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
I'm back bitches 😁😁😁😁 Mixed Abusive User Added
I'm back bitch Mixed Abusive User Added
I'm at home throwing up taking care of my kid. Yet I'm a hoe? Oh. Oh okay. Mixed Abusive User Added
I'm asking this boy questions like he my bitch Mixed Abusive User Added
I'm an 18 year old gay driving through the back roads of redneck Virginia blasting Cheetah Girls. If that doesn't scream sitcom, what does? Mixed Safe User Added
I'm always dumb too a extra slow ass bitch 😾😒😂🙈😩💯👊 Mixed Abusive User Added
I'm already tired and mr stupid af decides to show us a video on trigonometric notions so um yeah I just wanted to say you're a hoe Mixed Hate Speech User Added
I'm addicted to IG, Twitter just my side bitch Mixed Abusive User Added
I'm about to start calling out people and why they do retarded things Mixed Abusive User Added
I'm about to start a bad bitch mentoring association bc GIRL YOURE A BAD BITCH DONT LET ANYBODY TELL YA OTHER WISE Mixed Abusive User Added
I'm about to spray perfume on your bitch because if I have to look at trash,it might as well smell decent ✋ Mixed Abusive User Added
I'm about to push this niggah off my seat trying to squish me and shit 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