Exactly, it's a very quick way to get an overview. Just by looking at how many developers have been working on things + their frequency of committing code is very helpful. Tons of files appearing at once is a quick give away that something is either copied from another project, or some massive "technology" (read: library, framework) is added; which can be hard to maintain unless the stuff being added is very mature.
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