This above certificate verifies that Arthur Shamray successfully completed the course Practical Data Science Using Python on 26th February, 2023 as taught by MANAS DASGUPTA, 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.