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
Hit his bitch I'm like shaggy I'm like no it wasn't me Mixed Abusive User Added
Hit a bitch with a car bomb. Mixed Abusive User Added
His hair so cute wit his sessy face but his ex bitch liked that picture to shit like fucc it Mixed Abusive User Added
His boyfriend gonna be like "You ain't make a team? I'm straight fag. "@ZRawTaroli: ....... The rams really cut Michael Sam. Wow." Mixed Abusive User Added
His bitch wan fuck me cuz he sneak dissin me 😈 Mixed Abusive User Added
His bitch ass is the same way so it don't matter. Mixed Abusive User Added
His bitch ass a hoe ass nigga prolly don't get no pussy Mixed Abusive User Added
His big ass smile, his eyes is chink. Mixed Hate Speech User Added
Highland BitchK . Them bitches stupid on Bloods , I'd fuck with Deja thoe 👍 Mixed Abusive User Added
Highhhhh watching dawn of planet of the apes #StonerNation #LifeComplete Mixed Safe User Added
Higher den a bitch Mixed Abusive User Added
High thenna bitch that's y I'm tweeting 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