@fivos,
Yes sometimes - there are a few bars I have been too though that have little hooks under the bar near where your legs would be so you hang your purse - just need to make sure you have your knees near them so as no one tries to nab it. Also, easier to forget when you leave.
I usually leave on my lap or behind my back depending on how the seating is.