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

25504 Records
Phrase Text Dialect Category Label Source
Y'all men need to watch these "cream pies" bitches be having yeast infections & on a 7 day monistat treatment. Know the difference Mixed Abusive User Added
Y'all lonely ass bitches sure do give out a lot of relationship advice.... Mixed Abusive User Added
Y'all know what I'm thankful for..... Ya bitch lmaoo my sister funny Mixed Abusive User Added
Y'all hoes so ugh Mixed Abusive User Added
Y'all hoes really get mad cause a nigga don't want cha Mixed Hate Speech User Added
Y'all hoes nasty letting any body hit an eat y'all out smh Mixed Abusive User Added
Y'all hoes love everyday Mixed Abusive User Added
Y'all hoes don't need a valentine , Y'all need Jesus Mixed Abusive User Added
Y'all hoes broke, be stealing from the mall but be flexing Mixed Abusive User Added
Y'all hoes believe anything though Mixed Abusive User Added
Y'all folks basic , ya parents both racist , I'm lawyering these hoes out here , beatin cases Mixed Abusive User Added
Y'all entertained by these bitch az niggas hitting women? Smh Who raised you? 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