I collect data from online sources and websites APIs e.g. Twitter, and clean them. They are wrangled for quality issues and tidiness rules to be readable and easy to analyze. Then, the gathered data is ready for analysis and visualization using Python and its packages for data science e.g. Pandas and Numpy.