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
@StephyRae7 No I'm pimping out you and those guys at the park playing bitch volleyball. #HairyChestsDoee Mixed Abusive User Added
@StephyRae7 LMAO. Let's hangout this weekend hoe Mixed Abusive User Added
@Stephicans mhmm tweet bird 🐥 Mixed Safe User Added
@StephenStone4 you bad little bitch Mixed Abusive User Added
@StephanieSchall @Reinhard96 ooo Logan pulling bitches Mixed Abusive User Added
@StephDaMARTIAN they made up endearing names for us like nigger spook & monkey Mixed Abusive User Added
@SteezHOE this was my nigga in that bitch man! Mixed Abusive User Added
@SteezHOE that's my lil Nigga in the middle . I was locked Wid bitch Mixed Abusive User Added
@Staydelusional I texted u fag Mixed Abusive User Added
@StayGetNutty what u doing bitch boy Mixed Abusive User Added
@StarkFreeOrDie ...honestly. That's where I'm the most retarded and is why stuck as artist hoping for a fair "dealer/manager" situation.... Mixed Safe User Added
@StarkFreeOrDie ...I fuckin' want OUT> I'm tired of this bullshit faggot ass, closet racist, wannabe-commune-without-railroad state> #Cali 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