[10539] | 1 | #region License Information
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| 2 | /* HeuristicLab
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[14186] | 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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| 26 | using HeuristicLab.MainForm;
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| 27 |
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[10558] | 28 | namespace HeuristicLab.DataPreprocessing.Views {
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[10303] | 29 |
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| 30 | [View("Statistics View")]
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[10712] | 31 | [Content(typeof(StatisticsContent), true)]
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[10303] | 32 | public partial class StatisticsView : ItemView {
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| 33 |
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[10369] | 34 | private List<List<string>> columnsRowsMatrix;
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[13149] | 35 | private readonly int COLUMNS = 12;
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[10369] | 36 |
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[10303] | 37 | public new StatisticsContent Content {
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| 38 | get { return (StatisticsContent)base.Content; }
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| 39 | set { base.Content = value; }
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| 40 | }
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| 41 |
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| 42 | public StatisticsView() {
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| 43 | InitializeComponent();
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| 44 | }
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| 45 |
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| 46 | protected override void OnContentChanged() {
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| 47 | base.OnContentChanged();
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[10369] | 48 | if (Content == null) {
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| 49 | txtRows.Text = "";
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| 50 | txtColumns.Text = "";
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| 51 | txtNumericColumns.Text = "";
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| 52 | txtNominalColumns.Text = "";
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| 53 | txtMissingValuesTotal.Text = "";
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| 54 | dataGridView.Columns.Clear();
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| 55 | } else {
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| 56 | UpdateData();
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[10320] | 57 | }
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[10303] | 58 | }
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[10551] | 59 |
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| 60 | /// <summary>
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| 61 | /// Adds eventhandlers to the current instance.
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| 62 | /// </summary>
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| 63 | protected override void RegisterContentEvents() {
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| 64 | Content.Changed += Content_Changed;
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| 65 | }
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| 66 |
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| 67 |
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| 68 | /// <summary>
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| 69 | /// Removes the eventhandlers from the current instance.
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| 70 | /// </summary>
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| 71 | protected override void DeregisterContentEvents() {
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| 72 | Content.Changed -= Content_Changed;
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| 73 | }
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| 74 |
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[10369] | 75 | private void UpdateData() {
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[10370] | 76 | var logic = Content.StatisticsLogic;
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[10971] | 77 | var rowCount = logic.GetRowCount();
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| 78 | txtRows.Text = rowCount.ToString();
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[10370] | 79 | txtColumns.Text = logic.GetColumnCount().ToString();
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| 80 | txtNumericColumns.Text = logic.GetNumericColumnCount().ToString();
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| 81 | txtNominalColumns.Text = logic.GetNominalColumnCount().ToString();
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| 82 | txtMissingValuesTotal.Text = logic.GetMissingValueCount().ToString();
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[10369] | 83 |
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| 84 | columnsRowsMatrix = new List<List<string>>();
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[13149] | 85 | DataGridViewColumn[] columns = new DataGridViewColumn[COLUMNS];
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[10374] | 86 | for (int i = 0; i < COLUMNS; ++i) {
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[10369] | 87 | var column = new DataGridViewTextBoxColumn();
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[10740] | 88 | column.SortMode = DataGridViewColumnSortMode.Automatic;
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[10369] | 89 | column.FillWeight = 1;
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| 90 | columns[i] = column;
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[10374] | 91 | }
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[10369] | 92 |
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[10534] | 93 | columns[0].HeaderCell.Value = "Type";
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| 94 | columns[1].HeaderCell.Value = "Missing Values";
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| 95 | columns[2].HeaderCell.Value = "Min";
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| 96 | columns[3].HeaderCell.Value = "Max";
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| 97 | columns[4].HeaderCell.Value = "Median";
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| 98 | columns[5].HeaderCell.Value = "Average";
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| 99 | columns[6].HeaderCell.Value = "std. Deviation";
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| 100 | columns[7].HeaderCell.Value = "Variance";
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[13149] | 101 | columns[8].HeaderCell.Value = "25th Percentile";
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| 102 | columns[9].HeaderCell.Value = "75th Percentile";
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| 103 | columns[10].HeaderCell.Value = "Most Common Value";
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| 104 | columns[11].HeaderCell.Value = "Num. diff. Values";
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[10534] | 105 |
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[10971] | 106 | if (rowCount > 0) {
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| 107 | for (int i = 0; i < logic.GetColumnCount(); ++i) {
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| 108 | columnsRowsMatrix.Add(GetList(i));
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| 109 | }
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[10369] | 110 | }
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| 111 |
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| 112 | dataGridView.Columns.Clear();
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| 113 | dataGridView.Columns.AddRange(columns);
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[10534] | 114 | dataGridView.RowCount = columnsRowsMatrix.Count;
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[10369] | 115 |
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[10534] | 116 | for (int i = 0; i < columnsRowsMatrix.Count; ++i) {
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| 117 | dataGridView.Rows[i].HeaderCell.Value = logic.GetVariableName(i);
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| 118 | }
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[10691] | 119 |
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| 120 | dataGridView.AutoResizeColumns(DataGridViewAutoSizeColumnsMode.DisplayedCells);
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| 121 | dataGridView.AutoResizeRowHeadersWidth(DataGridViewRowHeadersWidthSizeMode.AutoSizeToDisplayedHeaders);
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[10534] | 122 | dataGridView.AllowUserToResizeColumns = true;
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[10369] | 123 | }
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| 124 |
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[10551] | 125 | private List<string> GetList(int i) {
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| 126 | List<string> list;
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| 127 | var logic = Content.StatisticsLogic;
