Zambian Language Trainer Window

Curate local language datasets and trigger asynchronous machine learning training

Multilingual

Select Target Zambian Dialect to Manage & Train:

🇿🇲 Unified (All)
🇿🇲 Chibemba
🇿🇲 Chinyanja
🇿🇲 Chitonga
🇿🇲 Silozi
🇬🇧 English
🌐 Mixed/General

Local Dataset Inspector: All

25504 Records
Phrase Text Dialect Category Label Source
one good girl is worth 1000 bitches Mixed Abusive User Added
one fly ass bitch Mixed Abusive User Added
one deep in my phantom ghost, bad bitch with me excuse me where my manners go Mixed Abusive User Added
one day im like harry styles is so hot the next day is who tf is this faggot Mixed Hate Speech User Added
one big lecture hall full of bitches in sequins limited too tank tops Mixed Abusive User Added
on the low, wassup with you hoe? Mixed Abusive User Added
on the first day of school, my backpack had no paper and no books. all it had were 4 granola bars, a brownie, and a bag of cookies. Mixed Safe User Added
on some field nigger shit Mixed Abusive User Added
on my way to fuck your bitch http://t.co/xiDFePYYiE Mixed Abusive User Added
omg this movie #schooldance is str8 up retarded, lil duval actually taller den kevin hart, n mikepps is a dayum principal Mixed Abusive User Added
omg that bitch sang uninvited? ugh :-( RT @AlanisNews: Setlist #mainestatepier http://t.co/tD3Bi3Ev2G Mixed Abusive User Added
omg dr cruz is now reminding me of Mary Ann Moreno. bitch swooped in out of nowhere and changed the dress code. no dark scrubs or sweaters Mixed Abusive User Added

Add Local Phrase

Batch Import CSV

CSV Only

Upload a custom CSV file to bulk import training data across all languages. Required columns: phrase (or text), category (0=Hate, 1=Abusive, 2=Safe), and optionally language.

Model Training Control

20%

Evaluation Results

Trained Algorithm: Decision Tree
ACCURACY
F1 SCORE
Confusion Matrix Grid
46
0
0
2
41
4
0
0
47
Columns: Predicted Rows: Actual
Algorithm Accuracy Graph