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
What the hell are we doing with pussy rules that soldiers don't carry weapons 24/7 on base? They are trained. Liberal crap & people die. Mixed Abusive User Added
What the fuck kind of redneck commercial was that???? #indycar Mixed Abusive User Added
What the FUCK? THO? REALLY? The Entire FUCKING #World #MEDIA is has gone #Obama #retarded not to know #medical #science PROTOCOLS? #wuh? Mixed Abusive User Added
What that bitch Tryna say Mixed Abusive User Added
What state got the best pussy? 👀 Mixed Abusive User Added
What restaurant drugs tests hahahaha that's fuckin trash Mixed Abusive User Added
What ppl expect, august aslina is a nig from New Orleans Mixed Hate Speech User Added
What now bitch I've got you're girlfriend @owne1235 http://t.co/cydgooP9YZ Mixed Abusive User Added
What manner of black folk take their kids riding in the ghetto to point out misplaced youth and victimized & cursed brethren and say: Mixed Safe User Added
What makes you lose your temper? — dumb ass bitches who talk shit but won't walk a mil in you own shoes http://t.co/1V4dpwHeUl Mixed Abusive User Added
What made this niggah say that out his mouth Mixed Abusive User Added
What mad cunt created masturbating? That dude needs a high 5... 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