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
@Kstar__ lol damn. just thought i'd let you know. my dad was going super saiyan ape shit. Mixed Abusive User Added
@KristynEdwards why were there penguins and a bird in the puppy bowl??? Mixed Safe User Added
@Kristenbitess is having a birthday so make sure you tell that bitch be happy. 😎😊 🎉 & celebrate without drugs 🚫 Mixed Abusive User Added
@Krbfarms @Cornfrmr I was gone once, dog ran a coon up the transformer pole, she picked it off with one shot-and still had electricity! Mixed Safe User Added
@Krbfarms @Cornfrmr Homemade Angel Food, yellow cake with half-inch chocolate frosting, Devil's Food to die for, Pecan Pie Mixed Safe User Added
@KoryKisling we gotta get like 20 heads to go. Everyone brings tree, some bring food, bitches, and liquor of course. Mixed Abusive User Added
@Korrect973 don't pay dem bitches and they dirty ass chucks no mind bro Mixed Abusive User Added
@KoolQueef Inch that bitch out and flick it wit my tongue like a damn pinada Mixed Abusive User Added
@KoiyaThePerv exactly so tweet some other shit fuck all that don't be like everybody this ain't monkey see monkey do koiya Mixed Abusive User Added
@KodyMark1 hahahh thank you fag boy! #represent Mixed Abusive User Added
@KodyMark1 go Yankees Mixed Safe User Added
@KingsleeyNYC yep lmao. Its been a hectic few weeks. Waddup ho 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