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
@michaelragen @somesuchandco @whatupag you guys are pussies Mixed Abusive User Added
@michaeldbirch What else do you expect from that nigger lover? Mixed Hate Speech User Added
@mia_coop speaking about me all the time tryna make me look bad like you wasn't just eating my pussy . Mixed Abusive User Added
@mhs_austin drive you nigger Mixed Abusive User Added
@mfsasso or jim crow laws segregation lynching laws... anti womans suffrage laws... amazing how everyone doesnt want to bring that up Mixed Safe User Added
@mflagginski I live in the eye of a white trash hurricane. Milwaukie OR. Where people use bikes BC of DUI's not to save the environment. Mixed Hate Speech User Added
@metroadlib I be THIIIIIIIS close to going real east side Detroit on they monkey ass. But. I don't. Mixed Abusive User Added
@mesmart029 Someone recently told me that a local yokel was going to "use my twitter account to damage me" so... Yeah. Mixed Safe User Added
@meowfiesta o #k #bitch Mixed Abusive User Added
@mel0_yell0w ain't that a bitch. Mixed Abusive User Added
@megynkelly next you could ask the grand wizard of the #kkk why so many are intolerant this poor soul's views. #cunt #tcot #frc #p2 #foxnews Mixed Abusive User Added
@megynkelly I don't understand the need for multiple autopsies. I guess they're going to keep on until they can slant 1 against the officer 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