Umbrella is also used when weather is very hot, aka super sunny days. This app should factor that in as well rather than just exclusively for rainy days.
Ha! I would never have thought of that. You can also see it from the other way around, when its a sunny period for a long time, you are more likely to be caught by surprise (of rain), as you are less likely to look at the weather forecast.