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

25504 Records
Phrase Text Dialect Category Label Source
add me on snapchat bitches @ erinblair Mixed Abusive User Added
actin awfully slutty for a bitch in a winnie the pooh sweater http://t.co/0gexxJ3SVv Mixed Abusive User Added
about to drunkenly get a free 3D printed bracelet that says "fake ho" Mixed Abusive User Added
aaahhhhh my internet has died, for the whole weekend I'm told, just in time to teach me the true spirit of christmas. fucking cunt. Mixed Abusive User Added
a bitch in my math class right now is actually eating just straight up Nutella 😳#WEREYOURAISEDINABARN Mixed Abusive User Added
a bitch can have two black eyes, bloody lip, scalp bleeding, bruises, and a broken arm and still be like "but i love him!" lmao Mixed Abusive User Added
\\ fake bitches \\ Mixed Abusive User Added
[9-1-13] 2:50 pm "son of a bitch ate my mac n cheese" http://t.co/My5oJYZ8w9 Mixed Abusive User Added
Zuko gets bitches Mixed Abusive User Added
Zimmerman we comin for yo life bitch. http://t.co/KHdZ1vdnSK Mixed Hate Speech User Added
Zhou Mi was just layin on his bed and SM just busted into his room and was like "You gettin a song bitch" Mixed Abusive User Added
Zelda bitches lol @joeylattime https://t.co/Cp88AA7pms 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