Data Science provides a vast array of tools for working with data coming from a variety of different sources, such as financial logs, multimedia files, marketing forms, sensors, and text files and various scientific methods, algorithms, and processes are used to extract insights from vast amounts of data.. An important aspect of Data Science is the preparation of data for analysis, including cleaning, aggregating, and manipulating it to perform advanced analyses.