Brendan Gregg wrote an article in ACM Queue about Visualizing System Latency as heat maps. The article explains really well what latency heat maps are and how to read them. It is also a good read if you want to learn about a rainbow pterodactyl (shown below) flying over an icy lake inside a disk array.
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