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
@spence1reed_ bro , i heard slaughter songs .. they all trash .. they just freestylers Mixed Safe User Added
@sowhatsides I am funny bitch Mixed Abusive User Added
@soundtracktoKy these hoe ass niggas ain't get nobody in free agency. Mixed Abusive User Added
@sotoo_dean We were supposed to work together today bitch Mixed Abusive User Added
@sotoo_dean Some random ass bitch who showed up and just left an hour later Mixed Abusive User Added
@sorryimnicki that would be a joint then retard Mixed Abusive User Added
@sorryimalex wake up you little bitch and follow me Mixed Abusive User Added
@sorryimalex slay his ass alex, lil bitch needs to tighten the fuck and needs to stop acting like grown Mixed Abusive User Added
@sophhh_marie ugly emo trash go cut Mixed Hate Speech User Added
@solopo82 y'all got the Taxis right now? And can I get the Oreo 5's right now if possible? Mixed Safe User Added
@soccersammie sweetest bitch you'll ever meet Mixed Abusive User Added
@socass_ Patrick you ain't nottin but a hood Nigga top bitch nigga 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