A practical description on text vectorization using the Python packages word2vec and doc2vec. This step-by-step description includes processing the data, creating the document vectors, and feature extraction. The process is demonstrated using the National Highway Traffic Safety Administration (NHTSA) publicly-available vehicle concerns database.