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
@AustinG1135 answer my snapchat faggot #butthurt Mixed Hate Speech User Added
@AustinG1135 I do not like talking to you faggot and I did but in a nicely way fag Mixed Hate Speech User Added
@AustinBurge44 pussy ass schedule Mixed Abusive User Added
@AustinBurge44 either way both schools are trash 😉 Mixed Safe User Added
@Auroramwj @marylmcaffry @BBAnimals It's a mutation. Genealogy is convoluted. Basically the zebra gene currieries are slaughtered=Extinction Mixed Safe User Added
@AudelDavid_24 RT @ElleSzczepanski: These hoes ain't loyal @Bjames055 Mixed Abusive User Added
@AtBlackface @MrMooncricket @UncleUnco @BobbyBotsods @FuckTheMallcops @RacistNegro69 fuck u bitch Mixed Abusive User Added
@AtBlackface @MrMooncricket @UncleUnco @BobbyBotsods @FuckTheMallcops @RacistNegro69 ape? Fuck u broke ass racist Mixed Hate Speech User Added
@AsvpRvchel @kittty_jpg nah that bitch stank Mixed Abusive User Added
@AsvpRvchel @kittty_jpg @nosfiend215 nah im forreal both of yall pussies smell like some dried up crusty fish guts Mixed Abusive User Added
@AstrosCounty Jeff Luhnow is to blame for the Astros not blowing out the Red Sox and Yankees -HC Mixed Safe User Added
@Ashlynohma wtf I DMd you bitch 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