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
@TNKidsFoodPorn @Oreo ..............😒 Mixed Safe User Added
@TMark617 feel same way about New England Patriots & New York Yankees. But unlike u, I've worked in Boston & NYC. Texas prison is upgrade Mixed Safe User Added
@TMZ @britneyspears mickey mouse ears hat....and tail for that matter. Mixed Safe User Added
@THYGOAT @ItsVinnyDoe_ those crackers will leave you parched asf Mixed Safe User Added
@THEdrewm3 bitch smd Mixed Abusive User Added
@THEalexflores10 bitch answer my calls Mixed Abusive User Added
@THERACISTDOCTOR One less little nigger that would grow up into a big nigger. Mixed Hate Speech User Added
@THEHermanCain then send this one to your teabagger friends https://t.co/hsADkzcAIn and watch their heads explode Mixed Safe User Added
@THEHermanCain @redskins I'm not a liberal & I support changing the name. It transcends standard political grandstanding. Mixed Safe User Added
@THEDINGOJOHNSON @KillAll_Simps no ur the blind bitch. Dude in the video is way skinnier. Mixed Abusive User Added
@TG_Hawks #yellow 🌝 Mixed Safe User Added
@TB12FAN that's what I thought pussy 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