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
@NikkiNigro22 lucky bitch!😡 Mixed Abusive User Added
@NikkiGentry843 just wait....karma is a #bitch Mixed Abusive User Added
@NigggaPino a bitch got 8 & I'm trinna change 2 😂😭 Mixed Abusive User Added
@Nien_Nunb what did you search? Gay redneck episode 1 play? Mixed Hate Speech User Added
@NicoleJeanxoxo haha pussy lololol Mixed Abusive User Added
@NicoleJeanxoxo @A_Mitchellll13 hahahaha "move bitch get out the wayyyeee" Mixed Abusive User Added
@NicoleADietrich chug pee Mixed Safe User Added
@Nick_Coffee bitch i hit you with the dm and a nigga aint dm back Mixed Abusive User Added
@Nick_504_ fuck what a nigga gonna do I wanna see it and tell that nigga to stop acting like a bitch then Mixed Abusive User Added
@Nick_504_ bitch who scarry am not backing down from no fuck nigga the fuck you talking bout hoe ass nigga stop dat talking and pull up Mixed Abusive User Added
@Nick_504_ @drewbrees nigga I still pull tho, and fuck you bitch u stfu Mixed Abusive User Added
@NexusAltase Fuck her right in the pussy 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