[10539] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[14185] | 3 | * Copyright (C) 2002-2016 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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[10539] | 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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[15110] | 23 | using System.Collections;
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[10369] | 24 | using System.Collections.Generic;
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[15110] | 25 | using System.Linq;
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[10369] | 26 | using System.Windows.Forms;
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[10303] | 27 | using HeuristicLab.Core.Views;
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[15110] | 28 | using HeuristicLab.Data;
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[10303] | 29 | using HeuristicLab.MainForm;
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[15110] | 30 | using HeuristicLab.MainForm.WindowsForms;
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[10303] | 31 |
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[10558] | 32 | namespace HeuristicLab.DataPreprocessing.Views {
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[10303] | 33 | [View("Statistics View")]
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[10712] | 34 | [Content(typeof(StatisticsContent), true)]
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[10303] | 35 | public partial class StatisticsView : ItemView {
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[15210] | 36 | private bool horizontal = false;
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[15110] | 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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[10303] | 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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[10369] | 64 | if (Content == null) {
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[15110] | 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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[10369] | 73 | } else {
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| 74 | UpdateData();
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[10320] | 75 | }
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[10303] | 76 | }
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[10551] | 77 |
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| 78 | protected override void RegisterContentEvents() {
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[15110] | 79 | base.RegisterContentEvents();
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[10551] | 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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[15110] | 85 | base.DeregisterContentEvents();
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[10551] | 86 | }
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| 87 |
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[15110] | 88 | private void UpdateData(Dictionary<string, bool> oldVisibility = null) {
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[10370] | 89 | var logic = Content.StatisticsLogic;
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[15110] | 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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[10369] | 96 |
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[15110] | 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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[10369] | 108 |
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[15110] | 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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[10971] | 116 | }
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[10369] | 117 | }
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| 118 |
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[15110] | 119 | stringMatrixView.Parent.SuspendRepaint();
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| 120 | stringMatrixView.Content = statisticsMatrix;
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[10369] | 121 |
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[15110] | 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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[10534] | 130 | }
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[15110] | 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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[10691] | 135 |
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[15110] | 136 | stringMatrixView.DataGridView.AutoResizeColumns();
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| 137 | stringMatrixView.Parent.ResumeRepaint(true);
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[10369] | 138 | }
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| 139 |
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[15110] | 140 | private List<string> GetStatistics(int varIdx) {
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[10551] | 141 | List<string> list;
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| 142 | var logic = Content.StatisticsLogic;
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[15110] | 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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[10551] | 149 | } else {
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| 150 | list = new List<string>();
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[15110] | 151 | for (int j = 0; j < StatisticsNames.Length; ++j) {
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[10551] | 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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[15110] | 158 | private List<string> GetDoubleColumns(int statIdx) {
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[10369] | 159 | var logic = Content.StatisticsLogic;
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| 160 | return new List<string> {
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[15110] | 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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[10369] | 173 | };
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| 174 | }
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| 175 |
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[15110] | 176 | private List<string> GetStringColumns(int statIdx) {
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[10374] | 177 | var logic = Content.StatisticsLogic;
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| 178 | return new List<string> {
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[15110] | 179 | logic.GetColumnTypeAsString(statIdx),
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| 180 | logic.GetMissingValueCount(statIdx).ToString(),
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[10374] | 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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[12889] | 187 | "", //quarter percentile
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| 188 | "", //three quarter percentile
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[15110] | 189 | logic.GetMostCommonValue<string>(statIdx,string.Empty) ?? "",
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| 190 | logic.GetDifferentValuesCount<string>(statIdx).ToString()
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[10374] | 191 | };
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[10369] | 192 | }
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[10374] | 193 |
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[15110] | 194 | private List<string> GetDateTimeColumns(int statIdx) {
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[10374] | 195 | var logic = Content.StatisticsLogic;
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| 196 | return new List<string> {
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[15110] | 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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[10374] | 209 | };
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[10369] | 210 | }
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| 211 |
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[15110] | 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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[10369] | 231 | }
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[15110] | 232 |
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[10369] | 233 | }
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[15110] | 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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[10551] | 253 |
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[15110] | 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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[10551] | 266 | }
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[15110] | 267 | horizontal = horizontalRadioButton.Checked;
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| 268 | UpdateData(oldVisibility);
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[10551] | 269 | }
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[15110] | 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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[10303] | 274 | }
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| 275 | }
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