Machine learning - Score column is missing

Question

I'm trying out the ML.net framework with some random test data. My data exists of a DepartmentId (1-25) and a Body (string). I want my machine to predict the department that the body should be allocated (for example in a ticket system like Zendesk).

Using the following code, I'm receving an error:

ArgumentOutOfRangeException: Score column is missing

I'm not sure why it says that the Score column is missing, as it's present in my prediction class.

Here's my setup for training the model, as well as my classes.

Main

var pipeline = new LearningPipeline();
pipeline.Add(new TextLoader(_dataPath).CreateFrom<DepartmentData>(userHeader: true, seperator: ','));
pipeline.Add(new TextFeaturizer("Features", "Body"));
pipeline.Add(new Dictionarizer("Label"));
pipeline.Add(new StochasticDualCoordinateAscentClassifier());
pipeline.Add(new PredictedLabelColumnOriginalValueConverter() { PredictedLabelColumn = "PredictedLabel" });

var model = pipeline.Train<DepartmentData, DepartmentPrediction>();

DepartmentData and DepartmentPrediction

public class DepartmentData
{
    [Column(ordinal: "0", name: "Label")]
    public float Department;
    [Column(ordinal: "1")]
    public string Body;
}

public class DepartmentPrediction
{
    [ColumnName("PredictedLabel")]
    public float Department;

    [ColumnName("Score")]
    public float[] Score;
}

Example data

Department, Body
1, Hello. 4 weeks ago I requested a replacement keycap for my keyboard. I still ahvent received the keycap. Perhaps you can confirm that it has been shipped?
13, I seem to have some problems when paying for you new mouse XZ-250 I'm being told that my card is not valid?
1, I just received the package I bought from you but I'm most definetly not satisfied with the shipment. The box was bended and broken when it received as well as the GPU inside. I demand that you ship a new one to me without charge. I've attached a few images of the box and the GPU here.
/* etc... */

Evaluation

var testData = new TextLoader(_testDataPath).CreateFrom<DepartmentData>(useHeader: true, seperator: ',');
var evaluator = new ClassificationEvaluator();
var metrics = evaluator.Evaluate(model, testData);

Winch

Shouldn't your float[] be a simple float? – Bannock

@Bannock No, that causes another exception: System.InvalidOperationException: 'Can't bind the IDataView column 'Score' of type 'Vec<R4, 11>' to field 'Score' of type 'System.Single'.', which is why I changed it to an array – Winch

I don't suppose you can give a quick sample of the data, can you? – Reorientation

Sure I can, I'll update the SO – Winch

Running this, I wasn't able to get any error. Here's a gist of what I have and the output. – Reorientation

@Reorientation Did you finish the execution? Mine doesn't stop there, but triggers the exception after saying that it won't train a calibrator – Winch

I'm having the same problem. Very frustrating – Snick

@Winch It did finish without any errors. How do you have the project set up? – Reorientation

@Reorientation What do you mean "how do you have tje project set up"? It's a netcoreapp 2.1, using Microsoft.ML 0.3.0. I don't know what more to tell you, since this is a very small application. – Winch

@Reorientation Oh wow, nevermind. It's my evalutation process that fails, and not the training part. I'm so sorry :/ – Winch

@Winch Can you post the evaluation code? – Reorientation

@Reorientation Sure, I'll update the SO. I did get it to work though, so I'm posting the evaluation code that works, not the one that didn't. – Winch

@Winch it's good that you found an answer yourself. If possible, it would be great to see the code that wasn't working for you – Michaud

Hi @Winch I get the same error... OP, do you found a solution? My thread: topic – Merilyn