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
@ajam never happen. Too much republican redneck oil money. Sad butt true. #corruptAmerica Mixed Abusive User Added
@aj2amazing you already know mane since 6th grade I've been killin hoes Mixed Abusive User Added
@aj2amazing Obispo ho. We'll do it big Mixed Safe User Added
@airwolf1967 @NoInfidel33 @tedcruz @SarahPalinUSA @TWShannon in ALASKA!! Nothing going on, nothing to do, nothing to bitch about, few laws Mixed Abusive User Added
@airam12_ Shit I wish it was socially acceptable for me to beat some of these bitches asses. Lmao Mixed Abusive User Added
@airam12_ I was like "This bitch better chill-" Oh hey Maria😂😂😂 Mixed Abusive User Added
@ahimla2 - we do not want you here either! Suck my pigs arse you muzzie biotch! Get the phuck out and go back to your hellhole life! Mixed Abusive User Added
@afuehring is little bitch an emotion? Cuz I'm feeling it.. Mixed Abusive User Added
@aerinblazin right 😂😭 okay bitch Mixed Abusive User Added
@adorianloveee man fuck this bitch http://t.co/oIXHg4jtv8 Mixed Abusive User Added
@adnanESPN Houston was top five in AHL attendance while Aeros were here. The transplanted snow bird would love a team. Mixed Safe User Added
@adamjferraro I'm actually with my boys right now. Your dorky ass is with your mom & dad watching Streit make you his bitch 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