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[11159] | 128 | if (logic.VariableHasType<double>(i)) {
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[10551] | 129 | list = GetDoubleColumns(i);
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[11159] | 130 | } else if (logic.VariableHasType<string>(i)) {
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[10551] | 131 | list = GetStringColumns(i);
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[11159] | 132 | } else if (logic.VariableHasType<DateTime>(i)) {
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[10551] | 133 | list = GetDateTimeColumns(i);
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| 134 | } else {
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| 135 | list = new List<string>();
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| 136 | for (int j = 0; j < COLUMNS; ++j) {
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| 137 | list.Add("unknown column type");
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| 138 | }
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| 139 | }
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| 140 | return list;
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| 141 | }
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| 142 |
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[10369] | 143 | private List<string> GetDoubleColumns(int columnIndex) {
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| 144 | var logic = Content.StatisticsLogic;
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| 145 | return new List<string> {
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[10371] | 146 | logic.GetColumnTypeAsString(columnIndex),
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| 147 | logic.GetMissingValueCount(columnIndex).ToString(),
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[14077] | 148 | logic.GetMin<double>(columnIndex,double.NaN).ToString(),
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| 149 | logic.GetMax<double>(columnIndex,double.NaN).ToString(),
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[10811] | 150 | logic.GetMedian(columnIndex).ToString(),
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| 151 | logic.GetAverage(columnIndex).ToString(),
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[10371] | 152 | logic.GetStandardDeviation(columnIndex).ToString(),
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| 153 | logic.GetVariance(columnIndex).ToString(),
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[13149] | 154 | logic.GetOneQuarterPercentile(columnIndex).ToString(),
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| 155 | logic.GetThreeQuarterPercentile(columnIndex).ToString(),
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[14077] | 156 | logic.GetMostCommonValue<double>(columnIndex,double.NaN).ToString(),
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[10371] | 157 | logic.GetDifferentValuesCount<double>(columnIndex).ToString()
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[10369] | 158 | };
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| 159 | }
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| 160 |
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| 161 | private List<string> GetStringColumns(int columnIndex) {
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[10374] | 162 | var logic = Content.StatisticsLogic;
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| 163 | return new List<string> {
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| 164 | logic.GetColumnTypeAsString(columnIndex),
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| 165 | logic.GetMissingValueCount(columnIndex).ToString(),
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| 166 | "", //min
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| 167 | "", //max
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| 168 | "", //median
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| 169 | "", //average
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| 170 | "", //standard deviation
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| 171 | "", //variance
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[13149] | 172 | "", //quarter percentile
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| 173 | "", //three quarter percentile
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[14077] | 174 | logic.GetMostCommonValue<string>(columnIndex,string.Empty) ?? "",
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[10374] | 175 | logic.GetDifferentValuesCount<string>(columnIndex).ToString()
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| 176 | };
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[10369] | 177 | }
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[10374] | 178 |
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| 179 | private List<string> GetDateTimeColumns(int columnIndex) {
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| 180 | var logic = Content.StatisticsLogic;
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| 181 | return new List<string> {
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| 182 | logic.GetColumnTypeAsString(columnIndex),
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| 183 | logic.GetMissingValueCount(columnIndex).ToString(),
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[14077] | 184 | logic.GetMin<DateTime>(columnIndex,DateTime.MinValue).ToString(),
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| 185 | logic.GetMax<DateTime>(columnIndex,DateTime.MinValue).ToString(),
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[13149] | 186 | logic.GetMedianDateTime(columnIndex).ToString(),
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[10811] | 187 | logic.GetAverageDateTime(columnIndex).ToString(),
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[10534] | 188 | logic.GetStandardDeviation(columnIndex).ToString(),
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| 189 | logic.GetVariance(columnIndex).ToString(), //variance
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[13149] | 190 | logic.GetOneQuarterPercentile(columnIndex).ToString(),
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| 191 | logic.GetThreeQuarterPercentile(columnIndex).ToString(),
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[14077] | 192 | logic.GetMostCommonValue<DateTime>(columnIndex,DateTime.MinValue).ToString(),
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[10534] | 193 | logic.GetDifferentValuesCount<DateTime>(columnIndex).ToString()
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[10374] | 194 | };
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[10369] | 195 | }
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| 196 |
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| 197 | private void dataGridView_CellValueNeeded(object sender, DataGridViewCellValueEventArgs e) {
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[10534] | 198 | if (Content != null && e.RowIndex < columnsRowsMatrix.Count && e.ColumnIndex < columnsRowsMatrix[0].Count) {
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| 199 | e.Value = columnsRowsMatrix[e.RowIndex][e.ColumnIndex];
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[10369] | 200 | }
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| 201 | }
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[10551] | 202 |
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| 203 | private void Content_Changed(object sender, DataPreprocessingChangedEventArgs e) {
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| 204 | switch (e.Type) {
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| 205 | case DataPreprocessingChangedEventType.DeleteColumn:
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| 206 | columnsRowsMatrix.RemoveAt(e.Column);
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| 207 | break;
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| 208 | case DataPreprocessingChangedEventType.AddColumn:
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| 209 | columnsRowsMatrix.Insert(e.Row, GetList(e.Column));
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| 210 | dataGridView.RowCount++;
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| 211 | break;
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| 212 | case DataPreprocessingChangedEventType.ChangeItem:
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| 213 | columnsRowsMatrix[e.Column] = GetList(e.Column);
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| 214 | break;
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| 215 | case DataPreprocessingChangedEventType.DeleteRow:
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| 216 | case DataPreprocessingChangedEventType.AddRow:
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[10817] | 217 | default:
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[10551] | 218 | for (int i = 0; i < columnsRowsMatrix.Count; ++i) {
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| 219 | columnsRowsMatrix[i] = GetList(e.Column);
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| 220 | }
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| 221 | break;
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| 222 | }
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| 223 | dataGridView.Refresh();
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| 224 | }
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[10303] | 225 | }
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| 226 | }
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