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
@Gjulio34 we don't love this hoes Mixed Abusive User Added
@GirlThatsVonte shut up bitch Mixed Abusive User Added
@GirlThatsVonte no it ainn bitch Mixed Abusive User Added
@GirlThatsVonte lol nahh bitch dont put yo life on me ole cant drink water after 8 ass nigga #PissinInDaBedAssBoy Mixed Abusive User Added
@GirlThatsVonte i wont ima come piss in yours bitch Mixed Abusive User Added
@GirlThatsVonte dese bitches n my shot nigga Mixed Abusive User Added
@GingerDemoness @mjkeenan Does da N mean negro? Mixed Abusive User Added
@GingerDemoness @jcapswgr All dem colored boys be sayin I dare baby daddy. I gots to protect my semen under da lock and key. And I wrap 2x Mixed Abusive User Added
@GingerDemoness @RiotCast @weirdmedicine I wants to call bouts my vitaligro but I ain't sho if you a doctor fo da colored folk Mixed Safe User Added
@GingerDemoness My shit's like an eggplant baby. Black and big enough so dat all da women gets dem a piece Mixed Abusive User Added
@GingerDemoness Den you enjoy da nite wit a colored man. We do it again in 2 weeks. Lets me no if I needs ta bring da magnums Mixed Abusive User Added
@GinaMarieZ all I did was bitch about Jessie, still love you anyway 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