T GetMin<T>(string variableName) where T : IComparable<T> {
|
---|
52 | return preprocessingData.GetValues<T>(variableName).Min();
|
---|
53 | }
|
---|
54 |
|
---|
55 | public T GetMax<T>(string variableName) where T : IComparable<T> {
|
---|
56 | return preprocessingData.GetValues<T>(variableName).Max();
|
---|
57 | }
|
---|
58 |
|
---|
59 | public double GetMedian(string variableName) {
|
---|
60 | double median = double.NaN;
|
---|
61 | if (preprocessingData.IsType<double>(variableName)) {
|
---|
62 | median = preprocessingData.GetValues<double>(variableName).Median();
|
---|
63 | }
|
---|
64 | return median;
|
---|
65 | }
|
---|
66 |
|
---|
67 | public double GetAverage(string variableName) {
|
---|
68 | double avg = double.NaN;
|
---|
69 | if (preprocessingData.IsType<double>(variableName)) {
|
---|
70 | avg = preprocessingData.GetValues<double>(variableName).Average();
|
---|
71 | }
|
---|
72 | return avg;
|
---|
73 | }
|
---|
74 |
|
---|
75 | public T GetMostCommonValue<T>(string variableName) {
|
---|
76 | return preprocessingData.GetValues<T>(variableName)
|
---|
77 | .GroupBy(x => x)
|
---|
78 | .OrderByDescending(g => g.Count())
|
---|
79 | .Select(g => g.Key)
|
---|
80 | .First();
|
---|
81 | }
|
---|
82 |
|
---|
83 |
|
---|
84 | public double GetStandardDeviation(string variableName) {
|
---|
85 | double stdDev = double.NaN;
|
---|
86 | if (preprocessingData.IsType<double>(variableName)) {
|
---|
87 | stdDev = preprocessingData.GetValues<double>(variableName).StandardDeviation();
|
---|
88 | }
|
---|
89 | return stdDev;
|
---|
90 | }
|
---|
91 |
|
---|
92 | public double GetVariance(string variableName) {
|
---|
93 | double stdDev = double.NaN;
|
---|
94 | if (preprocessingData.IsType<double>(variableName)) {
|
---|
95 | stdDev = preprocessingData.GetValues<double>(variableName).Variance();
|
---|
96 | }
|
---|
97 | return stdDev;
|
---|
98 | }
|
---|
99 |
|
---|
100 | public int GetDifferentValuesCount<T>(string variableName) {
|
---|
101 | return preprocessingData.GetValues<T>(variableName).GroupBy(x => x).Count();
|
---|
102 | }
|
---|
103 |
|
---|
104 | public int GetRowMissingValueCount(int rowIndex) {
|
---|
105 | int count = 0;
|
---|
106 | foreach (var variableName in preprocessingData.VariableNames) {
|
---|
107 | if (searchLogic.IsMissingValue(variableName, rowIndex)) {
|
---|
108 | ++count;
|
---|
109 | }
|
---|
110 | }
|
---|
111 | return count;
|
---|
112 | }
|
---|
113 | }
|
---|
114 | }
|
---|