The process of Data Manipulation can be useful to merge several files with data, eliminate duplicates, fulfill empty cells, convert the datatypes, replace symbols, extract special data, etc. Data Visualization is helpful to create an informative plots to display different parameters, amounts, distributions, correlations, etc. Also it is possible to show the distribution of data through the time.