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
Aint #WCW jus "bitches i wan fck" day? Mixed Abusive User Added
Ain't this a bitch---> Clock mistake in Alabama-Arkansas - via @ESPN Champ Drive http://t.co/Go1XTsuv6O Mixed Abusive User Added
Ain't this a bitch Mixed Abusive User Added
Ain't that a bitch. Mixed Abusive User Added
Ain't shit pretty but my bitch and my momma anyone can get the drama Mixed Abusive User Added
Ain't shit like fucking another nigga bitch and askin her "who pussy is this" and she say yours lmao no bitch im stealing this pussy lol Mixed Hate Speech User Added
Ain't nuttin but a white trash party. Mixed Hate Speech User Added
Ain't nun Ordinary about this bitch ✋😏 Mixed Abusive User Added
Ain't nothing that good head or pussy that curl yah toes up😂😩 Mixed Abusive User Added
Ain't nothing funnier then watching somebody live a complete different life on the internet I be like "who this hoe think she foolin" Mixed Abusive User Added
Ain't nothing funnier then watching a woman try to hide her inner hoe 😂😂😂 know she like to get hit from the back and have a finger...nvm Mixed Abusive User Added
Ain't none of these hoes loyal none of em if I cloud show y'all the stuff be coming thru my phone....but that ain't none of y'all business 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