Predicting the label without inserting the datapoint into model

[shivankar-p]

I was trying to predict the output label without inserting into model(I have already trained the model on my data). It always gives Nan. Is there any specific reason for this kind of behaviour?

I thought it should give the closest existing cluster if not fitted with the data point.