The data analysis apparatus according to the invention includes an indexing unit configured to calculate indexes indicating similarity between a plurality of segments, each of which is numerical data having at least one frequency component, using a frequency spectrum containing the frequency component of the segment, and a map creating unit configured to plot the segment on a map based on indexes.