Hmm, this seems like a tricky question. I'll need to think through the concepts of series connections and battery capacity to figure out the right answer.
I'm pretty confident that removing a non-contributing variable will lead to a decrease in R-Square. The model will lose some explanatory power, even if the variable isn't significant. I'll make sure to carefully consider the implications.
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