outlier_clusters = (
    wholesale_customers['meanshift_clustering'].value_counts().loc[
        wholesale_customers['meanshift_clustering'].value_counts() <= 3
    ]
).index

clustering_solution = wholesale_customers.loc[~wholesale_customers.meanshift_clustering.isin(outlier_clusters)]