I've seen it done before. They were having a big one the last time I was there. Lots of banners and balloons. I don't know about the process for sign up or registration, or if there even is one. I would expect there is. The kids section is separate from the dog park, so you don't have to worry about any interaction between the two.
Yes, it would be fun!
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