This above certificate verifies that saran raj successfully completed the course Pandas Crash Course for beginners : NumPy + Pandas + Matplotlib on 8th April, 2023 as taught by Anmol, on Tutorialspoint. The certificate indicates the entire course was completed as validated by the student. The course duration represents the total video hours of the course at time of most recent completion.