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
@Morning_Joe You bitch and complain about how bad our vets are being treated yet you are still willing to send them off to war? Sick idiot!! Mixed Abusive User Added
@Morning_Joe Wonder how many US citizens have joined ISIS after listening to Joe Scarborough trash this "black President?" Good Job Joe!! Mixed Abusive User Added
@Morning_Joe If NBC has elected you to be a spokesman for NBC they are in a lot of trouble. I and friends will no longer watch NBC trash 1 Mixed Safe User Added
@Morgan_Savannah should have fucked that bitch up Mixed Abusive User Added
@MorganSmith_20 unfortunately you are correct sir , still eat shit and die though ....bitch :) Mixed Abusive User Added
@MorganSmith_20 peace my negro ! Mixed Abusive User Added
@MorganSmith_20 ohhhhhh , I smell a challenge . USA vs USA next time I see ya bitch ass Mixed Abusive User Added
@MorganSmith_20 he's a little bitch in general , fug Seattle Mixed Abusive User Added
@MorganSmith_20 @clint_dempsey @TRAEABN bitch you said you don't even like trae , fuckin poser!! Mixed Abusive User Added
@MorganSelae @YoungMoneyKem @Matty_Kem I got tits as big as a hoe so it evens out Mixed Abusive User Added
@Morgaanita hahaha awe yea! Got a date with the baddest bitch around! 👄🔫💰👌❤️ Mixed Abusive User Added
@MorbidMermaid do you work today niglet? Mixed Hate Speech 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