You might try using the Bayesian integration to work out the probability of rain based on your observations.
It can be a bit brain-numbing to set up, but there’s an excellent tutorial here which includes an interactive spreadsheet to work out the observation probabilities for you.
Once you get it right, I’ve found it to be really accurate.
Edit: To be clear, I’ve never tried weather…