1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2016 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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4 | *
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5 | * This file is part of HeuristicLab.
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6 | *
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7 | * HeuristicLab is free software: you can redistribute it and/or modify
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8 | * it under the terms of the GNU General Public License as published by
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9 | * the Free Software Foundation, either version 3 of the License, or
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10 | * (at your option) any later version.
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11 | *
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12 | * HeuristicLab is distributed in the hope that it will be useful,
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13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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15 | * GNU General Public License for more details.
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16 | *
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17 | * You should have received a copy of the GNU General Public License
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18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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19 | */
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20 | #endregion
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21 |
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22 | using System;
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23 | using System.Collections;
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24 | using System.Collections.Generic;
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25 | using System.Linq;
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26 | using System.Windows.Forms;
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27 | using HeuristicLab.Core.Views;
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28 | using HeuristicLab.Data;
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29 | using HeuristicLab.MainForm;
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30 | using HeuristicLab.MainForm.WindowsForms;
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31 |
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32 | namespace HeuristicLab.DataPreprocessing.Views {
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33 | [View("Statistics View")]
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34 | [Content(typeof(StatisticsContent), true)]
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35 | public partial class StatisticsView : ItemView {
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36 | private bool horizontal = false;
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37 | private StringMatrix statisticsMatrix;
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38 | private static readonly string[] StatisticsNames = new[] {
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39 | "Type",
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40 | "Missing Values",
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41 | "Min",
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42 | "Max",
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43 | "Median",
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44 | "Average",
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45 | "Std. Deviation",
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46 | "Variance",
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47 | "25th Percentile",
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48 | "75th Percentile",
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49 | "Most Common Value",
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50 | "Num. diff. Values"
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51 | };
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52 |
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53 | public new StatisticsContent Content {
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54 | get { return (StatisticsContent)base.Content; }
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55 | set { base.Content = value; }
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56 | }
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57 |
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58 | public StatisticsView() {
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59 | InitializeComponent();
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60 | }
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61 |
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62 | protected override void OnContentChanged() {
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63 | base.OnContentChanged();
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64 | if (Content == null) {
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65 | rowsTextBox.Text = string.Empty;
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66 | columnsTextBox.Text = string.Empty;
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67 | numericColumnsTextBox.Text = string.Empty;
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68 | nominalColumnsTextBox5.Text = string.Empty;
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69 | missingValuesTextBox.Text = string.Empty;
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70 | totalValuesTextBox.Text = string.Empty;
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71 | stringMatrixView.Content = null;
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72 | statisticsMatrix = null;
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73 | } else {
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74 | UpdateData();
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75 | }
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76 | }
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77 |
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78 | protected override void RegisterContentEvents() {
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79 | base.RegisterContentEvents();
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80 | Content.Changed += Content_Changed;
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81 | }
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82 |
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83 | protected override void DeregisterContentEvents() {
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84 | Content.Changed -= Content_Changed;
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85 | base.DeregisterContentEvents();
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86 | }
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87 |
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88 | private void UpdateData(Dictionary<string, bool> oldVisibility = null) {
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89 | var logic = Content.StatisticsLogic;
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90 | rowsTextBox.Text = logic.GetRowCount().ToString();
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91 | columnsTextBox.Text = logic.GetColumnCount().ToString();
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92 | numericColumnsTextBox.Text = logic.GetNumericColumnCount().ToString();
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93 | nominalColumnsTextBox5.Text = logic.GetNominalColumnCount().ToString();
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94 | missingValuesTextBox.Text = logic.GetMissingValueCount().ToString();
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95 | totalValuesTextBox.Text = (logic.GetColumnCount() * logic.GetRowCount() - logic.GetMissingValueCount()).ToString();
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96 |
