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
@BlakkHoodie_562 yeah that niggah played good, lowkey i wanted brazil to win Mixed Abusive User Added
@BlakkHoodie_562 fosho my niggah il be over there just been real busy lately Mixed Abusive User Added
@BlakkHoodie_562 always eatin good wit my niggah, and good lookin on the cd my boy got some heat now i can bump some bangers Mixed Abusive User Added
@BlakeAnderson21@dalton_ryann @justinmiculka01 bitch got the crew hype an still got her ass beat tonight should have brought him to us Mixed Abusive User Added
@BlakeAnderson21 thanks Hun! Haha Mixed Safe User Added
@BlakeAnderson21 Rollin coal bitches ready to blow ready set GO! Mixed Abusive User Added
@BlakeAnderson21 @jo_clark6 chicken fried steak it is boys mash potatoes gravy green beans corn an ice cream an brownies for after Mixed Safe User Added
@Blackman38Tide lmfao go to bed whitey 💁 Mixed Hate Speech User Added
@Blackman38Tide bandana Orian. They called me trailer trash for wearing my lil country getup 😡 Mixed Safe User Added
@Blackman38Tide Ha bitch, I'm pickin' up beach babes left n right on the West Coast http://t.co/lDXNpohLyD Mixed Abusive User Added
@BlackberryTroll Blah. If people are determined to think of you as a condescending bitch, it's their loss. Mixed Abusive User Added
@Black_Angelo25 chill cuz you'll regret it bro, your hitting that hoe rn why quit? 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