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
@leetreble_ quit bitching faggot, happy you cant see your faggot family cry baby little girl crying in the parking lot, you aint a man sissy Mixed Hate Speech User Added
@lcxancilleri faggot Mixed Hate Speech User Added
@lcl03 you've been talking trash since we were 3 and 5. Mixed Safe User Added
@lcl03 the slopes aren't for us bro Hahaha Mixed Safe User Added
@lavalourry stfu prude ass basic ass bitch Mixed Abusive User Added
@lauren_kapitan @_Maniac_Mind_ No the fuck u can't dumb bitch, matter of fact go get nigga hoe cuz u not going be shit. Mixed Abusive User Added
@lauramartyy "wait n as in nick or m as in mick?" 😂😂 Mixed Safe User Added
@lauchiemac_ fag Mixed Abusive User Added
@laser_beam26 text me fag Mixed Abusive User Added
@lancejw113 so many hoes 😂😂 Mixed Abusive User Added
@lanaaabanana lady Bligh is my bitch!! I got 10 natty daddy's in my fridge #turnup Mixed Abusive User Added
@lajazz7 bitch😡 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