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
@Wow_Bullet "cuz i thought i got a wife, but i picked a hoe." IM LOVIN THESE SONGS MAN. Keep it coming Mixed Abusive User Added
@Worth_BILLions @MystroApollo 😂bitch you always hatin lmao Mixed Abusive User Added
@Worth_BILLions 😐 bitch you got me fucked up 😂😂 Mixed Abusive User Added
@WorldZWrestling Can we not use the word faggots? Mixed Abusive User Added
@WorIdStarFvnny @alysssa_3 bitch please http://t.co/2QysCT5INk Mixed Abusive User Added
@Woody_AFC lmaoo typical nig nog bombs, should've got pics Mixed Abusive User Added
@Woody_AFC @MrGAM3R49 @MANIAC3X fuck outta here faggot that wouldn't even be a fair Mixed Hate Speech User Added
@WolfgangAbedeus Your bitch called, she was missing this dick Mixed Abusive User Added
@WolfgangAbedeus @NickFilancia80 @clair3ismon3y You can tease this dick faggot Mixed Abusive User Added
@Woahitsjulian wud up nig I gotta new number 3136139299 text me Mixed Abusive User Added
@Woahitsjulian whatchu doin today nig? Mixed Abusive User Added
@Wizards_DnD @JimZub tranny dragons, eh? I know some people that will love this! Mixed Safe 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