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
@VG3_ man some of these bitches are in denial about it. 😂😂😂 Mixed Abusive User Added
@VAKILL shut up faggot, you and Ras need to make an album together, we'll Ras fell off, you didn't (cont) http://t.co/nrmc483M Mixed Abusive User Added
@UptownRaised Shame that your mama didn't teach you not to call women "bitch". Well, we all ain't that fortunate, I guess. Mixed Abusive User Added
@UniversionRBLX Don't you have a trash can? Mixed Safe User Added
@UnicornCowboy @Lvl_7_Eevee don't ignore me faggots! ;c Mixed Abusive User Added
@UnicornCowboy @Lvl_7_Eevee @hisorraya mutha fuckahs better bring me all the brownies ever! Mixed Abusive User Added
@UltraGoogle what's a puto isn't that bitch in Spanish. Mixed Abusive User Added
@UdrewhendersonU Nope. Super chocolatey yummy brownies. Mixed Safe User Added
@UberFacts studies show that you're a faggot Mixed Hate Speech User Added
@UberFacts eat yo pickles bitches! Mixed Abusive User Added
@Tyler_Gale12 @bellakoval @apmorales96 it's at your house bitch Mixed Abusive User Added
@TylerDunn22 all strippers and sexy hoes follow my mans!! 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