#region License Information
/* HeuristicLab
* Copyright (C) 2002-2011 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
*
* This file is part of HeuristicLab.
*
* HeuristicLab is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* HeuristicLab is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with HeuristicLab. If not, see .
*/
#endregion
using System;
using System.Collections;
using System.Collections.Generic;
using System.Collections.ObjectModel;
using System.Linq;
using HeuristicLab.Common;
using HeuristicLab.Core;
using HeuristicLab.Data;
using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
namespace HeuristicLab.Problems.DataAnalysis {
[Item("Dataset", "Represents a dataset containing data that should be analyzed.")]
[StorableClass]
public sealed class Dataset : NamedItem, IStringConvertibleMatrix {
[StorableConstructor]
private Dataset(bool deserializing) : base(deserializing) { }
private Dataset(Dataset original, Cloner cloner)
: base(original, cloner) {
variableValues = new Dictionary(original.variableValues);
variableNames = new List(original.variableNames);
rows = original.rows;
}
public override IDeepCloneable Clone(Cloner cloner) { return new Dataset(this, cloner); }
public Dataset()
: base() {
Name = "-";
VariableNames = Enumerable.Empty();
variableValues = new Dictionary();
rows = 0;
}
public Dataset(IEnumerable variableNames, IEnumerable variableValues)
: base() {
Name = "-";
if (!variableNames.Any()) {
this.variableNames = Enumerable.Range(0, variableValues.Count()).Select(x => "Column " + x).ToList();
} else if (variableNames.Count() != variableValues.Count()) {
throw new ArgumentException("Number of variable names doesn't match the number of columns of variableValues");
} else if (!variableValues.All(list => list.Count == variableValues.First().Count)) {
throw new ArgumentException("The number of values must be equal for every variable");
} else if (variableNames.Distinct().Count() != variableNames.Count()) {
var duplicateVariableNames =
variableNames.GroupBy(v => v).Where(g => g.Count() > 1).Select(g => g.Key).ToList();
string message = "The dataset cannot contain duplicate variables names: " + Environment.NewLine;
foreach (var duplicateVariableName in duplicateVariableNames)
message += duplicateVariableName + Environment.NewLine;
throw new ArgumentException(message);
}
rows = variableValues.First().Count;
this.variableNames = new List(variableNames);
this.variableValues = new Dictionary();
for (int i = 0; i < this.variableNames.Count; i++) {
var values = variableValues.ElementAt(i);
IList clonedValues = null;
if (values is List)
clonedValues = new List(values.Cast());
else if (values is List)
clonedValues = new List(values.Cast());
else if (values is List)
clonedValues = new List(values.Cast());
else {
this.variableNames = new List();
this.variableValues = new Dictionary();
throw new ArgumentException("The variable values must be of type List, List or List");
}
this.variableValues.Add(this.variableNames[i], clonedValues);
}
}
public Dataset(IEnumerable variableNames, double[,] variableValues) {
Name = "-";
if (variableNames.Count() != variableValues.GetLength(1)) {
throw new ArgumentException("Number of variable names doesn't match the number of columns of variableValues");
}
if (variableNames.Distinct().Count() != variableNames.Count()) {
var duplicateVariableNames = variableNames.GroupBy(v => v).Where(g => g.Count() > 1).Select(g => g.Key).ToList();
string message = "The dataset cannot contain duplicate variables names: " + Environment.NewLine;
foreach (var duplicateVariableName in duplicateVariableNames)
message += duplicateVariableName + Environment.NewLine;
throw new ArgumentException(message);
}
rows = variableValues.GetLength(0);
this.variableNames = new List(variableNames);
this.variableValues = new Dictionary();
for (int col = 0; col < variableValues.GetLength(1); col++) {
string columName = this.variableNames[col];
var values = new List();
for (int row = 0; row < variableValues.GetLength(0); row++) {
values.Add(variableValues[row, col]);
}
this.variableValues.Add(columName, values);
}
}
#region Backwards compatible code, remove with 3.5
private double[,] storableData;
