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

25504 Records
Phrase Text Dialect Category Label Source
What's up faggots bet y'all thought you'd seen the last of me Mixed Hate Speech User Added
What's this bitch retarded? GIVE ME BACK MY 16 DOLLARS “@AmandaBynes: Every time I meet somebody I assume I'll never meet them again” Mixed Abusive User Added
What's this bitch look like y'all “@pearlblueyes: add me on your stupid chapsnat::::pearlblueyes http://t.co/rASlFXof5d” Mixed Abusive User Added
What's this #picslip shit? If your posting a pic. IT'S NOT A SLIP! Don't flatter yourself. *stupid ass bitches! Mixed Abusive User Added
What's that makeup called on your cheeks? I call it bitch spots lmao Mixed Abusive User Added
What's so good about Prom? All I see is another faggot ass High School dance. Mixed Hate Speech User Added
What's retarded is that I actually love my job and have a really weird passion for it. Mixed Abusive User Added
What's really funny bout this pic is I'm sure they believe them hoes is bad 😂😂😂😂 http://t.co/15R8WoqXHd Mixed Abusive User Added
What's a trash party ? Mixed Safe User Added
What's a Queen without a King? ...A lonely ass bitch! Mixed Abusive User Added
What you saying hoe? Mixed Abusive User Added
What you know about getting money low key .. Hanging with the street niccas fukn wit the OG's 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