Are stock prices related to inflation?

Since I feel we will be having higher inflation soon, I was interested in identifying the relationship between stock prices with inflationary periods from the past. I initially thought stock prices would trend upward with inflation similar to consumer products however I found this analysis pretty interesting indicating the contrary.

http://rack1.ul.cs.cmu.edu/sinflat/

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