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
Bitch, you may have a million dollar body, but you got a dollar menu face and a four-piece nugget pussy, so you ain't worth shit. Mixed Abusive User Added
Bitch you're the ugliest cunt ever. Mixed Hate Speech User Added
Bitch you frooooontin, bitch you frooooontin. Lol Mixed Abusive User Added
Bitch shutcho got damn mouf hoe RT @HURRICANESENSEI: Mallett ain't gon help yo funky ass texans Mixed Abusive User Added
Bitch nicca talmbout a mf 3peat....Df y'all ain't da Lakers Mixed Abusive User Added
Bitch killa gone be dacing in that bitch cdfu Mixed Abusive User Added
Bitch just sucked my dick and tried to give me sugar bitch get out Mixed Abusive User Added
Bitch i wouldn't eat yah pussy wit another nigga tongue Mixed Abusive User Added
Bitch had a redbook account with all selfies on the add like bitch no tricks wanna see yo face Mixed Abusive User Added
Bitch fuk wat a hater gotta say .......brickk ent ya bitch http://t.co/HuQVaNuWXH Mixed Abusive User Added
Bitch fuck yo nigga, what's up with that pussy!!?! Mixed Hate Speech User Added
Bitch duck on whore ass slut cunt ha Biden it's Gucci. Tho whatever. Nigea @mdsaab1 @t_jawad89 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