[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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[10369] | 23 | using System.Collections.Generic;
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| 24 | using System.Windows.Forms;
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[10303] | 25 | using HeuristicLab.Core.Views;
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[14545] | 26 | using HeuristicLab.Data;
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[10303] | 27 | using HeuristicLab.MainForm;
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| 28 |
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[10558] | 29 | namespace HeuristicLab.DataPreprocessing.Views {
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[10303] | 30 |
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| 31 | [View("Statistics View")]
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[10712] | 32 | [Content(typeof(StatisticsContent), true)]
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[10303] | 33 | public partial class StatisticsView : ItemView {
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| 34 |
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[14545] | 35 | private StringMatrix statisticsMatrix;
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[10369] | 36 |
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[14545] | 37 | private static readonly string[] RowNames = new[] {
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| 38 | "Type",
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| 39 | "Missing Values",
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| 40 | "Min",
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| 41 | "Max",
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| 42 | "Median",
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| 43 | "Average",
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| 44 | "std. Deviation",
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| 45 | "Variance",
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| 46 | "25th Percentile",
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| 47 | "75th Percentile",
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| 48 | "Most Common Value",
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| 49 | "Num. diff. Values"
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| 50 | };
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| 51 |
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[10303] | 52 | public new StatisticsContent Content {
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| 53 | get { return (StatisticsContent)base.Content; }
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| 54 | set { base.Content = value; }
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| 55 | }
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| 56 |
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| 57 | public StatisticsView() {
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| 58 | InitializeComponent();
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| 59 | }
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| 60 |
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| 61 | protected override void OnContentChanged() {
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| 62 | base.OnContentChanged();
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[10369] | 63 | if (Content == null) {
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| 64 | txtRows.Text = "";
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| 65 | txtColumns.Text = "";
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| 66 | txtNumericColumns.Text = "";
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| 67 | txtNominalColumns.Text = "";
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| 68 | txtMissingValuesTotal.Text = "";
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[14545] | 69 | stringMatrixView.Content = null;
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| 70 | statisticsMatrix = null;
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[10369] | 71 | } else {
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| 72 | UpdateData();
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[10320] | 73 | }
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[10303] | 74 | }
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[10551] | 75 |
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| 76 | protected override void RegisterContentEvents() {
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[14545] | 77 | base.RegisterContentEvents();
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[10551] | 78 | Content.Changed += Content_Changed;
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| 79 | }
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| 80 |
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| 81 | protected override void DeregisterContentEvents() {
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| 82 | Content.Changed -= Content_Changed;
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[14545] | 83 | base.DeregisterContentEvents();
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[10551] | 84 | }
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| 85 |
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[10369] | 86 | private void UpdateData() {
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[10370] | 87 | var logic = Content.StatisticsLogic;
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[10971] | 88 | var rowCount = logic.GetRowCount();
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[14545] | 89 | txtRows.Text = logic.GetColumnCount().ToString();
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| 90 | txtColumns.Text = rowCount.ToString();
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[10370] | 91 | txtNumericColumns.Text = logic.GetNumericColumnCount().ToString();
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| 92 | txtNominalColumns.Text = logic.GetNominalColumnCount().ToString();
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| 93 | txtMissingValuesTotal.Text = logic.GetMissingValueCount().ToString();
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[10369] | 94 |
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[14545] | 95 | statisticsMatrix = new StringMatrix(RowNames.Length, Content.PreprocessingData.Columns) {
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| 96 | RowNames = StatisticsView.RowNames,
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| 97 | ColumnNames = Content.PreprocessingData.VariableNames
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| 98 | };
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[10369] | 99 |
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[10971] | 100 | if (rowCount > 0) {
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| 101 | for (int i = 0; i < logic.GetColumnCount(); ++i) {
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[14545] | 102 | var data = GetList(i);
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| 103 | for (int j = 0; j < data.Count; j++) {
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| 104 | statisticsMatrix[j, i] = data[j];
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| 105 | }
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[10971] | 106 | }
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[10369] | 107 | }
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[14545] | 108 | stringMatrixView.Content = statisticsMatrix;
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[10369] | 109 |
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[14545] | 110 | foreach (DataGridViewColumn column in stringMatrixView.DataGridView.Columns) {
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| 111 | var variable = column.HeaderText;
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| 112 | bool isInputTarget = Content.PreprocessingData.InputVariables.Contains(variable)
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| 113 | || Content.PreprocessingData.TargetVariable == variable;
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| 114 | column.Visible = isInputTarget;
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[10534] | 115 | }
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[14545] | 116 | stringMatrixView.DataGridView.AutoResizeColumns();
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[10691] | 117 |
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[14545] | 118 | //foreach (DataGridViewRow row in stringMatrixView.DataGridView.Rows) {
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| 119 | // var variable = (string)row.HeaderCell.Value;
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| 120 | // bool isInputTarget = Content.PreprocessingData.InputVariables.Contains(variable)
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| 121 | // || Content.PreprocessingData.TargetVariable == variable;
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| 122 | // row.Visible = isInputTarget;
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| 123 | //}
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[10369] | 124 | }
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| 125 |
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[10551] | 126 | private List<string> GetList(int i) {
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| 127 | List<string> list;
