1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 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.Drawing;
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24 | using System.Globalization;
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25 | using System.Linq;
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26 | using System.Text;
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27 | using System.Windows.Forms;
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28 | using HeuristicLab.Core.Views;
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29 | using HeuristicLab.MainForm;
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30 |
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31 | namespace HeuristicLab.DataPreprocessing.Views {
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32 | [View("Manipulation Chart View")]
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33 | [Content(typeof(ManipulationContent), true)]
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34 | public partial class ManipulationView : ItemView {
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35 | private Action[] validators;
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36 | private Action[] manipulations;
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37 |
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38 | public new ManipulationContent Content {
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39 | get { return (ManipulationContent)base.Content; }
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40 | set { base.Content = value; }
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41 | }
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42 |
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43 | public ManipulationView() {
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44 | InitializeComponent();
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45 | tabsData.Appearance = TabAppearance.FlatButtons;
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46 | tabsData.ItemSize = new Size(0, 1);
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47 | tabsData.SizeMode = TabSizeMode.Fixed;
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48 | tabsPreview.Appearance = TabAppearance.FlatButtons;
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49 | tabsPreview.ItemSize = new Size(0, 1);
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50 | tabsPreview.SizeMode = TabSizeMode.Fixed;
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51 |
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52 | validators = new Action[] {
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53 | () => ValidateDeleteColumnsInfo(),
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54 | () => ValidateDeleteColumnsVariance(),
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55 | () => ValidateDeleteRowsInfo(),
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56 | };
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57 |
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58 | manipulations = new Action[] {
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59 | () => Content.DeleteColumnsWithMissingValuesGreater(GetDeleteColumnsInfo()),
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60 | () => Content.DeleteColumnsWithVarianceSmaller(GetDeleteColumnsVariance()),
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61 | () => Content.DeleteRowsWithMissingValuesGreater(GetRowsColumnsInfo()),
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62 | };
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63 | }
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64 |
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65 | protected override void OnContentChanged() {
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66 | base.OnContentChanged();
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67 | if (Content != null) {
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68 | CheckFilters();
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69 | }
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70 | }
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71 |
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72 | protected override void RegisterContentEvents() {
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73 | base.RegisterContentEvents();
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74 | Content.PreprocessingData.FilterChanged += FilterLogic_FilterChanged;
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75 | }
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76 |
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77 | protected override void DeregisterContentEvents() {
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78 | Content.PreprocessingData.FilterChanged -= FilterLogic_FilterChanged;
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79 | base.DeregisterContentEvents();
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80 | }
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81 |
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82 | private void FilterLogic_FilterChanged(object sender, EventArgs e) {
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83 | if (Content != null) {
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84 | CheckFilters();
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85 | }
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86 | }
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87 |
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88 | private void CheckFilters() {
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89 | if (Content.PreprocessingData.IsFiltered) {
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90 | tabsPreview.SelectedIndex = 0;
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91 | lstMethods.Enabled = false;
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92 | tabsData.Enabled = false;
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93 | tabsPreview.Enabled = false;
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94 | lblPreviewInActive.Visible = true;
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95 | btnApply.Enabled = false;
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96 | } else {
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97 | lblPreviewInActive.Visible = false;
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98 | tabsData.Enabled = true;
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99 | tabsPreview.Enabled = true;
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100 | lstMethods.Enabled = true;
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101 | lstMethods_SelectedIndexChanged(null, null);
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102 | }
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103 | }
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104 |
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105 | private double GetDeleteColumnsInfo() {
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106 | return double.Parse(txtDeleteColumnsInfo.Text);
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107 | }
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108 |
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109 | private double GetDeleteColumnsVariance() {
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110 | return double.Parse(txtDeleteColumnsVariance.Text);
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111 | }
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112 |
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113 | private double GetRowsColumnsInfo() {
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114 | return double.Parse(txtDeleteRowsInfo.Text);
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115 | }
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116 |
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117 | private void ValidateDeleteColumnsInfo() {
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118 | ValidateDoubleTextBox(txtDeleteColumnsInfo.Text);
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119 | if (btnApply.Enabled) {
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120 | var filteredColumns = Content.ColumnsWithMissingValuesGreater(GetDeleteColumnsInfo());
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121 | int count = filteredColumns.Count;
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122 | int columnCount = Content.PreprocessingData.Columns;
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123 | lblPreviewColumnsInfo.Text = string.Format("{0} column{1} of {2} ({3}) were detected with more than {4}% missing values.", count, (count > 1 || count == 0 ? "s" : ""), columnCount, string.Format("{0:F2}%", 100d / columnCount * count), txtDeleteColumnsInfo.Text);
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124 |
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125 | //only display column names more than 0 and fewer than 50 are affected
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126 | if (count > 0 && count < 50) {
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127 | StringBuilder sb = new StringBuilder();
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128 | sb.Append(Environment.NewLine);
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129 | sb.Append("Columns: ");
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130 | sb.Append(Content.PreprocessingData.VariableNames.ElementAt(filteredColumns.ElementAt(0)));
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131 | for (int i = 1; i < filteredColumns.Count; i++) {
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132 | string columnName = Content.PreprocessingData.VariableNames.ElementAt(filteredColumns.ElementAt(i));
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133 | sb.Append(", ");
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134 | sb.Append(columnName);
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135 | }
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136 | sb.Append(Environment.NewLine);
