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
@Naezus even this piss colored @The_Paradox piece of shit bought a one. Smh I hate you now Mixed Abusive User Added
@NadineLumley You suck it commie bitch @HajiHuntingGrl_ Mixed Abusive User Added
@NabilAbuAmirah... he is a redneck fuck. This turd cutter is the lyinest of liars and his district is made up of yhe same... Mixed Abusive User Added
@NY_NastyBaby you a lil bitch man,keep my name out to mouth. That's all ima say. #shhh Mixed Abusive User Added
@NYRKelsMads That pup was like, this bitch is AWESOME! Can I go home with YOU? Mixed Abusive User Added
@NYRKelsMads Thanks for calling me a fucking fag. Mixed Abusive User Added
@NYRKelsMads @pucksk8r Ware da colored elite meet to eat Mixed Abusive User Added
@NYRKelsMads @popup82 Its Perfection. My brain crossed wires or something, I dont know why I came up with Concentration,maybe the ghetto one Mixed Safe User Added
@NYRKelsMads @davidortiz @BarackObama I likes da Yankees Mixed Safe User Added
@NYRKelsMads @DaniloNavarro85 Hey fag, I said this was your aunts. *He* said it was you. Mixed Hate Speech User Added
@NYRKelsMads @DArkMEATHOOK Dat colored guy be braisin Mixed Abusive User Added
@NYRKelsMads You never survive in da colored hood 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