/// <summary>
/// Splits the current dataset into train and test batch.
/// </summary>
/// <param name="testSplitSize">Size of the test split. (value between 0.01 and 0.99)</param>
/// <returns></returns>
/// <exception cref="ArgumentException">Please use test split range between 0.01 and 0.99</exception>
public TrainTestFrame SplitTrainTest(double testSplitSize)
{
if (testSplitSize < 0.01 && testSplitSize > 0.99)
{
throw new ArgumentException("Please use test split range between 0.01 and 0.99");
}
TrainTestFrame result = new TrainTestFrame();
int totalRows = XFrame.Data.Count;
int testRows = (int)(totalRows * testSplitSize);
int trainRows = totalRows - testRows;
result.Train.XFrame.Data = XFrame.Data.Take(trainRows).ToList();
result.Train.XFrame.Columns = XFrame.Columns;
result.Test.XFrame.Data = XFrame.Data.Skip(trainRows).Take(testRows).ToList();
result.Test.XFrame.Columns = XFrame.Columns;
result.Train.YFrame.Data = YFrame.Data.Take(trainRows).ToList();
result.Train.YFrame.Columns = YFrame.Columns;
result.Test.YFrame.Data = YFrame.Data.Skip(trainRows).Take(testRows).ToList();
result.Test.YFrame.Columns = YFrame.Columns;
return(result);
}
/// <summary>
/// Splits the current dataset into train and test batch.
/// </summary>
/// <param name="testSplitSize">Size of the test split. (value between 0.01 and 0.99)</param>
/// <returns></returns>
/// <exception cref="ArgumentException">Please use test split range between 0.01 and 0.99</exception>
public TrainTestFrame SplitTrainTest(double testSplitSize)
{
if (testSplitSize < 0.01 && testSplitSize > 0.99)
{
throw new ArgumentException("Please use test split range between 0.01 and 0.99");
}
TrainTestFrame result = new TrainTestFrame();
DataTable dt_x = XFrame.Frame.ToTable();
DataTable dt_y = YFrame.Frame.ToTable();
int totalRows = dt_x.Rows.Count;
int testRows = (int)(totalRows * testSplitSize);
int trainRows = totalRows - testRows;
result.Train.XFrame.Frame = dt_x.Select().Take(trainRows).CopyToDataTable().AsDataView();
result.Test.XFrame.Frame = dt_x.Select().Skip(trainRows).Take(testRows).CopyToDataTable().AsDataView();
result.Train.YFrame.Frame = dt_y.Select().Take(trainRows).CopyToDataTable().AsDataView();
result.Test.YFrame.Frame = dt_y.Select().Skip(trainRows).Take(testRows).CopyToDataTable().AsDataView();
return(result);
}