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| 128 | var logic = Content.StatisticsLogic;
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[11156] | 129 | if (logic.VariableHasType<double>(i)) {
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[10551] | 130 | list = GetDoubleColumns(i);
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[11156] | 131 | } else if (logic.VariableHasType<string>(i)) {
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[10551] | 132 | list = GetStringColumns(i);
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[11156] | 133 | } else if (logic.VariableHasType<DateTime>(i)) {
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[10551] | 134 | list = GetDateTimeColumns(i);
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| 135 | } else {
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| 136 | list = new List<string>();
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[14545] | 137 | for (int j = 0; j < RowNames.Length; ++j) {
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[10551] | 138 | list.Add("unknown column type");
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| 139 | }
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| 140 | }
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| 141 | return list;
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| 142 | }
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| 143 |
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[10369] | 144 | private List<string> GetDoubleColumns(int columnIndex) {
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| 145 | var logic = Content.StatisticsLogic;
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| 146 | return new List<string> {
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[10371] | 147 | logic.GetColumnTypeAsString(columnIndex),
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| 148 | logic.GetMissingValueCount(columnIndex).ToString(),
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[13935] | 149 | logic.GetMin<double>(columnIndex,double.NaN).ToString(),
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| 150 | logic.GetMax<double>(columnIndex,double.NaN).ToString(),
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[10811] | 151 | logic.GetMedian(columnIndex).ToString(),
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| 152 | logic.GetAverage(columnIndex).ToString(),
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[10371] | 153 | logic.GetStandardDeviation(columnIndex).ToString(),
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| 154 | logic.GetVariance(columnIndex).ToString(),
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[12889] | 155 | logic.GetOneQuarterPercentile(columnIndex).ToString(),
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| 156 | logic.GetThreeQuarterPercentile(columnIndex).ToString(),
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[13935] | 157 | logic.GetMostCommonValue<double>(columnIndex,double.NaN).ToString(),
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[10371] | 158 | logic.GetDifferentValuesCount<double>(columnIndex).ToString()
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[10369] | 159 | };
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| 160 | }
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| 161 |
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| 162 | private List<string> GetStringColumns(int columnIndex) {
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[10374] | 163 | var logic = Content.StatisticsLogic;
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| 164 | return new List<string> {
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| 165 | logic.GetColumnTypeAsString(columnIndex),
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| 166 | logic.GetMissingValueCount(columnIndex).ToString(),
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| 167 | "", //min
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| 168 | "", //max
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| 169 | "", //median
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| 170 | "", //average
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| 171 | "", //standard deviation
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| 172 | "", //variance
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[12889] | 173 | "", //quarter percentile
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| 174 | "", //three quarter percentile
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[13935] | 175 | logic.GetMostCommonValue<string>(columnIndex,string.Empty) ?? "",
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[10374] | 176 | logic.GetDifferentValuesCount<string>(columnIndex).ToString()
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| 177 | };
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[10369] | 178 | }
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[10374] | 179 |
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| 180 | private List<string> GetDateTimeColumns(int columnIndex) {
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| 181 | var logic = Content.StatisticsLogic;
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| 182 | return new List<string> {
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| 183 | logic.GetColumnTypeAsString(columnIndex),
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| 184 | logic.GetMissingValueCount(columnIndex).ToString(),
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[13935] | 185 | logic.GetMin<DateTime>(columnIndex,DateTime.MinValue).ToString(),
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| 186 | logic.GetMax<DateTime>(columnIndex,DateTime.MinValue).ToString(),
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[12889] | 187 | logic.GetMedianDateTime(columnIndex).ToString(),
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[10811] | 188 | logic.GetAverageDateTime(columnIndex).ToString(),
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[10534] | 189 | logic.GetStandardDeviation(columnIndex).ToString(),
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| 190 | logic.GetVariance(columnIndex).ToString(), //variance
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[12889] | 191 | logic.GetOneQuarterPercentile(columnIndex).ToString(),
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| 192 | logic.GetThreeQuarterPercentile(columnIndex).ToString(),
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[13935] | 193 | logic.GetMostCommonValue<DateTime>(columnIndex,DateTime.MinValue).ToString(),
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[10534] | 194 | logic.GetDifferentValuesCount<DateTime>(columnIndex).ToString()
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[10374] | 195 | };
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[10369] | 196 | }
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| 197 |
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[10551] | 198 | private void Content_Changed(object sender, DataPreprocessingChangedEventArgs e) {
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[14545] | 199 | UpdateData();
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[10551] | 200 | }
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[14546] | 201 |
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| 202 | private void checkInputsTargetButton_Click(object sender, EventArgs e) {
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| 203 | foreach (DataGridViewColumn column in stringMatrixView.DataGridView.Columns) {
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| 204 | var variable = column.HeaderText;
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| 205 | bool isInputTarget = Content.PreprocessingData.InputVariables.Contains(variable)
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| 206 | || Content.PreprocessingData.TargetVariable == variable;
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| 207 | column.Visible = isInputTarget;
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| 208 | }
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| 209 | }
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| 210 |
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| 211 | private void checkAllButton_Click(object sender, EventArgs e) {
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| 212 | foreach (DataGridViewColumn column in stringMatrixView.DataGridView.Columns) {
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| 213 | column.Visible = true;
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| 214 | }
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| 215 | }
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| 216 |
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| 217 | private void uncheckAllButton_Click(object sender, EventArgs e) {
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| 218 | foreach (DataGridViewColumn column in stringMatrixView.DataGridView.Columns) {
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| 219 | column.Visible = false;
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| 220 | }
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| 221 | }
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[10303] | 222 | }
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| 223 | }
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