Proving ground for machine learning, Natural Language Processing (PNL) powers systems to process human language. Central to PNL are indicators that evaluate the success of these systems. Some essential metrics include precision, which measure how precisely a system labels text. Another vital metric is F-score, which offers a harmonized view of both