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
@jasongregory674 @Devondude1234 @hot_lads fuck yeah and hot big blk boots. This scally lad would get it. Mixed Abusive User Added
@jasmyncyniquee @ozzie_garza bitch you subtweeted him Mixed Abusive User Added
@jaredlikelndn monkey dong Mixed Abusive User Added
@janisjayy all the real gangsters knoww nate aint never loved no hoe Mixed Abusive User Added
@jalenwanna bad bitches only? Mixed Abusive User Added
@jakiekoelewijn nigga who's bitch u fucking cracker get your gay ass out my mentions. Mixed Hate Speech User Added
@jakeysinclair @KamenMyPants it's that puff pass it porn up on the tablet, run up to bitch with assless chaps swearing that I'm catholic Mixed Abusive User Added
@jaimescudi_ lmao fucking bitch ima whoop you like a did yesterday but I'm trying to update the roster you down? Mixed Abusive User Added
@jaimescudi_ fucking bitch Mixed Abusive User Added
@jaezona 1. Knew he was gettin pussy later 2. He yakked 3. You look stoned as hell http://t.co/ZW8x7YRMi8 Mixed Abusive User Added
@jacquibreed ok, I'll sink to your level... you're a special kind of bitch aren't you? @conserv_tribune Mixed Abusive User Added
@jacqueline_2015 I don't care if it's a "saying" calling someone a bitch is still calling someone a name. 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