yea.... birds are hard to ID sometimes...
As a biologist sometimes I need to be able to ID birds in the habitat.... most of the time i can't.
In the city, most sparrows you see here in California are House Sparrows.
Sometimes you will see white crown sparrows or golden crown sparrows.
Hummingbirds are fun to watch too.