Convert Custom Taxonomy Posts to Normal Posts

You can do that in PHPMyAdmin or using a plugin which has already been answered.

Another option is to register the same CPT and taxonomies by changing the names in this code How to Structure WordPress for an Organization and its Departments?

The data is not lost. All you need to do is retrieve it from your DB.