is the park and chocolate tour open in september

Chocolate World is open year round. The park is open full time thru Labor Day weekend, then open weekends. Then Hersheypark in the Dark starts in October and Christmas Candy Lane opens around Thanksgiving

Yes

I think the park is open until August.

Then I think they are open on the weekends for awhile.

I believe the tour guide said only until labor day.