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 weird on here. Fake hoes for attention Mixed Abusive User Added
Y'all wake tf up. Y'all are pussies it's summer time turn tf up! Mixed Abusive User Added
Y'all tweet the same shit everytime I get back on this bitch Mixed Abusive User Added
Y'all trying to use The Lord to sell pussy on this corner... I already know! Mixed Abusive User Added
Y'all think @Paula_Deen would call my daughter a nigger? http://t.co/AiOIFhXDmT Mixed Abusive User Added
Y'all suck on flappy bird Mixed Safe User Added
Y'all sleep on Shy Glizzy 😴 Young Jefe😈 Mixed Safe User Added
Y'all saw how mad that little chunky boy was? He wouldn't even let his dad touch him, bruh lmao Mixed Safe User Added
Y'all really risk ur lives weaving in & out of traffic traveling thru two counties for some pussy? Mixed Abusive User Added
Y'all pussy ass niqqa need to make some moves && get up there 😌✈️ Mixed Abusive User Added
Y'all niggas ain't talking bout nothin.. Not a thang, not a not a thang hoe Mixed Abusive User Added
Y'all motha fuckas best love my foam party in July. This shit is already a 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