This is an exploration of ML algorithms to understand and analyze data from blood transfusion service center [1]. The main goal is to practice and create. [1] Yeh,I-Cheng. (2008). Blood Transfusion Service Center. UCI Machine Learning Repository. https://doi.org/10.24432/C5GS39.