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
You knows dat once you white bitches has da black cock on yo uptight white asshole you wants it again and again and again Mixed Abusive User Added
You know you married a hoe ass bitch when she let the nigga come over and let the nigga take ya porn DVDs. Mixed Abusive User Added
You know you kinda seem like a nasty bitch. 💁💋 Mixed Abusive User Added
You know you are in the ghetto when you see streets named Martin Luther King Jr & LittleJohn. #halp Mixed Safe User Added
You know you a bitch ass so I don't need to say it. Mixed Abusive User Added
You know why we call life a bitch? Cuz she don't use no lube or nothin when she stick her big ole cock up your ass and fuck you raw. Mixed Abusive User Added
You know what, all you are doing is being a burden to me. A fuckin annoyance and I hate bitches like you Mixed Abusive User Added
You know what im into nigga .. Money & expensive bitches Mixed Abusive User Added
You know what fuck you too bitch your such a little hoe! >.< Mixed Hate Speech User Added
You know what fuck that bitch and you didnt react? girl it's me and you Mixed Abusive User Added
You know these hoes wishy washy ! Mixed Abusive User Added
You know these hoes wishy washy 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