Proving ground for machine learning, Natural Language Processing (PNL) powers devices to analyze human language. Central to PNL are metrics that quantify the success of these systems. Some important metrics include accuracy, which gauge how accurately a system classifies text. Another critical metric is harmonic mean, which offers a harmonized view