I think I can speak for others, but YMMV, you'll find that you'll start trusting your weather stats at your location, no matter what the "official" values are at the airport...
For me, this is especially true of rainfall and humidity, due to my proximity to water, and the prevailing winds... The airport is far enough inland that the seabreeze line doesn't always reach it, whereas it will easily go past my house, so I'll get a humidity spike, while the airport can be 30-40% lower.
Same with rain, we tend to get narrow bands of rain, so 1/2 mile north of me they'll get hammered with 2", and I might get .1"...
Anyway, it doesn't take much of a breeze across a body of water to affect your local humidity, especially only 30' away! I'm maybe 1.5-1.75 miles inland from the ocean (yeah, makes me look forward to Hanna... not
) and the seabreeze has a major effect...
Thing is, you're not trying to match the readings at the airport, or someone else's station (unless they are next door), you want accurate readings at your location. If that means you are affected by the lake, then you have correct readings...
My viewpoint anyway...