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
@eGoTheIcoN those "trash" SnD stars would scrape ur team in SnD and most pro teams. Mixed Safe User Added
@eGoTheIcoN everytime pro teams do GB tourneys that get schmanged. Im not fanboying im just saying I don't think u should say they're trash. Mixed Safe User Added
@dxum7 Jordan's are trash Mixed Safe User Added
@dustincmc @KevinKillsThngs ghetto=black Mixed Safe User Added
@dustincarter16 bitch I was out dea and your ass was sleep Mixed Abusive User Added
@duhhvenuhh love you too bitch💁😘 Mixed Abusive User Added
@dtholcomb32 they hv loads of cushion on the soles of them. They would feel good on ur dick. Mixed Abusive User Added
@drunksixthgrade @tbhstop you are a bitch. Mixed Abusive User Added
@drrrruuuu @TheChrisCates pussy Mixed Abusive User Added
@dropdeadfred11 money can get you good weed, but not always the best of pussy. Sorry my friend (: guess Mixed Abusive User Added
@drew4130 @mailgal2000 Y'all hire colored folk? Only work half da day and throw da mail in da sewer if we ain't done Mixed Hate Speech User Added
@dreadywhiteboy @JwanUrebay then the kid he sold it to brought it back to him cooked in a brownie 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