//name alias used to suppport backwards compatibility
[Storable(Name = "data", AllowOneWay = true)]
private double[,] StorableData { set { storableData = value; } }
[StorableHook(HookType.AfterDeserialization)]
private void AfterDeserialization() {
if (variableValues == null) {
rows = storableData.GetLength(0);
variableValues = new Dictionary();
for (int col = 0; col < storableData.GetLength(1); col++) {
string columName = variableNames[col];
var values = new List();
for (int row = 0; row < storableData.GetLength(0); row++) {
values.Add(storableData[row, col]);
}
variableValues.Add(columName, values);
}
storableData = null;
}
}
#endregion
[Storable(Name = "VariableValues")]
private Dictionary variableValues;
private List variableNames;
[Storable]
public IEnumerable VariableNames {
get { return variableNames; }
private set {
if (variableNames != null) throw new InvalidOperationException();
variableNames = new List(value);
}
}
public IEnumerable DoubleVariables {
get { return variableValues.Where(p => p.Value is List).Select(p => p.Key); }
}
public IEnumerable GetDoubleValues(string variableName) {
IList list;
if (!variableValues.TryGetValue(variableName, out list))
throw new ArgumentException("The variable " + variableName + " does not exist in the dataset.");
List values = list as List;
if (values == null) throw new ArgumentException("The variable " + variableName + " is not a double variable.");
//mkommend yield return used to enable lazy evaluation
foreach (double value in values)
yield return value;
}
public ReadOnlyCollection GetReadOnlyDoubleValues(string variableName) {
IList list;
if (!variableValues.TryGetValue(variableName, out list))
throw new ArgumentException("The variable " + variableName + " does not exist in the dataset.");
List values = list as List;
if (values == null) throw new ArgumentException("The variable " + variableName + " is not a double variable.");
return values.AsReadOnly();
}
public double GetDoubleValue(string variableName, int row) {
IList list;
if (!variableValues.TryGetValue(variableName, out list))
throw new ArgumentException("The variable " + variableName + " does not exist in the dataset.");
List values = list as List;
if (values == null) throw new ArgumentException("The variable " + variableName + " is not a double variable.");
return values[row];
}
public IEnumerable GetDoubleValues(string variableName, IEnumerable rows) {
IList list;
if (!variableValues.TryGetValue(variableName, out list))
throw new ArgumentException("The variable " + variableName + " does not exist in the dataset.");
List values = list as List;
if (values == null) throw new ArgumentException("The varialbe " + variableName + " is not a double variable.");
foreach (int index in rows)
yield return values[index];
}
#region IStringConvertibleMatrix Members
[Storable]
private int rows;
public int Rows {
get { return rows; }
set { throw new NotSupportedException(); }
}
public int Columns {
get { return variableNames.Count; }
set { throw new NotSupportedException(); }
}
public bool SortableView {
get { return false; }
set { throw new NotSupportedException(); }
}
public bool ReadOnly {
get { return true; }
}
IEnumerable IStringConvertibleMatrix.ColumnNames {
get { return this.VariableNames; }
set { throw new NotSupportedException(); }
}
IEnumerable IStringConvertibleMatrix.RowNames {
get { return Enumerable.Empty(); }
set { throw new NotSupportedException(); }
}
public string GetValue(int rowIndex, int columnIndex) {
return variableValues[variableNames[columnIndex]][rowIndex].ToString();
}
public bool SetValue(string value, int rowIndex, int columnIndex) {
throw new NotSupportedException();
}
public bool Validate(string value, out string errorMessage) {
throw new NotSupportedException();
}
public event EventHandler ColumnsChanged { add { } remove { } }
public event EventHandler RowsChanged { add { } remove { } }
public event EventHandler ColumnNamesChanged { add { } remove { } }
public event EventHandler RowNamesChanged { add { } remove { } }
public event EventHandler SortableViewChanged { add { } remove { } }
public event EventHandler> ItemChanged { add { } remove { } }
public event EventHandler Reset { add { } remove { } }
#endregion
}
}