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

25504 Records
Phrase Text Dialect Category Label Source
Why does @Drake like Serena Williams? She looks like a tranny Mixed Abusive User Added
Why do yall bitches act so childish Mixed Abusive User Added
Why do visiting teams WHINE about right field as if it is longer for their batters. #Yankees #YankeeStadium Mixed Safe User Added
Why do the#teabaggers like this bald asshole complain about how long a bill is? Should we just draw you morons pictures. #morningjoe Mixed Abusive User Added
Why do some scandalous niggas and hoes hate on a happy relationship? Just let them be happy together, fuck Mixed Abusive User Added
Why do some girls feel the need to be bitches for no reason at all Mixed Abusive User Added
Why do so many filthy wetback half-breed spic savages live in #LosAngeles? None of them have any right at all to be here. Mixed Hate Speech User Added
Why do people use the eggplant Emoji in reference to a dick? If your dick is purple with a green top, see a doctor bruh. Mixed Abusive User Added
Why do people bring their children to the salon, this Mexican bitch needs her animals on a leash for real. Mixed Abusive User Added
Why do peeps gotta be mad ghetto nowadays? Smh pull up your pants! Mixed Safe User Added
Why do bitches put fuck a bio in they bio?... technically u still wrote a bio. Mixed Abusive User Added
Why do bitches come to school wearing stripper heels to school 😳😒 makes no sense!! 👠🙅 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