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
“@DrakeTakeCare12: You don’t listen when I talk, maybe you’ll listen when I walk.” That bitch still won't listen Mixed Abusive User Added
“@DrMalvo: @woods_lamar http://t.co/ChNxcPLZWR” Hidey hidey hoe! White folk be all noyvous round coloreds Mixed Abusive User Added
“@Ditto_Guwop: All these hoes been passed around to a Cleveland niggah” Mixed Abusive User Added
“@DipEx_YRichN: Why that hoe crying In her mugshot”😂😂😂😂 bruh Mixed Abusive User Added
“@DickFurari: HELL YA THEY SHOULD MAKE MORE MALT LIQUOR ADS LIKE THIS. http://t.co/H0JGORtnF8” - Dis be heaven fo a colored man Mixed Hate Speech User Added
“@DevJayAintShit: these hoes ain't loyal 😭 https://t.co/hiMKk7fYxB”😭 Mixed Abusive User Added
“@Deuce1990: What will the Lakers be after kobe” trash Mixed Safe User Added
“@Deeiiggee: My dog like scratches at the floor before he lays down.. He's weird” buddy's normal your weird bitch Mixed Abusive User Added
“@DeePaul19: I ain't got no type, white bitches is the only thing that I like!” #dead 😂😭 Mixed Abusive User Added
“@Dedicated_03: Wassup twitter 😆 http://t.co/rNeTkFXm7f” wassup bitch !! Mixed Abusive User Added
“@DavetheBrave1: Watching #AttackofTitan on @adultswim” bro you a HAN for stealing my tweet, bitch ass nigga Mixed Abusive User Added
“@DavetheBrave1: I wish you were here...” Stop crying bitch I'm omw back already haha 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