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
It's going down it's going down it's going down lil bitch. Mixed Abusive User Added
It's funny when u get a black female mad they start acting ghetto then a bitch Mixed Abusive User Added
It's funny how these swaggot white boys wanna act like they're Ballin till it comes time to tip. Sad ass crackers. Mixed Abusive User Added
It's funny how girls are crying over their nudes being on IG like bitch why you sending nudes to begin with? Mixed Abusive User Added
It's funny how females don't want to be called a "bitch" but if you put the word bad in front of it then they're happy af Mixed Abusive User Added
It's fact that a male brain cannot always hear the high pitched voice of a women.. So bitch don't get mad..I really didn't hear you!! Mixed Abusive User Added
It's either your getting pussy Or are one what will it be? Mixed Abusive User Added
It's definitely a bitch everything in life is ruled by money. Such a moral heartbreak. Mixed Abusive User Added
It's bout that time were I feel like beening a hard working woman .....and a stripper hoe by night don't judge me 💯✌️😂 Mixed Abusive User Added
It's boner Sunday bitch Mixed Abusive User Added
It's been a minute since we chilled like we use to. I hope that pussy still feels like it use to. Mixed Abusive User Added
It's beanie weather bitches 🌀 http://t.co/uy012Hkz9Q 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