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
@amandabynes i can give you some of my clothes so you can look like a cute dyke Mixed Hate Speech User Added
@alyssawiens faggot Mixed Hate Speech User Added
@alyssadugan15 cry about it. You still can't even talk to me even though I'm supposedly the shady bitch that won't confront you lol Mixed Abusive User Added
@alwayznpolo fuck all cops. and fuck you too tarah. bitch your elongated nose is shaped like a horses dick. @tarah_dactyl_ Mixed Abusive User Added
@alneeZy hung with all dudes and wasn't fuckin no bitches, so. @MauiMescudi Mixed Abusive User Added
@almuirSI Probably, yeah. By most accounts, he has the personality to handle it though. And he can wear a yellow suit if he puts up points. Mixed Safe User Added
@allyssasss I was a fag back then Mixed Abusive User Added
@allsportsbruh you say waste a draft pick on Manziel when we have Mallet. that's why I'm telling you to delete your account. You're retarded Mixed Hate Speech User Added
@allsportsbruh literally retarded. You were dropped on your head. Mixed Abusive User Added
@allsportsbruh how? All of the QBs we had before this season were trash. They brought in a veteran so they could have someone to play Mixed Safe User Added
@alliemathews tweet but don't text back ok fag Mixed Abusive User Added
@alizahwi Make yo bitch open her legs. 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