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
No time for chasing after someone is like turning up off wine coolers, you look like a bitch when you really think about it lol Mixed Abusive User Added
No time for bitch niggas. Mixed Abusive User Added
No this little hood bitch did NOT just try to take me to task for JOKING with my niece about not being a Lesbian. Ch! >_> Mixed Abusive User Added
No this bitch @Cee_Murda94 did not yell down the steps to tell me don't eat her damn chicken.😂😂 tf Mixed Abusive User Added
No these are only whites pies. Well do you have any negro pies? Mixed Hate Speech User Added
No thanks lady, you look like you just got off the white trash train, I'd rather not catch a disease. #kthxbai Mixed Abusive User Added
No summer school? 😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃😃 eat a dick school. Im done with your bitch ass !!!!!! Mixed Abusive User Added
No sleep, sleep is for pussies. Mixed Abusive User Added
No skimp shit here bitch Mixed Abusive User Added
No sex bitch I only want the neck bitch Mixed Abusive User Added
No saving hoes Mixed Abusive User Added
No police department that hires gypsies, half-breeds, and nigglets should be trusted. Mixed Hate Speech 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