This doesn't actually predict weather, though, correct? It just sits on your roof and tells you whether it's raining? So... the same could be achieved by sticking your hand out of the window?
I like data collection too, I guess I was just confused by the first part that was the author talking about their commute and how they would forget an umbrella.
