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
@GenuinelyOT you out yo mind. Rose colder than Kim, & way more down to earth. Kanye bitch give him more problems than Wiz's does. Mixed Abusive User Added
@GenuinelyOT lol, that pussy got rich niggas losing their minds too. Got Drizzy & Breezy beef'd out, that puss is the devil's playground. Mixed Abusive User Added
@GeneTNBARockBox Says the old man :( I hope you can survive another 10 years, you silly Jigga boo monkey Mixed Hate Speech User Added
@Garner_412 heyyyyyyyyyyy fag boy am I gonna watch you play? Mixed Hate Speech User Added
@GarciaC28 those nudes were trash 😂😂😂😭😭😭😭 Mixed Safe User Added
@GallagherEmily nigra in da back Mixed Abusive User Added
@GabrielaAngela4 I am always there bitch! Mixed Abusive User Added
@GabrielaAngela4 @StephyRae7 Gabby why are you so ghetto? Mixed Abusive User Added
@GabrielaAngela4 @DeliaParedez @StephyRae7 @TheOneMiss_Luu @Ramona_Pilar @rikki_lovee whatever Gabby! You hoe Mixed Abusive User Added
@GabeJGonzalez @RPopBox and a prime Leija would trash most of these 140 dudes today! Mixed Safe User Added
@G_Babyrachi niccas dnt kno bout da art of finessin Mixed Abusive User Added
@G_Anderson4 lol it's gonna be so fun got two niglets on the way 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