1 | #region License Information
|
---|
2 | /* HeuristicLab
|
---|
3 | * Copyright (C) 2002-2013 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
4 | *
|
---|
5 | * This file is part of HeuristicLab.
|
---|
6 | *
|
---|
7 | * HeuristicLab is free software: you can redistribute it and/or modify
|
---|
8 | * it under the terms of the GNU General Public License as published by
|
---|
9 | * the Free Software Foundation, either version 3 of the License, or
|
---|
10 | * (at your option) any later version.
|
---|
11 | *
|
---|
12 | * HeuristicLab is distributed in the hope that it will be useful,
|
---|
13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
|
---|
14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
---|
15 | * GNU General Public License for more details.
|
---|
16 | *
|
---|
17 | * You should have received a copy of the GNU General Public License
|
---|
18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
|
---|
19 | */
|
---|
20 | #endregion
|
---|
21 |
|
---|
22 | using System;
|
---|
23 | using System.Collections.Generic;
|
---|
24 | using System.Linq;
|
---|
25 |
|
---|
26 | namespace HeuristicLab.DataPreprocessing {
|
---|
27 | class SearchLogic : ISearchLogic {
|
---|
28 | private readonly IPreprocessingData preprocessingData;
|
---|
29 |
|
---|
30 | public SearchLogic(IPreprocessingData thePreprocessingData) {
|
---|
31 | preprocessingData = thePreprocessingData;
|
---|
32 | }
|
---|
33 |
|
---|
34 | public IDictionary<string, IEnumerable<int>> GetMissingValueIndices() {
|
---|
35 | var dic = new Dictionary<string, IEnumerable<int>>();
|
---|
36 | foreach (string variableName in preprocessingData.VariableNames) {
|
---|
37 | dic.Add(variableName, GetMissingValueIndices(preprocessingData.GetColumnIndex(variableName)));
|
---|
38 | }
|
---|
39 | return dic;
|
---|
40 | }
|
---|
41 |
|
---|
42 | public bool IsMissingValue(int columnIndex, int rowIndex) {
|
---|
43 | if (preprocessingData.IsType<double>(columnIndex)) {
|
---|
44 | return double.IsNaN(preprocessingData.GetCell<double>(columnIndex, rowIndex));
|
---|
45 | } else if (preprocessingData.IsType<string>(columnIndex)) {
|
---|
46 | return string.IsNullOrEmpty(preprocessingData.GetCell<string>(columnIndex, rowIndex));
|
---|
47 | } else if (preprocessingData.IsType<DateTime>(columnIndex)) {
|
---|
48 | return preprocessingData.GetCell<DateTime>(columnIndex, rowIndex).Equals(DateTime.MinValue);
|
---|
49 | } else {
|
---|
50 | throw new ArgumentException("cell in column " + columnIndex + " and row index " + rowIndex + " contains a non supported type.");
|
---|
51 | }
|
---|
52 | }
|
---|
53 |
|
---|
54 | public IEnumerable<int> GetMissingValueIndices(int columnIndex) {
|
---|
55 | if (preprocessingData.IsType<double>(columnIndex)) {
|
---|
56 | return preprocessingData.GetValues<double>(columnIndex).Select((s, i) => new { i, s }).Where(t => double.IsNaN(t.s)).Select(t => t.i);
|
---|
57 | } else if (preprocessingData.IsType<string>(columnIndex)) {
|
---|
58 | return preprocessingData.GetValues<string>(columnIndex).Select((s, i) => new { i, s }).Where(t => string.IsNullOrEmpty(t.s)).Select(t => t.i);
|
---|
59 | } else if (preprocessingData.IsType<DateTime>(columnIndex)) {
|
---|
60 | return preprocessingData.GetValues<DateTime>(columnIndex).Select((s, i) => new { i, s }).Where(t => t.s.Equals(DateTime.MinValue)).Select(t => t.i);
|
---|
61 | } else {
|
---|
62 | throw new ArgumentException("column " + columnIndex + " contains a non supported type.");
|
---|
63 | }
|
---|
64 | }
|
---|
65 |
|
---|
66 | }
|
---|
67 | }
|
---|