There are different Bolivia visa types: tourist visa to Bolivia, business visa to Bolivia, etc. For each type you need to provide a specific set of documents. The processing times may differ as well. Please check the requirements, processing times, download Bolivia visa application form here and apply accordingly: http://bolivia.visacenter.ca