['aa', 'aahhhs', 'aback', 'abandon', 'abates', 'abbott', 'abby', 'abdominal', 'abiding', 'ability']

from sklearn.cluster import KMeans
kmeans_bow = KMeans(n_clusters=3, n_jobs=-1).fit(X_train_bow)