It looks to me like some of the ranges possibly have no data, meaning the max system.network.in.bytes is 0 for that interval. Could you try setting an interval to something other than "auto", like perhaps "1m"?
The reason you're getting negative values is because a derivative shows the rate of change, and if you have one interval where the value is 10 million, and then the next interval has no data (and thus a max of 0), the rate of change is -10 million, which is what is displayed in the graph.
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