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
@KazAtta LOL this is why u my nig Mixed Abusive User Added
@KazAtta I woulda jus told skylar one night 'hey I got a flight in the mornin...you wit it or nah' while textin my brazilian bitch Mixed Abusive User Added
@KazAtta @thesaidabdi dont get it twisted said aint playin ny state of mind when bitches is around *clicks link* Mixed Abusive User Added
@KaylahPrettyMom lmao girlllaaaa I don't like em chunky anymore.😂😂😂😂😷 Mixed Safe User Added
@KayciMalynn yo bitch, I miss you too. Mixed Abusive User Added
@KayciMalynn I know nigs Mixed Abusive User Added
@KayFLiii fuck bitches Mixed Abusive User Added
@Katieloukarl lol tell that hoe grow up ahaha Mixed Abusive User Added
@Katiebentel ily hoe cheer up pretti Mixed Abusive User Added
@KatieFraaancis bitch nigga Mixed Abusive User Added
@KateWhineHall I starting laughing "worked out"...not b/c I think its funny that you work... *throws phone in trash over butchered subtweet Mixed Safe User Added
@KassieHamilton @Ann_E_Lizabeth @erin_lehrer thanks kass I respect you. Not you Annie, you're a bitch. 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