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
@actionLLJackson unless bitch is a word for awesome they are wrong Mixed Abusive User Added
@abdullah_omar comes from a guy whose sole qualification to be CM is being the lucky sperm :-) Mixed Safe User Added
@abdashcole @4x4_nation @NatalieSchroyer fuck a raptor. Have fun with that when the tranny fails on you after 70k miles Mixed Abusive User Added
@abbywiseman1 haha you were that bitch on our team 😉 Mixed Abusive User Added
@abbey_kuck I just whooped your ass why you turnin pussy Mixed Abusive User Added
@aaymee29 no that's fucking retarded are you drinking tonight or not? Mixed Abusive User Added
@aasthaxoxo oh shut your mouth i was talkin about the morning you fag Mixed Hate Speech User Added
@aaryneliza im 60 n I hate elissa, a fake ass cunt Mixed Abusive User Added
@aaliyahhhm I knowww righttt. I don't even know how to use this shit. How I update my status on this hoe? Mixed Abusive User Added
@a_murda_ happy birthday bad bitch Mixed Abusive User Added
@aBartick the bitch in the purple shorts and Aqua beats Mixed Abusive User Added
@_xxsarafina haha that hoe go hard rt 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