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
@Youlove_Tyler lol girrrrl these bitches crazzzzy Mixed Abusive User Added
@YouTalk_ILive I'm crazy, and Wayne can rap about pussy 3 songs in a row Mixed Abusive User Added
@YouBoysInGreen hahaha, made ya eat crow.... Mixed Safe User Added
@Yg_Trece I agree. You never know she may have been begging to get dropped, makes her pussy wet guaranteed. She married him right after ! Mixed Abusive User Added
@YesseSmith I was born yellow Mixed Safe User Added
@YessMe_SHAY I want my poms back lmfao Mixed Safe User Added
@Yes_THAT_KiKi hey send me your songs I need to put them hoes on a CD and bang em when I ride around Mixed Abusive User Added
@YeridZee bitches better watch out because we're running the tables tonight! 😉🍻🍺🙌 Mixed Abusive User Added
@YellabeautyKC home coon Mixed Safe User Added
@Yeahhhmans way to take orders like a little bitch, bitch Mixed Abusive User Added
@YeIIowbang yeah people know he's not trash but his game is limited and it showed late in games against Portland Mixed Safe User Added
@YeIIowbang mannn Mexicans in Houston LOVE their high school freshman hoes 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