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
@DeezNutsDoe shut your mouth you little fuckin bitch Mixed Abusive User Added
@DeezNutsDoe how about you wash my butthole out with your tongue you little faggot Mixed Hate Speech User Added
@DeezNutsDoe I'd hate feeling like a faggot too punk ass hoe Mixed Hate Speech User Added
@Deeiiggee hey bitch if your gonna talk shit tag me and quit being such a bitch how did I fuck up the car? Cause it won't hold air dumbass Mixed Abusive User Added
@DeeRay_FRESH - pussy & purp.😂 Mixed Abusive User Added
@DeeMayweather the fck? dem bitches always got sum shit wit them.... Mixed Abusive User Added
@DeeJay138 @FuckWatYuhHerrd I couldn't care LESS about these bitches!!! Mixed Abusive User Added
@DeeHarris__ she might be the one DONT be a bitch Mixed Abusive User Added
@Dedicated_03 that ugly ass picture and thanks bitch Mixed Abusive User Added
@Dedicated_03 idk , I gotta think about it cause them bitches small as shit Mixed Abusive User Added
@DecodnLyfe @LupeFiasco @Larellj another black man? What does that have to do with anything? Once a monkey, always a monkey, Chicago idiot Mixed Abusive User Added
@Decimate_IX Can't even spell right. You have the brain of an ape 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