There seems to be a considerable bias, especially for smaller seminars, in that only students completing the class can submit evaluations. Knowing the reasons for why students decided to withdraw from a course could offer valuable additional insight to future students. This of course would supplement the current scraped data, and perhaps could benefit from a basic verification functionality to prevent falsified reviews (such as uploading a screenshot of the withdraw request, etc) during the comment submission process.