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russ_watters said:positivity rate does not equal infection rate unless you are testing a random sampling of the population.
Agreed. But it shows (and your plot shows more directly) that the number of tests is changing dramatically over time. In that context, one shouldn't conclude that a change in the number of positive tests is due to a change in the number of infected.
I think we have discussed in another contest (Pennsylvania?) that different populations being tested have different positive (and presumably infected) rates and one can see wiggles in these plots as these samples are added - especially when they are added on a single day. I didn't find statistics on those tested, but those who test positive skew 4 or 5 years older than the population as a whole.
The death rate is flat. That's delayed by two weeks or so it does tell us something about the conditions in early June, but won't tell us much about the reason for the uptick happening ~now.