This portfolio showcases a System Analysis and Design project, focusing on the application of data science principles. The assignment includes several key components such as an activity diagram, system architecture diagram, and user interface designs. These elements are presented to illustrate the design and analysis processes. The project incorporates UML diagrams to visually represent the system's structure and functionality. Furthermore, the portfolio references relevant academic literature, providing a foundation for the design choices and analysis presented. The user interface designs are included to highlight the practical aspects of the project, and it reflects the student's understanding of the design process. The portfolio is structured to demonstrate a comprehensive approach to system analysis and design within the data science domain, supporting the development and analysis of software systems. The project aims to demonstrate proficiency in the creation and implementation of effective system designs.