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
@The_Red_Sea and stop covering yo goddamn face like the kkk. Yo yung silly ass co signing for pussy. Mixed Abusive User Added
@The_Red_Sea @shetheTRUTHtho say that shit to my face "Bruh" you a bitch for gettin in a man u dont know business. Handle yo own shit Mixed Hate Speech User Added
@The_Red_Sea @shetheTRUTHtho bitch, yo muthafukin ass reacting off that vain females' tweet & dont no the context, her dumb ass dont neither Mixed Abusive User Added
@The_Paradox He a bitch you should do it Mixed Abusive User Added
@The_GreyFoxxx @TielerMLG @HalfAssed_ and you're a vegetarian pussy Mixed Abusive User Added
@The_Greatest_10 My problem is that I love bad bitches. Mixed Abusive User Added
@The_Gambit Ha. He ain't welcome in Washington State or Nashville. Serpas is straight trash. Mixed Safe User Added
@TheTrackMamba gator bait 🐊😤 Mixed Safe User Added
@TheSicThem @AVeraIcon @lrishGirI__ @OakRidgeStars @izzyjsmom @iambo_rd @asideofbacon @APLMom @Cat_F1sh_ or a celebrity. Poor bitches Mixed Abusive User Added
@TheShoeBible @Steamed_Greens Them hoes are clean! Mixed Safe User Added
@TheSeanyV would help for some others can't handle uppers and cripples them plus if moderation isn't taken into consideration it'll be bad Mixed Safe User Added
@TheSeanyV subtweeting and using hashtag oomf what's the difference :P jk just jerkin' yo dick ya nigger faggot. 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