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
@goodgraces_ k bitch http://t.co/itUAHyHc0R Mixed Abusive User Added
@gonzalez_sassy ur not sassy white trash change ur username Mixed Hate Speech User Added
@goldnsilvercoin this guys company had best year EVER...under Obama....conservative teabaggers are scum Mixed Safe User Added
@goldnsilvercoin the worst terrorists are republican teabaggers... Mixed Safe User Added
@goldnsilvercoin @TheOregonianBoo @RepBonamici God forbid! She actually voted to give people affordable insurance rates. That bitch #teabag Mixed Abusive User Added
@goldiethegamma @CLoprestiWFAN I'm referring to the second down put Vick in slot play #trash Mixed Safe User Added
@goldietaylor @theGrio puppets like Don will intentionally and forever cripple our people's ability to unify a Eco and political consensus Mixed Safe User Added
@goldielocks512 Bitch pussy Mixed Abusive User Added
@godrocamora416 faggot Mixed Hate Speech User Added
@gmalko1 lmaooo fag Mixed Abusive User Added
@gmalko1 @jakeywakeyz a hour you're home and chillin and I'm working pussy 😘 Mixed Abusive User Added
@gln @capotej Do you think the guinea pig was okay? :( 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