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
@ItsMander @kfc You can always gets da colored folk back in da cage wit da KFC Mixed Hate Speech User Added
@ItsMander You tryin to say ofay? Mixed Safe User Added
@ItsMander AIDS ain't all dat bad. You can become da hoe and do da crack and ain't gonna make no difference anyhow Mixed Abusive User Added
@ItsMander Is you sure you ain't colored? Mixed Abusive User Added
@ItsLexisHope Sounds like there are some major bitches in your area. Mixed Abusive User Added
@ItsLenDaddy thanks bruh dont ever forget we still on the look out for these faggots ................................. @JustCurrieOn Mixed Abusive User Added
@ItsKiaraaaa looks like you took a red marker and colored on your leg Mixed Safe User Added
@ItsKeeshKapeesh *yourself *faggot buy a dictionary Mixed Hate Speech User Added
@ItsJusMeJoJo lol you've tweeted "bitch" an excessive amount (for you) today. you ok? Mixed Abusive User Added
@Italian_Montana im a boss ass bitch Mixed Abusive User Added
@Italian_Montana @CarterBoy_leake ant is a pussy man, don't make me pull up the pic!!!! Mixed Abusive User Added
@Issa_GOLD u think that dream has anything to do with those two dumb bitches in San Diego lol 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