YouTube spam classification | |
10 labeling functions (weak_labels) | |
0 as HAM | |
1 as SPAM | |
-1 as ABSTAIN | |
Labeling functions list: | |
keyword_my, | |
keyword_subscribe, | |
keyword_link, | |
keyword_please, | |
keyword_song, | |
regex_check_out, | |
short_comment, | |
has_person_nlp, | |
textblob_polarity, | |
textblob_subjectivity, | |
Keyword_my : Spam comments talk about 'my channel', 'my video', etc. | |
Keyword_subscribe : Spam comments ask users to subscribe to their channels. | |
Keyword_link : Spam comments post links to other channels. | |
Keyword_please : Spam comments make requests rather than commenting. | |
Keyword_song : Ham comments actually talk about the video’s content. | |
Regex_check_out : Spam comments request users check other links. | |
Short_comment : Ham comments are often short, such as 'cool video!’. | |
Has_person_nlp : Ham comments mention specific people and are short. | |
Textblob_polarity : Ham comments if polarity scores > 0.9 | |
Textblob_subjectivity : Ham comments if subjectivity scores >= 0.5 | |