the algorithm discovers two distinct clusters in our sample data the two mean points of the two clusters are denoted with the red star symbol prediction with the two clusters that we have obtainedwe can predict the group that new set of data might belong to let' predict which group the points [[- - ]and [[ ]will belong tosample np array([[- - ]]print(kmean predict(sample)another_sample np array([[ ]]print(kmean predict(another_sample)the output is seen as follows[ [