BEST TIME OF YEAR TO AVOID BIG CROWDS AT THE PARKS

Like Jess said, avoid summer vacations or any other times when school is out. Going during the middle of the school year would be the best time, like March, April, etc.

Avoid any school vacations so February, March, June, July, August and December are usually out.

Non holidays and during the week like Tuesday or Wednesday