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
#porn,#android,#iphone,#ipad,#sex,#xxx, | #CloseUp | cumshot on beauty pussy closeup http://t.co/UonsdrAuV0 Mixed Abusive User Added
#porn,#android,#iphone,#ipad,#sex,#xxx, | #CloseUp | amateur pussy player milf close up http://t.co/2uHL7dhHu1 Mixed Abusive User Added
#porn,#android,#iphone,#ipad,#sex,#xxx, | #CloseUp | Squirting pussy and fingered asshole http://t.co/bKYeoUwWv2 Mixed Abusive User Added
#porn,#android,#iphone,#ipad,#sex,#xxx, | #Close Up | Another pussy close up http://t.co/hBjDGvENXa Mixed Abusive User Added
#porn,#android,#iphone,#ipad,#sex,#xxx, | #BigTits | Cute preggie slut big tits plays with swollen pussy http://t.co/iTCpEBCem4 Mixed Abusive User Added
#porn,#android,#iphone,#ipad,#sex,#xxx, | #Beach | Caught a girl rubbing her pussy in nude beach http://t.co/h8lGiTFYie Mixed Abusive User Added
#porn,#android,#iphone,#ipad,#sex,#xxx, | #Babe | ebony babe pussy http://t.co/3MxBXeZqxR Mixed Abusive User Added
#porn,#android,#iphone,#ipad,#sex,#xxx, | #BBW | Brazilian BBW Babe Drilled in pussy and ass http://t.co/Z7ksrFpmz9 Mixed Abusive User Added
#porn,#android,#iphone,#ipad,#sex,#xxx, | #Anal | Hardcore british queer anal pounding http://t.co/lRuEixMy21 Mixed Abusive User Added
#porn,#android,#iphone,#ipad,#sex,#xxx, | #Anal | Blonde tranny ass fucked http://t.co/80aRX0QJxz Mixed Abusive User Added
#porn,#android,#iphone,#ipad,#sex,#xxx, | #Anal | BBC Anal creampie bitch http://t.co/3XNeG5mnRk Mixed Abusive User Added
#porn,#android,#iphone,#ipad,#sex,#xxx, | #Anal | Anal gaping tranny play panty nylon part http://t.co/35oTesnwmx 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