Why would you want to do such horrible think as on button click add another spinner? That is how websites works when you are searching for a product for example. In Android we do reuse views when need it and this is excellent example.
Let user select whatever he wants, save selection in sharedprefferences or other storage of your choice. Fetch new set of data, clean adapter and push new data to spinner.Job done!