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97 | var variableNames = Content.PreprocessingData.VariableNames.ToList();
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98 | if (horizontal)
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99 | statisticsMatrix = new StringMatrix(StatisticsNames.Length, Content.PreprocessingData.Columns) {
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100 | RowNames = StatisticsView.StatisticsNames,
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101 | ColumnNames = variableNames
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102 | };
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103 | else
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104 | statisticsMatrix = new StringMatrix(Content.PreprocessingData.Columns, StatisticsNames.Length) {
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105 | RowNames = variableNames,
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106 | ColumnNames = StatisticsView.StatisticsNames
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107 | };
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108 |
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109 | for (int i = 0; i < logic.GetColumnCount(); i++) {
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110 | var data = GetStatistics(i);
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111 | for (int j = 0; j < data.Count; j++) {
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112 | if (horizontal)
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113 | statisticsMatrix[j, i] = data[j];
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114 | else
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115 | statisticsMatrix[i, j] = data[j];
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116 | }
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117 | }
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118 |
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119 | stringMatrixView.Parent.SuspendRepaint();
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120 | stringMatrixView.Content = statisticsMatrix;
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121 |
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122 | var grid = stringMatrixView.DataGridView;
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123 | int idx = 0;
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124 | var list = horizontal ? grid.Columns : grid.Rows as IList;
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125 | foreach (DataGridViewBand band in list) {
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126 | var variable = variableNames[idx++];
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127 | if (oldVisibility != null) {
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128 | band.Visible = !oldVisibility.ContainsKey(variable) || oldVisibility[variable];
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129 | }
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130 | }
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131 | if (horizontal)
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132 | stringMatrixView.UpdateColumnHeaders();
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133 | else
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134 | stringMatrixView.UpdateRowHeaders();
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135 |
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136 | stringMatrixView.DataGridView.AutoResizeColumns();
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137 | stringMatrixView.Parent.ResumeRepaint(true);
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138 | }
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139 |
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140 | private List<string> GetStatistics(int varIdx) {
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141 | List<string> list;
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142 | var logic = Content.StatisticsLogic;
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143 | if (logic.VariableHasType<double>(varIdx)) {
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144 | list = GetDoubleColumns(varIdx);
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145 | } else if (logic.VariableHasType<string>(varIdx)) {
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146 | list = GetStringColumns(varIdx);
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147 | } else if (logic.VariableHasType<DateTime>(varIdx)) {
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148 | list = GetDateTimeColumns(varIdx);
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149 | } else {
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150 | list = new List<string>();
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151 | for (int j = 0; j < StatisticsNames.Length; ++j) {
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152 | list.Add("unknown column type");
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153 | }
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154 | }
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155 | return list;
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156 | }
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157 |
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158 | private List<string> GetDoubleColumns(int statIdx) {
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159 | var logic = Content.StatisticsLogic;
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160 | return new List<string> {
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161 | logic.GetColumnTypeAsString(statIdx),
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162 | logic.GetMissingValueCount(statIdx).ToString(),
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163 | logic.GetMin<double>(statIdx, double.NaN).ToString(),
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164 | logic.GetMax<double>(statIdx, double.NaN).ToString(),
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165 | logic.GetMedian(statIdx).ToString(),
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166 | logic.GetAverage(statIdx).ToString(),
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167 | logic.GetStandardDeviation(statIdx).ToString(),
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168 | logic.GetVariance(statIdx).ToString(),
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169 | logic.GetOneQuarterPercentile(statIdx).ToString(),
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170 | logic.GetThreeQuarterPercentile(statIdx).ToString(),
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171 | logic.GetMostCommonValue<double>(statIdx, double.NaN).ToString(),
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172 | logic.GetDifferentValuesCount<double>(statIdx).ToString()
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173 | };
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174 | }
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175 |
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176 | private List<string> GetStringColumns(int statIdx) {
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177 | var logic = Content.StatisticsLogic;
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178 | return new List<string> {
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179 | logic.GetColumnTypeAsString(statIdx),
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180 | logic.GetMissingValueCount(statIdx).ToString(),
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181 | "", //min
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182 | "", //max
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183 | "", //median
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184 | "", //average
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185 | "", //standard deviation
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186 | "", //variance
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187 | "", //quarter percentile
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188 | "", //three quarter percentile
