No corpus is ever "clean". Depending on the type of corpus there might be many misspellings, so obviously they will occur in the graph alongside other low-frequency words.
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[1] Zipf’s word frequency law in natural language: http://colala.bcs.rochester.edu/papers/piantadosi2014zipfs.p... [2] https://en.wikipedia.org/wiki/Zipf%27s_law