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
@asshole_king oh no. They drafted that gay ass that come out on TV? Well u welcome to Redskins nation. No queers just a lot of niggers. Mixed Hate Speech User Added
@asiahh__ nah I replied to you like I did to literally everyone else who called it trash... Go and check if you don't believe me Mixed Safe User Added
@asiahh__ alright bitch I hope someone deletes your life suck 30 dicks and get hit by 2 buses Mixed Abusive User Added
@ashleyypat17 if im trash ur trash since we baes now Mixed Safe User Added
@ashleyrike sick bitch!! Mixed Abusive User Added
@ashleyasatu lmaoooo I'm calling her a hoe and I'm mad? Shutcho uglass up Mixed Abusive User Added
@ashley_smith20 colored contacts Mixed Safe User Added
@ashhruggiero happy birthday queer Mixed Hate Speech User Added
@asheZ29 @mskyleighmarie bitches 😒 Mixed Abusive User Added
@asdfgheatherr no not tonight you're gonna hoe tomorrow Mixed Abusive User Added
@aschops absolutely agree with that statement. It's just so amusing how angry it makes all these teabagger scumbags. That alone is worth it. Mixed Abusive User Added
@artiequitter fuck 'em if they can't take a joke! liberal pussies only think jokes about sarah palin & daughters are funny. 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