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
@ChrisPowellswag @_cblaze @Dswizzle3 Dawson and Nicky Hickman delete the fake account and and stop being bitches Mixed Abusive User Added
@ChrisMcDowell_ pussy ass nigga. Mixed Abusive User Added
@ChrisMcDowell_ dont be a bitch. Mixed Abusive User Added
@ChrisHeben you motherfuckin' bullshit slingin' son of a whore! you disgraced all vets with ur crap. now go off to pussy land where u belong Mixed Abusive User Added
@Chokmah_Makob you said good bye dumb bitch snd i said ok..what is it with you white devils...i have nothing for you vampire lover of blood Mixed Abusive User Added
@Chokmah_Makob ok! you billy goat hair hillbilly Mixed Abusive User Added
@Chink_19 shut up chink.!!! Mixed Hate Speech User Added
@Chink_19 chink thats better then having the rug rats running around yah crib girl enjoy life lol Mixed Safe User Added
@Chillindillan71 damn! Thot I blocked ur fuzzy butt. Have now. 😝 @virleehol @LanceSilver1 @ChristieC733 @WayneBogda @1_conservative9 Mixed Abusive User Added
@ChiefKeef fucc droppin songs when yu gon drop a mixtape nicca Mixed Abusive User Added
@ChickenColeman if McCoy wasn't trash that's a TD Mixed Safe User Added
@Chicago_Rose1 Dunleavy, my cracker ass honkie 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