[10709] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[17226] | 3 | * Copyright (C) Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[10709] | 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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[12676] | 24 | using System.Globalization;
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| 25 | using System.Linq;
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| 26 | using System.Text;
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[10709] | 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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[10712] | 33 | [Content(typeof(ManipulationContent), true)]
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[10709] | 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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[16692] | 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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[10709] | 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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[16692] | 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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[10709] | 56 | };
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[10737] | 57 |
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[16692] | 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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[10709] | 62 | };
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| 63 | }
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| 64 |
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[10905] | 65 | protected override void OnContentChanged() {
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| 66 | base.OnContentChanged();
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| 67 | if (Content != null) {
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[10977] | 68 | CheckFilters();
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[10905] | 69 | }
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| 70 | }
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| 71 |
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[10737] | 72 | protected override void RegisterContentEvents() {
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| 73 | base.RegisterContentEvents();
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[16692] | 74 | Content.PreprocessingData.FilterChanged += FilterLogic_FilterChanged;
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[10737] | 75 | }
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| 76 |
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| 77 | protected override void DeregisterContentEvents() {
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[16692] | 78 | Content.PreprocessingData.FilterChanged -= FilterLogic_FilterChanged;
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[10737] | 79 | base.DeregisterContentEvents();
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| 80 | }
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| 81 |
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[10970] | 82 | private void FilterLogic_FilterChanged(object sender, EventArgs e) {
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| 83 | if (Content != null) {
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[10977] | 84 | CheckFilters();
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[10970] | 85 | }
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| 86 | }
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| 87 |
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[10977] | 88 | private void CheckFilters() {
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[16692] | 89 | if (Content.PreprocessingData.IsFiltered) {
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[10970] | 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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[16692] | 105 | private double GetDeleteColumnsInfo() {
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[10737] | 106 | return double.Parse(txtDeleteColumnsInfo.Text);
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| 107 | }
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| 108 |
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[16692] | 109 | private double GetDeleteColumnsVariance() {
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[10737] | 110 | return double.Parse(txtDeleteColumnsVariance.Text);
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| 111 | }
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| 112 |
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[16692] | 113 | private double GetRowsColumnsInfo() {
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[10737] | 114 | return double.Parse(txtDeleteRowsInfo.Text);
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| 115 | }
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| 116 |
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[16692] | 117 | private void ValidateDeleteColumnsInfo() {
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| 118 | ValidateDoubleTextBox(txtDeleteColumnsInfo.Text);
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[10737] | 119 | if (btnApply.Enabled) {
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[16692] | 120 | var filteredColumns = Content.ColumnsWithMissingValuesGreater(GetDeleteColumnsInfo());
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[12676] | 121 | int count = filteredColumns.Count;
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[16692] | 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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[12676] | 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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[16692] | 130 | sb.Append(Content.PreprocessingData.VariableNames.ElementAt(filteredColumns.ElementAt(0)));
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[12676] | 131 | for (int i = 1; i < filteredColumns.Count; i++) {
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[16692] | 132 | string columnName = Content.PreprocessingData.VariableNames.ElementAt(filteredColumns.ElementAt(i));
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[12676] | 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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[10737] | 140 | }
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[16692] | 141 |
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| 142 | btnApply.Enabled = count > 0;
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[10737] | 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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[16692] | 148 | private void ValidateDeleteColumnsVariance() {
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| 149 | ValidateDoubleTextBox(txtDeleteColumnsVariance.Text);
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[10737] | 150 | if (btnApply.Enabled) {
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[16692] | 151 | var filteredColumns = Content.ColumnsWithVarianceSmaller(GetDeleteColumnsVariance());
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[12676] | 152 | int count = filteredColumns.Count;
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[16692] | 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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[12676] | 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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[16692] | 161 | sb.Append(Content.PreprocessingData.VariableNames.ElementAt(filteredColumns.ElementAt(0)));
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[12676] | 162 | for (int i = 1; i < filteredColumns.Count; i++) {
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[16692] | 163 | string columnName = Content.PreprocessingData.VariableNames.ElementAt(filteredColumns.ElementAt(i));
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[12676] | 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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[10737] | 171 | }
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[16692] | 172 |
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| 173 | btnApply.Enabled = count > 0;
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[10737] | 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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[16692] | 179 | private void ValidateDeleteRowsInfo() {
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| 180 | ValidateDoubleTextBox(txtDeleteRowsInfo.Text);
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[10737] | 181 | if (btnApply.Enabled) {
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[16692] | 182 | int count = Content.RowsWithMissingValuesGreater(GetRowsColumnsInfo()).Count;
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| 183 | int rowCount = Content.PreprocessingData.Rows;
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[11045] | 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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[10737] | 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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[10709] | 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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[10737] | 201 | //in order that button is enabled if necessary input was already entered
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[10710] | 202 | if (index >= 0) {
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| 203 | validators[index]();
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| 204 | }
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[10709] | 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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[10737] | 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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[10709] | 220 | }
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| 221 |
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[16692] | 222 | private void ValidateDoubleTextBox(String text) {
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[10709] | 223 | btnApply.Enabled = false;
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| 224 | if (!string.IsNullOrEmpty(text)) {
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| 225 | double percent;
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[12676] | 226 | if (Double.TryParse(text, NumberStyles.Number ^ NumberStyles.AllowThousands, CultureInfo.CurrentCulture, out percent)) {
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[10709] | 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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[16692] | 233 | ValidateDeleteColumnsInfo();
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[10709] | 234 | }
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| 235 |
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| 236 | private void txtDeleteColumnsVariance_TextChanged(object sender, EventArgs e) {
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[16692] | 237 | ValidateDeleteColumnsVariance();
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[10709] | 238 | }
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| 239 |
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| 240 | private void txtDeleteRowsInfo_TextChanged(object sender, EventArgs e) {
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[16692] | 241 | ValidateDeleteRowsInfo();
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[10709] | 242 | }
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| 243 | }
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| 244 | }
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