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
@_xpriceless_ ok bitch damn I will I'm not even tierd my phone just dying Mixed Abusive User Added
@_xpriceless_ naw fuck u bitch and go suck up cartier Mixed Abusive User Added
@_xpriceless_ correction bitch yo illiterate ass wanna eat my pussy and I got some center street boys dat u can suck up nun major Mixed Abusive User Added
@_xpriceless_ bitch u got me fuckked up go suck lil action whamm like u always do on thursdays and fridays didn't think ik did u Mixed Abusive User Added
@_xpriceless_ bitch u forcin it talkin about my family and shit watch out Mixed Abusive User Added
@_xpriceless_ bitch take dat shit down imediatly Mixed Abusive User Added
@_xpriceless_ @Casio_DatGuy bitch u got me fuckked up Mixed Abusive User Added
@_xpriceless_ @Casio_DatGuy bitch get punched tf out lol Mixed Abusive User Added
@_wordtothewise I am hurt im.not in it wtf, fuck Danielle that bitch Mixed Abusive User Added
@_womanoverboard "nigger" Mixed Hate Speech User Added
@_westwest_yall @phampel WooHoo! New Black "Kill Cracker babies" Panthers to the rescue! #racist #trash #thugs #Ferguson #fergusonriot Mixed Hate Speech User Added
@_turtle_gang lets fuck hawt bitches at Foam and Glow?😏 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