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
@_tee13 @TorahBlaze @Tommyguns____ @SoftestMuffin let one of them dingy real nigger dogs catch it. Miss Torah dont want that thot shit Mixed Abusive User Added
@_tee13 @SoftestMuffin @TorahBlaze u 2 lost puppies dont know shit. Leave them niggers alone u can learn something besides how they like Mixed Abusive User Added
@_tee13 @SoftestMuffin @TorahBlaze After you spread that filth of urs to that white dog, he & the good ol boys were ltao on fuckin a monkey Mixed Abusive User Added
@_spenceyy @5SOS not scanger Mixed Safe User Added
@_shegotthis yellow rice black beans and pork chop sis Mixed Safe User Added
@_reathie u better sit yo ass in that bitch til 330 Mixed Abusive User Added
@_reathie man bring yo bitch ass here ion give a dam bout yo mf attitude Mixed Abusive User Added
@_queenveronica haha yolo, did ya hit that hoe? Mixed Abusive User Added
@_puderbaugh don't be a bitch. Get two. Mixed Abusive User Added
@_noWashington what that hoe was like Mixed Abusive User Added
@_noWashington he liked that hoe Mixed Abusive User Added
@_n1k_nak Status Report: Making a pit stop in Canada to rape bitches Mixed Hate Speech 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