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 hate a nosey bitch like mind yah business Mixed Abusive User Added
I hate a extra ass bitch or an extra ass nigga . you're doing too much , just stop . It's unnecessary . Mixed Abusive User Added
I hate a don't get shit done ass nigguh Mixed Abusive User Added
I hate a bitch that love a bitch that say she love a nigga too Confused ass bitch What you gon' do? Is you gay bitch? Is you straight bitch? Mixed Abusive User Added
I hate a "I used to talk to her/him" nigga or bitch like foh hater 😒 we never talked u jus know em Mixed Abusive User Added
I hate a "Hacked at 20k" ass hoe.. Mixed Abusive User Added
I hate a " think she know how to out head type bitch foh " Mixed Abusive User Added
I hate Hashtag activism. No lie. I think 95% of it is trash. Mixed Safe User Added
I hate "chunky" pasta sauce. KEEP PESKY VEGETABLES WAY FROM ME Mixed Safe User Added
I hardly text back so these hoes love to phone me Mixed Abusive User Added
I had wack dick until I started messing with white hoes. They stuck around & let a young goon practice on em. Mixed Abusive User Added
I had to unfollow some crazy asian bitch earlier lol I don't play 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