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
It the principle of the matter bitch! 🙅 Mixed Abusive User Added
It stinks in here must be then pussy ass niggas talkin shit #tomyfacebro test me Mixed Hate Speech User Added
It stink in this bitch it must be them pussy ass niggas talkin shit Mixed Abusive User Added
It seem like Cory talked to 75% of all indianapolis hoes 😂😂😂 nbs Mixed Abusive User Added
It sad how bitches wake up being messy like bitch find you another career cause this ain't working out for u 😩💯🙈😁 Mixed Abusive User Added
It really is too bad that #California had faggot marriage forced upon her after her citizens declared it illegal. Mixed Hate Speech User Added
It really ain't nothin to cut that bitch off Mixed Abusive User Added
It prolli seem like I flirt but iont want none of y'all hoes 😂 Mixed Abusive User Added
It pissrs me tf off when I call you back a half a second later nd you dont answer. You a bitch ass nigga for that Mixed Abusive User Added
It opened up with some clouds parting and with SILK----->Can we get a room on the southside of the ghetto! Mixed Abusive User Added
It only be y'all worthless bitches that be like that though Mixed Abusive User Added
It might be infected “@CutieNamedKitty: Niggas would really turn that pussy down ? Buggin” 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