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
@chemicalkidss this bitch look like a fucking white trash Trailer park queen lookin man bear pig. http://t.co/fqyXLJYIET Mixed Hate Speech User Added
@chelsiielynn 😂😂😂 you tried to bit my bottom lip off like it was a snack bitch Mixed Abusive User Added
@cheetahxcheeks lol trash I would of kept it if she was cute Mixed Safe User Added
@chase_wickett @LangKeaton bitch im waitin on my chicken nuggets Mixed Abusive User Added
@charmarie hoe you are doing good too! Mixed Abusive User Added
@charloosss @keepitplur @nicoleariel_ I'll chug my tall can . but homegirl won't approve lol Mixed Safe User Added
@charliesheen Charlie, im an old lady. don't EVER SAY UGLY THINGS ABOUT UR CHILDRENS MOM.. I GET IT!!!, JUS DONT! BIG HUG Mixed Safe User Added
@charliesheen Charlie PLEASE STOP. from 1 ole fart 2 another... Mixed Safe User Added
@charlierose @jdickerson racist@NorahODonnell Tx trash there's no comparison betwn Pres Obama n GWBush rt poll will show He's supported 100% Mixed Safe User Added
@charlierose @jdickerson racist @NorahODonnell Texas trash GWBush came to WH numb remember he and Republicans stole the election Mixed Safe User Added
@charlieecai ok!!!!! Stupid bitch Mixed Abusive User Added
@chanelisabeth well you're a first class bitch. So go on with your bitch life, 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