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

25504 Records
Phrase Text Dialect Category Label Source
See 👀 ima stop ❌🔚 getting on this here Twitter arguing with you hoes👎👎......stupidity is a trait that I ☝️DONT NOT FUCK WITH 🚨🚧 Mixed Abusive User Added
Seconds from the end, what's it gonna be, pull the trigger bitch. Mixed Abusive User Added
Seconds from the end what's it gonna be, pull the trigger bitch Mixed Abusive User Added
Secondary playing like hoes. Mixed Abusive User Added
Second time these gentrified bitches got on my nerves this morning. Mixed Abusive User Added
Sebastian is high on cat nip rn Mixed Safe User Added
Seattle Mayoral Election this year. A choice between a bunch of women, non-whites, and faggots/fag lovers. http://t.co/rwhgMRLaZX Mixed Hate Speech User Added
Seaside smell like stank ass pussy bruh😂😂 Mixed Abusive User Added
Search the terms "Obama" and "Twinkie" and get a bunch of people rehashing the same handful of jokes while having no idea why Hostess failed Mixed Abusive User Added
Sean Kingston look like a Facebook dyke http://t.co/OxFbMRTOCs Mixed Abusive User Added
Screaming money over hoes nigga you ain't fuck shit Mixed Abusive User Added
Screaming 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