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
@DarienDaywalt bitch shut the fuck up goddam your a slut bitch whore nigga Mixed Hate Speech User Added
@DareTnzR I know these hoes ain't right Mixed Abusive User Added
@Danny_Cavanagh....available online soon? I didn't have enough to get it after my Anathema merch. It's a cracker, I need it. Can u..... Mixed Safe User Added
@DannyMndz93 @Titan21Mtzzz he's still a pogue though Mixed Safe User Added
@DaniellaParella no I wuz just making a general statement. I've never called u a bitch Mixed Abusive User Added
@DanielSizelove pussy Mixed Abusive User Added
@DanielSizelove @Conrad_MLG get on cunt Mixed Hate Speech User Added
@DanielM023 Hell na !! Hes a honky brah Mixed Abusive User Added
@DanielDavidLee @xoxoShima ya girl is a slimy ass hoe. get her under control and tell her to stop spraying bullshit out her mouth all day Mixed Abusive User Added
@DaniCim choke on bread bitch Mixed Abusive User Added
@DangItsTiff you look like fucking shrek bitch Mixed Hate Speech User Added
@DanWolken It's idiotic opinions like this that make polls less than trash. Polls weren't a problem when people with integrity were voting. Mixed Safe 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