change page loop canonical url

function change_paginate_canonical( $canonical_url, $post ) {
    if ( is_front_page() ) {
        $page = get_query_var( 'page', 0 );
        if ( $page >= 2 ) {
            $canonical_url = get_permalink( $post ) . 'page/' . $page . '/';

        }
    }
    return $canonical_url;
}


add_filter(
    'get_canonical_url',
    'change_paginate_canonical',
    99,
    3
);