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
@LittlecBeadles bitch follow me Mixed Abusive User Added
@LittleNamms stick to the court hoe Mixed Abusive User Added
@LittleNamms Nigga what. 11-5 without a warm up and you traveled like a bitch Mixed Abusive User Added
@LittleNamms @karon_avila She doin homework you jiggaboo. Let her be Mixed Abusive User Added
@LittlGfunk 😿pussy whipped Mixed Abusive User Added
@ListsBlackTwit @iH8TvvitterHoes @Rosaalbae nigga caping for the bitch like we haven't all seen her nudes already.. What does he want tf Mixed Abusive User Added
@Lissette__glz @joshmtz1199 you hoes ain't loyal 👋 Mixed Abusive User Added
@LisaDeP Well, wouldn't coast YOU that much but I don't see you going bass fishing with a bunch of rich rednecks either. Mixed Abusive User Added
@Lion_of_Gray @roodawg1971 @mrfayoh @khanye_s @sas2afoundation here's my opinion on the matter..... She's a cunt. Mixed Abusive User Added
@LinzBella You date colored men? Mixed Safe User Added
@Linnlondon1 I want some clams on the half shell :-) http://t.co/uFCAjNNQTZ Mixed Safe User Added
@LimitlessMudi @YoDeddyUgly Y'all both trash 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