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
@Marcfoor4 bitch you can get to. Mixed Abusive User Added
@Marcfoor4 @_Maniac_Mind_ Am not down with gay shit u better ask my bitch Mixed Abusive User Added
@MarcSx9 lmaooo dj’s stranger danger, im just a coon. Mixed Abusive User Added
@MarcSesslerNFL ya 5 games are you a retard? Mixed Abusive User Added
@MannyPacquiao thank you for proving my bitch ass wrong tonight. Mixed Abusive User Added
@Mana_Lynn I smiled first and then you mugged . So of course ima mugg back. Can't bitch out lol Mixed Abusive User Added
@ManBearDrgn would be funnier if America and not pussy Canada. Mixed Abusive User Added
@Mal_DaGladiator bitch fuck you get out my mentions malzeno! Mixed Abusive User Added
@MakeSamProud : stfu hoe 😂😂😂 Mixed Abusive User Added
@MakeAnothaHov T.o. was a faggot crybaby Mixed Hate Speech User Added
@MakEitSndGoOd @Fewjr we block us then and see what happens. You think we on ya high yellow ass now. Just watch Mixed Abusive User Added
@Mahdyymahd @SoftestMuffin @_tee13 @TorahBlaze like the cure time when u shut da fuck up from gettin in other folks bizness like a lil 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