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189 | logic.GetMostCommonValue<string>(statIdx,string.Empty) ?? "",
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190 | logic.GetDifferentValuesCount<string>(statIdx).ToString()
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191 | };
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192 | }
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193 |
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194 | private List<string> GetDateTimeColumns(int statIdx) {
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195 | var logic = Content.StatisticsLogic;
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196 | return new List<string> {
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197 | logic.GetColumnTypeAsString(statIdx),
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198 | logic.GetMissingValueCount(statIdx).ToString(),
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199 | logic.GetMin<DateTime>(statIdx, DateTime.MinValue).ToString(),
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200 | logic.GetMax<DateTime>(statIdx, DateTime.MinValue).ToString(),
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201 | logic.GetMedianDateTime(statIdx).ToString(),
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202 | logic.GetAverageDateTime(statIdx).ToString(),
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203 | logic.GetStandardDeviation(statIdx).ToString(),
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204 | logic.GetVariance(statIdx).ToString(),
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205 | logic.GetOneQuarterPercentile(statIdx).ToString(),
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206 | logic.GetThreeQuarterPercentile(statIdx).ToString(),
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207 | logic.GetMostCommonValue<DateTime>(statIdx, DateTime.MinValue).ToString(),
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208 | logic.GetDifferentValuesCount<DateTime>(statIdx).ToString()
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209 | };
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210 | }
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211 |
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212 | private void Content_Changed(object sender, DataPreprocessingChangedEventArgs e) {
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213 | UpdateData();
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214 | }
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215 |
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216 | #region Show/Hide Variables
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217 | private void checkInputsTargetButton_Click(object sender, EventArgs e) {
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218 | var grid = stringMatrixView.DataGridView;
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219 | var list = horizontal ? grid.Columns : grid.Rows as IList;
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220 | var variableNames = Content.PreprocessingData.VariableNames.ToList();
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221 | int idx = 0;
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222 | foreach (DataGridViewBand band in list) {
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223 | var variable = variableNames[idx++];
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224 | bool isInputTarget = Content.PreprocessingData.InputVariables.Contains(variable)
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225 | || Content.PreprocessingData.TargetVariable == variable;
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226 | band.Visible = isInputTarget;
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227 | if (horizontal)
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228 | stringMatrixView.UpdateColumnHeaders();
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229 | else
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230 | stringMatrixView.UpdateRowHeaders();
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231 | }
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232 |
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233 | }
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234 | private void checkAllButton_Click(object sender, EventArgs e) {
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235 | var grid = stringMatrixView.DataGridView;
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236 | var list = horizontal ? grid.Columns : grid.Rows as IList;
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237 | foreach (DataGridViewBand band in list) {
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238 | band.Visible = true;
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239 | }
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240 | if (horizontal)
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241 | stringMatrixView.UpdateColumnHeaders();
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242 | else
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243 | stringMatrixView.UpdateRowHeaders();
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244 | }
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245 | private void uncheckAllButton_Click(object sender, EventArgs e) {
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246 | var grid = stringMatrixView.DataGridView;
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247 | var list = horizontal ? grid.Columns : grid.Rows as IList;
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248 | foreach (DataGridViewBand band in list) {
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249 | band.Visible = false;
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250 | }
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251 | }
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252 | #endregion
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253 |
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254 | #region Orientation
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255 | private void horizontalRadioButton_CheckedChanged(object sender, EventArgs e) {
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256 | var grid = stringMatrixView.DataGridView;
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257 | var oldVisibility = new Dictionary<string, bool>();
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258 | var variableNames = Content.PreprocessingData.VariableNames.ToList();
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259 | if (stringMatrixView.Content != null) {
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260 | var list = horizontal ? grid.Columns : grid.Rows as IList;
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261 | int idx = 0;
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262 | foreach (DataGridViewBand band in list) {
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263 | var variable = variableNames[idx++];
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264 | oldVisibility.Add(variable, band.Visible);
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265 | }
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266 | }
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267 | horizontal = horizontalRadioButton.Checked;
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268 | UpdateData(oldVisibility);
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269 | }
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270 | private void verticalRadioButton_CheckedChanged(object sender, EventArgs e) {
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271 | // everything is handled in horizontalRadioButton_CheckedChanged
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272 | }
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273 | #endregion
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274 | }
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275 | }
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