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
@tranSactionRAP nigga what u talkn bout?? Tell them hoes get on they DJ UNK shit if they ain't sucking, walk it out Mixed Abusive User Added
@tracieeeeee wha? me? i'm just waiting for showtime to bring back queer as folk. Mixed Safe User Added
@tori_santana hell yea went from I love you to fuck you and that basic bitch Mixed Abusive User Added
@tori_mills02 I believe that you fuckin can punk nigga bitch😈💪 Mixed Hate Speech User Added
@tonynolanlive "There is a special time and place for decaf coffee: never and in the trash." My family's motto about their java habits. ☕️ Mixed Safe User Added
@tonipmusic woahh!! Ahha I remember her from Charlie and the Chocolate Factory! Who do you think killed Lucy? I think it was Abby Mixed Safe User Added
@tommymanson pussy Mixed Abusive User Added
@toddgunter This, this, this. Pack it up and head to NYC, please. Enjoy being called a hick for a few years, come home humbled. #plans Mixed Safe User Added
@todd_calfee @WdmJeff Hell - was lucky to have gravel - dirt roads were a bitch Mixed Abusive User Added
@tmundal just because some moist bint lobbed a sword at you, you think you're some la-de-da king? Mixed Safe User Added
@tkdfighter He gotta be colored Mixed Abusive User Added
@tjdunn23 you're such a darkie. 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