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
One mans hoe, Is another mans... Hoe.. They don't change nigga.. Mixed Abusive User Added
One man's trash is another's Transformer → http://t.co/lpYNVqWXXx Mixed Safe User Added
One hoe be fine as fuck and the other one be ugly than a Bitch Mixed Abusive User Added
One day you niggas gone learn when not to fuck an ugly bitch. Because these pregnancies need to be stopped Mixed Abusive User Added
One big school, full of fake bitches. Mixed Abusive User Added
Once you hate someone, everything they do is offensive. "Look at this bitch eating those crackers like she own the damn place!" Mixed Abusive User Added
Once we break up, ion want the pussy nomore... RT @CPrice_504: Y’all really hate @Xbox huh? Mixed Abusive User Added
Once the brainwork is done on pacemakers at medical device companies, they call in the contract tinker toy engineers like SC_Troll #stribpol Mixed Safe User Added
Once again...HELLO HARDIN COUNTY "@TheDrunkStory: "Everyone knows a hoe named Ashley" - HSN" Mixed Abusive User Added
On ya pussy rap sheet it's a whole lot of bros ! Mixed Abusive User Added
On westside I'm screamin fuck KD bitch!!!! Mixed Abusive User Added
On westside I'm screamin fuck KD bitch!! 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