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
@DaveSwerve lmaoooo middle school knocking down all the pussy with the earrings on my shirt and no French toast Mixed Abusive User Added
@DaveSwerve boy look like a Slave on that hoe Mixed Abusive User Added
@DaveSwerve awe boy your shirt tight than a bitch in that avi polo man turnt into a wrestler fat ass lil boy Mixed Abusive User Added
@DatBoyRayT bitch ass nigga Rico 😒 Mixed Abusive User Added
@DatBoyRayT because if you support lesbians you have to support faggots there's no difference. Mixed Hate Speech User Added
@Darth_Snuff I'd sell anything if people are willing to buy it, how highly do prostitutes think of their pussy to sell that Mixed Abusive User Added
@Darth_Maxwell dude I was pissed but then looking at it I fucking died at least I'm the most yoked ape😅😂 Mixed Abusive User Added
@DarthMaverick7 @Xcntrik @religulous @chrispyosh Rather than believe that there was a man who was the very definition of good, u mock it. Mixed Safe User Added
@Darknight420 It's showing Fairy blocked me @hajihuntingpat @PaulSmitheringa @JoeDouglas1 @JewJitsuGrl @blackorchidm16 @taxman206 Mixed Safe User Added
@DarkLiquaNigga_ nigga grow some balls and concentrate pussy!! Mixed Abusive User Added
@Darienbaby_xoxo ya but you can't because its a real account dumb bitch I go to wams fucking bitch Mixed Abusive User Added
@Darienbaby_xoxo jk I'd fuck a dog before I fuck you fish pussy Mixed Hate Speech 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