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
Because at your local insurance agency, the customer is ALWAYS our bitch. #itakeshitfromnoone 👏 Mixed Abusive User Added
Because a nigguh but don't mean you're pussy is bomb Mixed Abusive User Added
Because I'd rather wear my hair long and have piercings, I'm a faggot that will never go anywhere in life. Mixed Abusive User Added
Because I had to accept being called a bitch every time I asserted myself. #YesAllWomen Mixed Abusive User Added
Beautiful Fairy Elegant Dress http://t.co/ouxWbYTUt6 Mixed Safe User Added
Beat ya bitch pussy up every time I see her like a bully .. Then send her outta town wit 4 cookies Mixed Abusive User Added
Beat the pussy in so well her shit still hurting from a week ago Mixed Abusive User Added
Beat the pussy down like my nemesis Mixed Abusive User Added
Bears game today bitches! Not to mention, lean and bud before the train ride lol :) #Goodday Mixed Abusive User Added
Beans that were yellow before Friday night are brown now-a few green leaves curled-frost but not freeze-bean size reduced - top end shrinks Mixed Safe User Added
Be trippin when I call you hoe but bitch you know I talk like Dat! -- @1future voice Mixed Abusive User Added
Be my backbone every nicca need a spine 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