plugin development – Delete data from database using row action

I have little problem how implement deleting data from database using row actions. I have my custom list which includes data from database table.
List

 function column_name( $item ) {
    $delete_nonce = wp_create_nonce();
    $title = '<strong>' . $item('article_name') . '</strong>';
    $actions = (
        'edit' => sprintf('<a href="?page=%s&id=%s">Edit</a>', 'edytuj-artykul', $item('article_id')),
        'delete' => sprintf('<a href="?page=%s&action=%s&article_id=%s&_wpnonce=%s">Delete</a>', esc_attr( $_REQUEST('page') ), 'delete', absint($item('article_id')), $delete_nonce)
    );
    return $title. $this->row_actions( $actions );
}


function delete_article($item){
    $article_id = $item('article_id');
    global $wpdb;
     $table = 'wp_copywriter_articles';
     $wpdb->query("DELETE FROM $table WHERE article_id = %d", $article_id);
}

In the same file I added

add_action( 'admin_action_delete', 'delete_article' );

When I click Delete action, nothing happend. I got link
http://localhost/wordpress/wp-admin/admin.php?page=Artykuly&action=delete&article_id=26&_wpnonce=60a01b82d7

but record is not deleted from database.

For testing, I added a specific ID number of article to the delete_article method in the SQL query but still not works, so this method is not used by WP, when I click delete button.

Someone can give me any tip what am I doing wrong, because I spent on this few few hours 🙂

Best Regards,
Bartek