Manual categorization analysis

For several categories, it was not easy to pick samples since the categories were vague and the process would be too tedious.
For others, it was easier to use key words from the category or the samples of the category to find additional samples.
A better approach would have been to use a much bigger sample.
The expected boost from augmentation will be very slight.