protected DataAnalysisProblemData(IDataset dataset, IEnumerable <string> allowedInputVariables, IEnumerable <ITransformation> transformations = null)
{
if (dataset == null)
{
throw new ArgumentNullException("The dataset must not be null.");
}
if (allowedInputVariables == null)
{
throw new ArgumentNullException("The allowed input variables must not be null.");
}
if (allowedInputVariables.Except(dataset.DoubleVariables).Except(dataset.StringVariables).Any())
{
throw new ArgumentException("All allowed input variables must be present in the dataset and of type double or string.");
}
var variables = dataset.VariableNames.Where(variable => dataset.VariableHasType <double>(variable) || dataset.VariableHasType <string>(variable));
var inputVariables = new CheckedItemList <StringValue>(variables.Select(x => new StringValue(x).AsReadOnly()));
foreach (StringValue x in inputVariables)
{
inputVariables.SetItemCheckedState(x, allowedInputVariables.Contains(x.Value));
}
int trainingPartitionStart = 0;
int trainingPartitionEnd = dataset.Rows / 2;
int testPartitionStart = dataset.Rows / 2;
int testPartitionEnd = dataset.Rows;
var transformationsList = new ItemList <ITransformation>(transformations ?? Enumerable.Empty <ITransformation>());
Parameters.Add(new FixedValueParameter <Dataset>(DatasetParameterName, "", (Dataset)dataset));
Parameters.Add(new FixedValueParameter <ReadOnlyCheckedItemList <StringValue> >(InputVariablesParameterName, "", inputVariables.AsReadOnly()));
Parameters.Add(new FixedValueParameter <IntRange>(TrainingPartitionParameterName, "", new IntRange(trainingPartitionStart, trainingPartitionEnd)));
Parameters.Add(new FixedValueParameter <IntRange>(TestPartitionParameterName, "", new IntRange(testPartitionStart, testPartitionEnd)));
Parameters.Add(new FixedValueParameter <ReadOnlyItemList <ITransformation> >(TransformationsParameterName, "", transformationsList.AsReadOnly()));
TransformationsParameter.Hidden = true;
((ValueParameter <Dataset>)DatasetParameter).ReactOnValueToStringChangedAndValueItemImageChanged = false;
RegisterEventHandlers();
}
private void symbol_Changed(object sender, EventArgs e)
{
ISymbol symbol = (ISymbol)sender;
symbols.SetItemCheckedState(symbol, symbol.Enabled);
}
protected DataAnalysisProblemData(IDataset dataset, IEnumerable<string> allowedInputVariables, IEnumerable<ITransformation> transformations = null) {
if (dataset == null) throw new ArgumentNullException("The dataset must not be null.");
if (allowedInputVariables == null) throw new ArgumentNullException("The allowedInputVariables must not be null.");
if (allowedInputVariables.Except(dataset.DoubleVariables).Any())
throw new ArgumentException("All allowed input variables must be present in the dataset and of type double.");
var inputVariables = new CheckedItemList<StringValue>(dataset.DoubleVariables.Select(x => new StringValue(x)));
foreach (StringValue x in inputVariables)
inputVariables.SetItemCheckedState(x, allowedInputVariables.Contains(x.Value));
int trainingPartitionStart = 0;
int trainingPartitionEnd = dataset.Rows / 2;
int testPartitionStart = dataset.Rows / 2;
int testPartitionEnd = dataset.Rows;
var transformationsList = new ItemList<ITransformation>(transformations ?? Enumerable.Empty<ITransformation>());
Parameters.Add(new FixedValueParameter<Dataset>(DatasetParameterName, "", (Dataset)dataset));
Parameters.Add(new FixedValueParameter<ReadOnlyCheckedItemList<StringValue>>(InputVariablesParameterName, "", inputVariables.AsReadOnly()));
Parameters.Add(new FixedValueParameter<IntRange>(TrainingPartitionParameterName, "", new IntRange(trainingPartitionStart, trainingPartitionEnd)));
Parameters.Add(new FixedValueParameter<IntRange>(TestPartitionParameterName, "", new IntRange(testPartitionStart, testPartitionEnd)));
Parameters.Add(new FixedValueParameter<ReadOnlyItemList<ITransformation>>(TransformationsParameterName, "", transformationsList.AsReadOnly()));
TransformationsParameter.Hidden = true;
((ValueParameter<Dataset>)DatasetParameter).ReactOnValueToStringChangedAndValueItemImageChanged = false;
RegisterEventHandlers();
}