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
Be mean or rude to my little sister again and I'll kick your ass. It applies to all of you little snooty bitches. K thanks. Mixed Abusive User Added
Be fearful of the wrath of God in a country where many mock Christianity, embrace perversion, abortion, and bows to PC/multiculturalism. Mixed Safe User Added
Be a girl with a mind, a bitch with an attitude and a lady with class. Mixed Abusive User Added
Be a dog to these bitches bt be a KING TO YA QUEEN ' Mixed Abusive User Added
Bc I got too many bitches 😂😂😂 Mixed Abusive User Added
Bbl gonna go sob over gay bird babies. Mixed Abusive User Added
Bathing Sphere: Suspended Orb Tub Not for Shy People http://t.co/OHv7xbr6wo #bathing #design #weird and yet #cool Mixed Safe User Added
Basically, so...just do you. *shrugs* RT @CruzanChoklate: So if you're worried about being a ho or looking like one, good luck. Mixed Abusive User Added
Basically saying that the pound doesn't belong to us and it's English... Greedy cunts Mixed Abusive User Added
Basic niggah in his basic clothing Mixed Abusive User Added
Basic bitches everywhere Mixed Abusive User Added
Basic bitches & lame niggas < 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