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
Hate when bitches tryna put you in the friendzone...bitch I'm tryna score, put me in the end-zone Mixed Abusive User Added
Hate when bitches talk like they rey fuck your brains out then be like "im just filrting" lmao fuck u bitch Mixed Abusive User Added
Hate when bitches get boyfriends then forget all about you like you wasn't there before they got together Mixed Abusive User Added
Hate when I'm in a girl city call her then she call back after I'm on the plane bitch FOH Mixed Abusive User Added
Hate this dyke Mixed Hate Speech User Added
Hate that bitch RT @NYSAnimal Ray Donovan's wife is pissing me off Mixed Abusive User Added
Hate on what bitch http://t.co/QzTnw6cdKi Mixed Abusive User Added
Hate dat hoe Mixed Abusive User Added
Hate aw they "gym" cunts in ma year, I'd rather eat like a pig and drink like I've got a problem Mixed Abusive User Added
Hate a hoe that think relationships are seasonal.. "Winter comin, Let me get me a boyfriend".. Sound dumb as hell.. Mixed Abusive User Added
Hate a bitch that's always in some mess Mixed Abusive User Added
Has anyone ever purchased baseball field dirt? I really want dirt from @Yankees Stadium for my grandfather's grave. #weirdtweets 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