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
Why you think all these niggas end up with all these kids? Fucking ugly bitches Mixed Hate Speech User Added
Why you talking to hoes about bro nem?! 😤 Mixed Abusive User Added
Why you stressin bout a bitch . Mixed Abusive User Added
Why you shouldn't eat pussy unless you love her http://t.co/BkpLT6D9ax Mixed Abusive User Added
Why you let these hoes tear what we had right apart Mixed Abusive User Added
Why you let these hoes tear what we had apart you shud be beware beware Mixed Abusive User Added
Why you gotta be such a hoe smh I ain't captain save a hoe !! Mixed Abusive User Added
Why you fuckin wit a niggah if you aint fuckin wit a real niggah Mixed Abusive User Added
Why you Worried bout a bitch, weed, clothes,sex, game system, parties,chillin , but no job Mixed Abusive User Added
Why yes, functioning tho RT @blaaksuedepumps: Are you retarded? Mixed Abusive User Added
Why yall bitches be havin stretch marks on yall upper ass 😂😭😭 Mixed Abusive User Added
Why would you think Common is trash? Tf Mixed Safe 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