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
@SimplyAJ22 lebron is a bitch #damian Mixed Abusive User Added
@SimoneNicole3 follow me u sexy bitch Mixed Abusive User Added
@SimonCowell what a little bitch Mixed Abusive User Added
@SilverbirdUSA and retarded. Love is always retarded. #sentimental Mixed Abusive User Added
@SierraBell15 just called me a basic bitch and I'm not sure how I feel about it Mixed Abusive User Added
@SideHoeNextDoor with your height, yeah. Chunky bitch Mixed Abusive User Added
@SicilianInHeels @y3lla lol that's basically like the "you got too many hoes" curve Mixed Abusive User Added
@Shvkxir @RickiRoma @BaeSongz @JayZOverrated Ahmed and retard mikey for special Olympic boxing Mixed Hate Speech User Added
@ShotMoistBoyce you be fucking with to many hoes . Mixed Abusive User Added
@ShojoAIE a bright neon yellow gauntlet Mixed Safe User Added
@Shmalec13 ya fag Mixed Hate Speech User Added
@Shmalec13 chad reeds a fag he's a 5th kinda guy 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