tokens: Another approach would be to track changes manually or use objects that track changes for me , however I 'm not too familiar with such techniques , and I would welcome a nudge in the right direction .
ner_tags: O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O