Cosine similarity/distance should be bounded between -1 and +1. Yet, sklearn.metrics.pairwise gives values > +1. Can anyone explain this behaviour please?
pairwise default distance is Euclidean which is not bounded from above, hence you should not be surpised to see some values greater than 1.