One of the most valuable tools that I've used, when performing exploratory analysis, is building a data dictionary. It offers the following advantages: Identify areas of sparsity and areas of concentration in high-dimensional data sets Identify outliers and data glitches Get a good sense of what the data contains, and where to spend time (or not) in further data mining What is a data dictionary…