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
@garrett_winker shit what's up with then hoes I'll do both hoe, Am pretty sure u not on my level Mixed Abusive User Added
@garrett_winker or one of them bitches just be talking shit but not bout shit Mixed Abusive User Added
@garrett_winker bitch. What I like pussy go away u doing to much talking too much, I talk with my fist and u can get and yo dad little fuc Mixed Abusive User Added
@garrett_winker bitch shut yo little ass up fucking no color emo faget ads nigga u call me dumb but u don't know shit Mixed Abusive User Added
@garrett_winker bitch have you ever seen me fight why you even talking shit? Mixed Abusive User Added
@garrett_winker bitch I wasn't following u in the first place get the fuck off my tl. Mixed Abusive User Added
@garcialaura_ rt! You'll see watch he finna hit that hoe and put some Mixed Abusive User Added
@garcialaura_ lol my bad, I forgot that hoe made ya sad Mixed Abusive User Added
@garcialaura_ haha ya hit that hoe right there Mixed Abusive User Added
@gallinofmilk fight me hoe Mixed Abusive User Added
@gabebaxter text me fag Mixed Abusive User Added
@gabby_moscato @Huntermoore They would make a great baby bird pic bruh! 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