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
@LiamGeraldShone @AranNicolWHUFC @DSaend ur a fucking half breed dog. Stop acting. Mixed Abusive User Added
@LiamGeraldShone @AranNicolWHUFC @DSaend get a real hair cut faggot. I served my country in the Marines for 8 years. What have u done. Mixed Abusive User Added
@LexiLuckerSykes some white bitch on Facebook lol Mixed Abusive User Added
@LexiLanxon ratchet white trash Mixed Abusive User Added
@LexVan13 go back to nigeria faggot Mixed Hate Speech User Added
@Levi_Page I don't bend that way queer. Thanks for the offer it's flattering. Mixed Hate Speech User Added
@LessonswithKate - I'm jst fckn w/ you.😂 I've always wanted to jigg hella good too. we jst not wild enough to be in the circle cuz.😭 Mixed Abusive User Added
@LessThanJR And the Yankees gave you a win. :) Happy Birthday!! Mixed Safe User Added
@Leslieeeixta @LettyGuerrero3 haha Noo bitch now! 👇 stop playing games hoe! 😅😂 Mixed Abusive User Added
@LeonCountryBwoy your a big yute to be having slits in your brows my darg lol drop it out Mixed Safe User Added
@LeonBaptist idk you into mouthy spics on welfare with 6 kids and 3 baby daddy's? Mixed Hate Speech User Added
@LeighKillian Nice 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