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
@heydenbunsyolo really u use in another nigga name and u follow a nigga who doesn't fucking like you your a faggot kok eyed mother fucker Mixed Abusive User Added
@heydenbunsyolo and how is that what I'm suppose to go for the team who beat us, that's retarded Mixed Abusive User Added
@heydenbunsyolo @jordan536633 @bird_lovin yea native and black proud then a bitch Mixed Abusive User Added
@heydenbunsyolo @jordan536633 @bird_lovin bitch no u not u look like a full breaded cracker Mixed Abusive User Added
@hernandez719 ayy might as well get. Fat hoes don't even like abs nomo they like balla bellys Mixed Abusive User Added
@hellootitty nigger Mixed Hate Speech User Added
@helloookrisssy lol I don't got nothin against nobody witta man. I'm just sayin summa these hoes be lyingggggg Mixed Abusive User Added
@hellobaphomet Are you sure you ain't colored? Mixed Abusive User Added
@helliesmalls @Huntermoore crazy bitch why Mixed Abusive User Added
@helenyvonnem they already have. Are you retarded? Mixed Abusive User Added
@hekterr don't stop now half breed, I'm just starting to learn about what makes you a dumb ass Mixed Hate Speech User Added
@heavensenttynae you kno I love stuffed clams bai 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