Chapter 6 - High-dimensional data. In data mining typically the data is very high dimensional, as the number of attributes can easily be in the hundreds or thousands. Understanding the nature of high-dimensional space, or hyperspace, is very important, especially because hyperspace does not behave like the more familiar geometry in two or three dimensions.