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

25506 Records
Phrase Text Dialect Category Label Source
Niggas spend $500 just to look good for a bitch they wouldn't even buy 99 cent burger for Mixed Abusive User Added
Niggas sooooo pussy I swear I don't talk I'm all action Mixed Abusive User Added
Niggas sleepin with bitches grandmas??? Lmfao maury fake af Mixed Hate Speech User Added
Niggas see you wit da yellow dey wanna hit you up 😒 Mixed Abusive User Added
Niggas retarded lol Mixed Abusive User Added
Niggas really be dickin over these hoes ona gram! thats the reason they got the big head now!! Mixed Abusive User Added
Niggas put on wigs and act like bitches for retweets 😒that shit fu Mixed Abusive User Added
Niggas only get fucked up only on weekends and I get fucked up daily, bitch I still do it bigger, not on my level Mixed Abusive User Added
Niggas needa stop wearing MK that's for bitches lol Mixed Abusive User Added
Niggas killin the same nigga's they grew up with && these bitches fuckin the same nigga's they homegirl was inlove with. Mixed Abusive User Added
Niggas is straight hoes bruh I'ma stop fuckin with em Mixed Abusive User Added
Niggas is pure suckas.. If you got a problem with ya mans address that shit, discuss it, & squash it... Only bitches hold grudges. 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