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
@HughSpliffner hurt hoes be like Mixed Abusive User Added
@HuffingtonPost y don't that bitch just shoot herself? so sick of all those whores! Mixed Hate Speech User Added
@HuffingtonPost the little cunt can just die for all I care! Mixed Abusive User Added
@HuffingtonPost looks like any other little porch monkey to me! Mixed Safe User Added
@HuffingtonPost im American, don't give 2 shits about the beaners, ship them beaners back Mixed Hate Speech User Added
@HuffingtonPost if the faggots can have a page y cant they?faggots offend me more than them Mixed Hate Speech User Added
@Hozay__ bitch shut up and hand me some of those flowers you selling, the light is about to change. Mixed Abusive User Added
@Hovaa_ your pet zebra. stripey? Mixed Safe User Added
@Hovaa_ ya I know all the slang I'm racist I h8 porch monkies Mixed Hate Speech User Added
@Hovaa_ what about yellow spots? Mixed Safe User Added
@Hovaa_ that's very logical because bitches love using my face as a toilet Mixed Abusive User Added
@Hovaa_ shut up lizard faggot nigger cunt 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