Data in a Rectangular Shape, with Appropriate Cases and Varibles

As discussed in Raw Data, efficient data analysis requires that the raw data has a rectangular shape, with rows representing cases and columns representing variables, as in the example below. 

For more detail, see The Desired Shape of Data: The Rectangle.