// Start is called before the first frame update
void Start()
{
trainingPoints = GetDatapointsFromCSV(trainingData, true);
verificationPointsTest = GetDatapointsFromCSV(verificationData, false);
verificationPointsTestWithChurn = GetDatapointsFromCSV(verificationData, true);
//Cluster everything
KClusterer kClusterer = new KClusterer();
clustersByCenters = kClusterer.Cluster(trainingPoints);
}
//Calculates out the distortion
public void CalculateDistortion()
{
float distortion = 0;
foreach (KeyValuePair <Datapoint, List <Datapoint> > kvp in clustersByCenters)
{
foreach (Datapoint d in kvp.Value)
{
distortion += KClusterer.Distance(kvp.Key, d);
}
}
distortion /= ((float)clustersByCenters.Keys.Count);
Debug.Log("Total Distortion: " + distortion);
}
