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
@mandaxll2963 yellow is even better Mixed Safe User Added
@mallenokc @royceyoung extra yellow. Mixed Safe User Added
@maliktender gayer then 2 faggots in bed together💁 Mixed Hate Speech User Added
@malachic1997 apparently this little pussy cant converse nevermind fight. Ive been blocked. Oh well youth gets frustrated easy. Mixed Abusive User Added
@makenzies_mask ur a boss ass bitch Mixed Abusive User Added
@mah5H stfu white trash Mixed Hate Speech User Added
@maggie_burdis @nickgoldapp lmao dude you are probably the biggest fag in nebraska 😂😂😂😂😂 Mixed Hate Speech User Added
@mafenske I didn't mock anything! Was asked I believed in Noah's arc and said no, how is that mocking any religion? Opinion that's all Mixed Safe User Added
@madi_kat prolly not. They sound like little bitches. Mixed Abusive User Added
@madi_kat @OGJaredH too pussy or what? Mixed Abusive User Added
@maddieevaans u call ur bestie a bitch I'm guessing she's a dog that barks too much Mixed Abusive User Added
@maddieevaans @felicity182 idk what ur saying probably desperate for my pussy 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