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
@SAULSOF1LTHY pussy boi Mixed Abusive User Added
@SAMMI_boyden you fucking twat just start talking Mixed Abusive User Added
@SAMMI_boyden well he's a cunt and he can suck my ass Mixed Hate Speech User Added
@SAMMI_boyden if we don't hang out until the concert smh ima kill a bitch Mixed Abusive User Added
@SAMMI_boyden idk let's do some redneck shit. ask samuela. Mixed Abusive User Added
@SAMMI_boyden bruh we can finally roll like rednecks (': ((drug dealers)) Mixed Hate Speech User Added
@RylannWilliams whooooo? Chelsey? Fuck her lol. She juss a bitch Mixed Hate Speech User Added
@RylannWilliams ok chill love bird lol Mixed Safe User Added
@RyeOrDie because them niggas that told you bitch made & they not real niggas or any kind of real Mixed Abusive User Added
@RyanTravers1 I lied, it hurt like a bitch, and it bruises your arm. I would suggest you don't do it lol Mixed Abusive User Added
@Rvm3o no reason to hit with you when I know you pussy I won't get no cool points Mixed Abusive User Added
@Rvm3o 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