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
@jqualley_ @_BeautifulKeezy bitch YESSSSS I make girls mad 😂😂 Mixed Abusive User Added
@joshmtz1199 bitch I'm starving! Mixed Abusive User Added
@joshkline1992 that's my nig nog Mixed Abusive User Added
@joshgnf @brana_nv @define808 @ironbjk @mrjstn oh shut up faggot get a disease overused on twitter Mixed Hate Speech User Added
@joshbuddy blue cheese crackers intrigues and repulses me at the same time. Mixed Safe User Added
@josh_sclafani You're also a better little bitch Mixed Abusive User Added
@josh_helton Xbox live fags Mixed Abusive User Added
@josephljenkins Have heard some hillbilly grumblings that bugs worse in recent years because of MIC shutdown. Mixed Safe User Added
@jordan_luree @NatalieSchroyer me or nat!? 😂😂 def not me with that shiner Mixed Safe User Added
@jordan536633 @heydenbunsyolo @bird_lovin shut yo cracker jack buck teeth ass Am a native and a nigga the best kind Mixed Abusive User Added
@jordan536633 @heydenbunsyolo @bird_lovin bitch what huh nigga am not gonna do damn thing sir this my page, oh what u forgot Mixed Abusive User Added
@jonsweethearts how are you Argie? 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