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
@sevensixxx_ @oldirtyjesus great reply except it was trash Mixed Safe User Added
@serenity_23 I assume so, the tranny went out this morning. I have a maxima. Mixed Safe User Added
@septemberTHA15 @CallMeRenee_ wuss up bitch Mixed Abusive User Added
@septemberTHA15 @CallMeRenee_ Wussup bitch Mixed Abusive User Added
@sellis1994 @NickEhlers01 @CoryRitter @RToohill @farmersims Agronomist once told me "beans are a bitch-they do whatever they want" Mixed Abusive User Added
@selina_dabbagh the song? About pollo hermanos and Heisenberg? Mixed Safe User Added
@selenalinn_ the jets are trash my bad i see what you meant 😂 Mixed Safe User Added
@sekhmet1975 Cactus is a yellow lab chow mix too! Hershey was everybody's "active" buddy. Cactus is one special pup. She's an Angel. Mixed Safe User Added
@seductiveally @sunstylesshinex oh now your bitch ass wants to reply back after 3 days bitch bye Mixed Abusive User Added
@section90sSoul yall defense too trash for that 😂😂😂 Mixed Safe User Added
@secretasianman @kitt Yeah, she's a real pom maven. Mixed Safe User Added
@seansteiger31 yea cause I showed ya bitch ass 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