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
@bosxe it worked, bitch!!! Mixed Abusive User Added
@bossliyah_ DM me your number hoe Mixed Abusive User Added
@bonnoxxx yea cuh a bitch fuc donald sterling .. Cuhz pimpin tho Mixed Abusive User Added
@bonnoxxx u smokin that 87 bitch Mixed Abusive User Added
@bonnoxxx nah she said you a fag Mixed Hate Speech User Added
@bonnoxxx haha bitch ima draw a webb in bullets round yo fuggin forehead #BeamThat bitch i know where you reside Mixed Hate Speech User Added
@bonnoxxx 😭😭😭😭😭 how u kno im talkin bout you bitch lmfao Mixed Abusive User Added
@bonnoxxx 😂😂😭😭 since day 1 u remember tha bitches in alabama lmfaoo #BIG Mixed Abusive User Added
@bonnoxxx 😂 nah bitch u addicted to spazzin fasho fuc molly tht shit happend 1 time and lean scarce so stfu hoe ass go spazz on sum thot Mixed Abusive User Added
@bongwynnn wow what a faggot Mixed Abusive User Added
@bogglethemind83 @AJ0427 Was about to fly to Portugal & open a can of whoopass since they started to zoom out during "Still run this bitch" Mixed Abusive User Added
@bocgeogaddi @anepicname lmaooooo epic bird wins. 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