Normalization Class

[SerializableAttribute]
public class Normalization : BaseFilter<NormalizationOptions, Normalization>, 
	IAutoConfigurableFilter, IFilter

<SerializableAttribute>
Public Class Normalization
	Inherits BaseFilter(Of NormalizationOptions, Normalization)
	Implements IAutoConfigurableFilter, IFilter

// Create the aforementioned sample table
DataTable table = new DataTable("Sample data");
table.Columns.Add("Age", typeof(double));
table.Columns.Add("Label", typeof(string));

//            age   label
table.Rows.Add(10, "child");
table.Rows.Add(07, "child");
table.Rows.Add(04, "child");
table.Rows.Add(21, "adult");
table.Rows.Add(27, "adult");
table.Rows.Add(12, "child");
table.Rows.Add(79, "elder");
table.Rows.Add(40, "adult");
table.Rows.Add(30, "adult");

// The filter will ignore non-real (continuous) data
Normalization normalization = new Normalization(table);

double mean = normalization["Age"].Mean;              // 25.55
double sdev = normalization["Age"].StandardDeviation; // 23.29

// Now we can process another table at once:
DataTable result = normalization.Apply(table);

// The result will be a table with the same columns, but
// in which any column named "Age" will have been normalized
// using the previously detected mean and standard deviation:

DataGridBox.Show(result);