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
@elementjetson thank you mint - happy Mothafuggin birthday too, hoe!! 💛✊ Mixed Abusive User Added
@elchavaloko who cares tbh ones a shitty dirty Argentino & the other is a feather fisted nigger Mixed Hate Speech User Added
@elchavaloko what's the difference between the three of the nig Nog's? Mixed Abusive User Added
@elchavaloko pinche panamonos negros me Dan asco Mixed Safe User Added
@elchavaloko Toma ESO negros @panama Mixed Safe User Added
@elchavaloko @Buckm00se yeah sorry monkey team just keeps kicking ppl, waiting for muh pizza Mixed Safe User Added
@el_prietito @lovexlilyy Them jigaboos aka homewreckers needs to get blocked! Mixed Hate Speech User Added
@ehasselbeck @bi_politics teaching that pretend son to b a pussy! his son would have LACE ON HIS JOCK STRAP! Mixed Hate Speech User Added
@efethegoddess Wuw. Am not wun uv ur hoes dnt send mi pics Mixed Abusive User Added
@efethegoddess The shirt trash 😢 and I'm leaving your room a mess 😊 Mixed Safe User Added
@edwards_cait ghetto, driving a nice car, and not having to pay a lot for rent. I drive a Lexus, and pay little rent. Just saying. Mixed Safe User Added
@edwards_cait but you were too busy being a raging bitch and not caring that your "best friend" was going through hell So there's my punch 💋 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