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137 | sb.Append("Please press the button \"Apply Manipulation\" if you wish to delete those columns.");
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138 |
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139 | lblPreviewColumnsInfo.Text += sb.ToString();
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140 | }
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141 |
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142 | btnApply.Enabled = count > 0;
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143 | } else {
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144 | lblPreviewColumnsInfo.Text = "Preview not possible yet - please input the limit above.";
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145 | }
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146 | }
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147 |
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148 | private void ValidateDeleteColumnsVariance() {
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149 | ValidateDoubleTextBox(txtDeleteColumnsVariance.Text);
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150 | if (btnApply.Enabled) {
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151 | var filteredColumns = Content.ColumnsWithVarianceSmaller(GetDeleteColumnsVariance());
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152 | int count = filteredColumns.Count;
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153 | int columnCount = Content.PreprocessingData.Columns;
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154 | lblPreviewColumnsVariance.Text = string.Format("{0} column{1} of {2} ({3}) were detected with a variance smaller than {4}.", count, (count > 1 || count == 0 ? "s" : ""), columnCount, string.Format("{0:F2}%", 100d / columnCount * count), txtDeleteColumnsVariance.Text);
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155 |
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156 | //only display column names more than 0 and fewer than 50 are affected
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157 | if (count > 0 && count < 50) {
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158 | StringBuilder sb = new StringBuilder();
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159 | sb.Append(Environment.NewLine);
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160 | sb.Append("Columns: ");
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161 | sb.Append(Content.PreprocessingData.VariableNames.ElementAt(filteredColumns.ElementAt(0)));
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162 | for (int i = 1; i < filteredColumns.Count; i++) {
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163 | string columnName = Content.PreprocessingData.VariableNames.ElementAt(filteredColumns.ElementAt(i));
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164 | sb.Append(", ");
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165 | sb.Append(columnName);
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166 | }
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167 | sb.Append(Environment.NewLine);
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168 | sb.Append("Please press the button \"Apply Manipulation\" if you wish to delete those columns.");
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169 |
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170 | lblPreviewColumnsVariance.Text += sb.ToString();
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171 | }
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172 |
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173 | btnApply.Enabled = count > 0;
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174 | } else {
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175 | lblPreviewColumnsVariance.Text = "Preview not possible yet - please input the limit for the variance above.";
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176 | }
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177 | }
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178 |
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179 | private void ValidateDeleteRowsInfo() {
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180 | ValidateDoubleTextBox(txtDeleteRowsInfo.Text);
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181 | if (btnApply.Enabled) {
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182 | int count = Content.RowsWithMissingValuesGreater(GetRowsColumnsInfo()).Count;
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183 | int rowCount = Content.PreprocessingData.Rows;
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184 | lblPreviewRowsInfo.Text = count + " row" + (count > 1 || count == 0 ? "s" : "") + " of " + rowCount + " (" + string.Format("{0:F2}%", 100d / rowCount * count) + ") were detected with more than " + txtDeleteRowsInfo.Text + "% missing values.";
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185 | if (count > 0) {
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186 | lblPreviewRowsInfo.Text += Environment.NewLine + Environment.NewLine + "Please press the button \"Apply Manipulation\" if you wish to delete those rows.";
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187 | } else {
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188 | btnApply.Enabled = false;
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189 | }
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190 | } else {
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191 | lblPreviewRowsInfo.Text = "Preview not possible yet - please input the limit above.";
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192 | }
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193 | }
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194 |
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195 | private void lstMethods_SelectedIndexChanged(object sender, System.EventArgs e) {
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196 | int index = lstMethods.SelectedIndex;
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197 | tabsData.SelectedIndex = index + 1;
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198 | tabsPreview.SelectedIndex = index + 1;
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199 | btnApply.Enabled = false;
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200 |
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201 | //in order that button is enabled if necessary input was already entered
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202 | if (index >= 0) {
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203 | validators[index]();
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204 | }
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205 | }
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206 |
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207 | private void btnApply_Click(object sender, System.EventArgs e) {
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208 | manipulations[lstMethods.SelectedIndex]();
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209 | switch (lstMethods.SelectedIndex) {
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210 | case 0:
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211 | lblPreviewColumnsInfo.Text = "columns successfully deleted.";
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212 | break;
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213 | case 1:
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214 | lblPreviewColumnsVariance.Text = "columns successfully deleted.";
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215 | break;
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216 | case 2:
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217 | lblPreviewRowsInfo.Text = "rows successfully deleted.";
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218 | break;
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219 | }
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220 | }
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221 |
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222 | private void ValidateDoubleTextBox(String text) {
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223 | btnApply.Enabled = false;
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224 | if (!string.IsNullOrEmpty(text)) {
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225 | double percent;
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226 | if (Double.TryParse(text, NumberStyles.Number ^ NumberStyles.AllowThousands, CultureInfo.CurrentCulture, out percent)) {
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227 | btnApply.Enabled = true;
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228 | }
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229 | }
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230 | }
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231 |
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232 | private void txtDeleteColumnsInfo_TextChanged(object sender, EventArgs e) {
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233 | ValidateDeleteColumnsInfo();
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234 | }
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235 |
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236 | private void txtDeleteColumnsVariance_TextChanged(object sender, EventArgs e) {
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237 | ValidateDeleteColumnsVariance();
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238 | }
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239 |
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240 | private void txtDeleteRowsInfo_TextChanged(object sender, EventArgs e) {
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241 | ValidateDeleteRowsInfo();
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242 | }
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243 | }
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244 | }
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