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
@_RenaissanceJay pussy Mixed Abusive User Added
@_RenaissanceJay nigga stop hatin bitches be feelin coolio b. N two if u think dem bitch made niggas got yo back u smokin big worm shit Mixed Abusive User Added
@_RenaissanceJay get the loredo steak. Out dat bitch if u ballin Mixed Abusive User Added
@_RenaissanceJay don't send me those boxes we droided up on da mile my nigga. Got da dro droid na drum fo a pussy boy yeer me? Mixed Abusive User Added
@_Rachel_Robbins is the realest bitch out here rt Mixed Abusive User Added
@_Perarl he needs to date a grandma , I'm too turnt up for his lil pussy ass, bro and I called him lil baby names like lame & dork Mixed Abusive User Added
@_Perarl bitch all these thick bitches with they ass out on TV , do what you want Mixed Abusive User Added
@_PRAWDA_ dying? oh bitch. exit my mentions. her last era was huge. #1 album. #1 tour. golden globe (cont) http://t.co/gkuJXIaDep Mixed Abusive User Added
@_NoLackingg I kinda figured a lil bit when u said bitch u cute Mixed Abusive User Added
@_Nadiaxo fags Mixed Hate Speech User Added
@_MostDope95_ Jenny says you're an evil bitch. Mixed Abusive User Added
@_MckenzieNoel miss you bitch 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