private void PrintSingleEvaluation(CalibratedBinaryClassificationMetrics metrics)
{
Console.WriteLine();
Console.WriteLine($"************************************************");
ConsoleWriterHelper.WriteLineForTable("Model quality metrics evaluation");
Console.WriteLine($"*----------------------------------------------*");
ConsoleWriterHelper.WriteLineForTable($"Accuracy: {metrics.Accuracy:P2}");
ConsoleWriterHelper.WriteLineForTable($"Auc: {metrics.AreaUnderRocCurve:P2}");
Console.WriteLine($"************************************************");
}
private void PrintEvaluation(IEnumerable <CalibratedBinaryClassificationMetrics> crossValidationMetrics)
{
foreach (var foldMetrics in crossValidationMetrics)
{
PrintSingleEvaluation(foldMetrics);
}
Console.WriteLine();
Console.WriteLine();
Console.WriteLine($"************************************************");
ConsoleWriterHelper.WriteLineForTable("AVERAGE METRICS");
Console.WriteLine($"*----------------------------------------------*");
ConsoleWriterHelper.WriteLineForTable($"Accuracy: {crossValidationMetrics.Average(m => m.Accuracy):P2}");
ConsoleWriterHelper.WriteLineForTable($"Auc: {crossValidationMetrics.Average(m => m.AreaUnderRocCurve):P2}");
Console.WriteLine($"************************************************");
}