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
@marylene58 @sunflower1790 @shelliecorreia @Jan4USA no just a niggress that thinks she's human. Mixed Hate Speech User Added
@marshabitch don't start lil bitch Mixed Abusive User Added
@markoketchuck the black girl is lighter than every other bitch on here! y'all needa stop playin, fuckin up darkskin girls' body image Mixed Abusive User Added
@mark_mac18 @sheppast @rianscalia groves is trash IMO Mixed Safe User Added
@marissarose_10 Your mouth Your pussy Your ass My dick And a sandwich after we fuck. What kinda question is that? Mixed Abusive User Added
@marissaaxoo @kakestevens @mandaclementine someone needs to give these bitches a gatoraide or ten Mixed Abusive User Added
@mariaisab3lla at that point, just call me nigger. Mixed Abusive User Added
@marcus2kings yeah hoe ass nigga 😔😔😔 Mixed Abusive User Added
@marcostc__ you're right momma ain't raise no faggot Mixed Abusive User Added
@marcostc__ niggas be pressed 4 pussy it ain't nuthin instead of worrying who dat bitch fucking why don't u get chu sum money Mixed Abusive User Added
@marclamonthill will you mention why being called nigger is wrong(witch i agree with) & bossy is wrong.but being called a pimp is still ok? Mixed Hate Speech User Added
@marclamonthill all #nfl stadiums play music by jay-z a former drug dealer whose diaphragm wouldnt work w/o saying nigger in every song 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