==Possible further steps==
Changed from Bag-Of-Words model to a more powerful neural network, perhaps an RNN. This would likely need even more data, though. The best way to collect more data would probably be to automate/make easier the process of data collection, and just have a few people collect a few thousand points of data. This would likely improve accuracy a lot, and allow for more sophisticated classification methods.