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
@DetroitPlayer @prettytreazure gotta be atleast 5'10 to call me a bitch lol Mixed Abusive User Added
@DetroitChe bitches be like.. "it means something to me" Mixed Abusive User Added
@DestroTheNoble @nekolin purple & pink....for the faggots who want to be protected...by the police, instead of BEARING ARMS if need be! Mixed Hate Speech User Added
@DerringerEagle ur moms pussy died a slow death so well have good company #virgin Mixed Abusive User Added
@Derek_Kirchner7 @tori_mills02 fags😷😷 Mixed Hate Speech User Added
@DerekIsNormal RT @crappyfactsare McRib buns contain a chemical "azodicarbonamide" which is also used to make yoga mats & soles of shoes Mixed Safe User Added
@Dem_lips_tho u knw me homie!!! show the bitches no love!!! Mixed Abusive User Added
@DeliaParedez @rikki_lovee @GabrielaAngela4 @StephyRae7 @TheOneMiss_Luu @Ramona_Pilar I'm coming bitches. Mixed Abusive User Added
@DefineMEee lol tell dat white bitch I said hey Mixed Abusive User Added
@DefendWallSt those little #ISIS faggots usually have bags over their heads anyway. Makes bullet placement interesting thru a scope. Mixed Hate Speech User Added
@DefendWallSt Whatever! Fuck all those assholes. They're niggers, they all look alike to me. Mixed Hate Speech User Added
@DeezNutsDoe you dirty little 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