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
@Huntermoore finger my throbbing pussy Mixed Abusive User Added
@Huntermoore finger my pussy slowly with circular motion Mixed Abusive User Added
@Huntermoore drunk bitch used to eat my ass its relaxing Mixed Abusive User Added
@Huntermoore bout to be in ike a couple hours Mixed Safe User Added
@Huntermoore All of these bitches lying Mixed Abusive User Added
@Huntermoore @shelbyritner shelby your pussy is beat up Mixed Abusive User Added
@Huntermoore @DangItsTiff bitch looks like spongebob Mixed Abusive User Added
@Hunglikerobby_ that was so gay. And I was tanning bitch. Juvie made me white Mixed Hate Speech User Added
@Hunglikerobby_ @triple6em96 @bbluedreamm brush lets just ignore the silly hoe. She's pregnant, hella hormones. tryna fuck with other people Mixed Abusive User Added
@Hunglikerobby_ @triple6em96 @bbluedreamm I was nice to the dumb bitch then she puts her nose all up in my business Eat shit white trash hoe Mixed Abusive User Added
@Hunglikerobby_ @emmadiabetes I have an open mind and that bitch Beyoncé is crazy😐 Mixed Abusive User Added
@Hunglikerobby_ @BOSSBITCHDAPHNE @taytuckfuck 😂😂😂 bitch no more on my account 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