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
@ladysofchoice r u that ugly that ur avi is a bitch Mixed Abusive User Added
@laceeybugg comeover here then bitch Mixed Abusive User Added
@laceeybugg bitch im 5'7 1/2 smd hoe Mixed Abusive User Added
@laceeybugg bitch if im talker than you then youre short so stfu Mixed Abusive User Added
@laceeybugg atleast i wipe my ass trashy bitch Mixed Abusive User Added
@laceeybugg atleast i dont have dick breath you twat licker Mixed Abusive User Added
@la_di_daDEE try me pussy Mixed Abusive User Added
@kylegotjokes @yaaagirlllmeggx that's fucking bitches for ya! Using that pus to hook u Mixed Abusive User Added
@kyleefagnola call him a cock blocking faggot Mixed Hate Speech User Added
@kvngkendric_ fight . Expose hoes , do some super gay shit , anything negative , since that's how society works. Mixed Abusive User Added
@kuhnatekuhnite @studlydubly talkin' bout bitches gettin' butthurt am i right?! Mixed Abusive User Added
@kuczaaaK @Tyg235 Kris, griff is too ghetto to know anything about sperrys or vans Mixed Safe 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