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
@mitch_krebs14 @Gnarles_Charles I am that queer gnarles Charles and no it wasn't me Mixed Abusive User Added
@mistaturk5 @DaUnfuqwitable1 nigga chill throw me in the jungle watch me come out with a gorilla monkey cheetah coat Mixed Abusive User Added
@mis_sarahd @basedpapi1017 tranny Mixed Safe User Added
@mis_sarahd @basedpapi1017 never said I wanted to fuck a tranny... Mixed Abusive User Added
@miranda_mills okay, let's fight you ginger faggot Mixed Hate Speech User Added
@miquelpaniscus @ArcusGreatApes @graspunep The person actually holding the ape is NOT Paris. It's her sister Mixed Safe User Added
@mingtong007 you still are a cunt Mixed Abusive User Added
@mimiswagnotes You are an ignorant cunt. Mixed Hate Speech User Added
@mimi_sanabria I really did, right off my bed. Where you put all these dam yellow starburst!!!! *throws them out the window* 😩 Mixed Safe User Added
@milfmob @yoPapi_chulo fight me you fucking obese niglet Mixed Hate Speech User Added
@mileysbae @rihanna bitch u lying about Justin's account ugly indian Mixed Abusive User Added
@mikeoe7765 That talentless skag IS a wardrobe malfunction. 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