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
@KenoBino Ohh Mr I'm all tough cause I live in a retarded city thinks he's cool. People like you should be shoveling my snow, broke bum. Mixed Abusive User Added
@Kenny__Wright @yoPapi_chulo @Kush_Boy420 "the stupidest bitch" brb crying he called me stupid Mixed Abusive User Added
@Kenny__Wright @sincerelyayla faggot Mixed Abusive User Added
@Kenny__Wright @itsfrankybitch @yoPapi_chulo so if your 17 and in high school you dont have your own house you fucking faggot Mixed Hate Speech User Added
@Kenny__Wright @itsfrankybitch @Amber_Nicole_21 @Kush_Boy420 @yoPapi_chulo you cant call someone a fag if you're snuggling up with guys Mixed Abusive User Added
@Kenny__Wright @Kush_Boy420 @yoPapi_chulo do it i fucking dare you faggot Mixed Abusive User Added
@Kendracae "bitches ain't shit but hoes with tricks" Mixed Abusive User Added
@Ken_GTH nahh , whatever you are spook or spic, I still don't like you . Good day Mixed Hate Speech User Added
@KenSuttling You remember,it used to be funny coloured paper. Mixed Safe User Added
@KenSuttling Yankees playing tonight in the Bronx,3rd game of the current series against the diamondbacks Mixed Safe User Added
@KenSuttling Yankees beat then in the Grapefruit league the other day. Mixed Safe User Added
@KenSuttling The spear chuckers are flooding into Upton Park. Mixed Safe 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