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
@King_Albert21 @Ceto_13 u pulled.that queer shit as spon as u put no homo lol Mixed Hate Speech User Added
@King_Albert21 @Ceto_13 ha ha look what this fag said lol Mixed Abusive User Added
@King_4_Murphy stop being a pussy. Mixed Abusive User Added
@King_4_Murphy pussy Mixed Abusive User Added
@KingUlyssesIV @truebake psh if a (sexy) bitch gotta sexy voice she can easily get shit goin Mixed Abusive User Added
@KingLuger carne asada, Gallo pinto, tajadas verde, queso frito and a salad With milca Mixed Safe User Added
@KingLister10 @Sweet_Loveeee @_ItsCheese that shit chunky lol Mixed Abusive User Added
@KingLiibax r u a faggot? Mixed Abusive User Added
@KingJames is such a hoe . Wear your shoes ya big bitch .....you missed the couch shot Ray Allen bailed you out ......pussy Mixed Abusive User Added
@KingHov1313 i got a dyke wit a child as whse mgr, and she jus hired another girlboy dis week.... Mixed Hate Speech User Added
@KingHov1313 boi stop! Aint no hoes in the 11th ward...never have been either, thats why nobody knew where our hood was..aint no hoes Mixed Abusive User Added
@KingHov1313 @Pr3ttyN33 song trash.... 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