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
@Thompson_Era so some of Yal bitches need to stock up on jello to fix Yal broke up ass personalities 😂 Mixed Abusive User Added
@ThomasNye1 oh u can dog her out but don't show that hoe no love if u doing it with ya ol lady Mixed Abusive User Added
@ThomasNye1 my momma saw how the girls danced and was like 😳grandma was like "shake that ass hoe" Mixed Abusive User Added
@Thomas71096 Yass bitch Yass 💆💆💆 Mixed Abusive User Added
@Things4FLppl Yankees like Florida State; not Floridians. Mixed Safe User Added
@TherealGeorgeZ you are a pussy without your guns bitch as spic. Your daddy doesn't even respect the sperm he drop in your moms stank pussy Mixed Hate Speech User Added
@ThequeenTommy so fucking annoying when a hoe is like "omg relationship goals" like close your legs, get dressed and do something about it. Mixed Abusive User Added
@ThequeenSOxILL Nappy headed hoes can't call anyone ugly, stop embarrassing yourself pls Mixed Abusive User Added
@ThequeenSOxILL I'd rather ask yours, is she a nappy headed hoe too? And is your grandma as well? I'd be ashamed to be in your family. Mixed Abusive User Added
@TheoMaxximus @ZoeBarton3 fuck up pussy Mixed Abusive User Added
@Thee_MrWest pussy Mixed Abusive User Added
@The__Sweetest no shit you are, what euros would call a typical American, fat as fuck and goes to eat fast food all the time, dumb 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