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
@SalaciousSully Tony drinking sloppily and saying 'What? I cunt hear you, bare ass me again' Mixed Abusive User Added
@SalaciousSully I am always amazed at your resilience to keep on going into the night shift. Is it really better than the T.O. ghetto? Mixed Abusive User Added
@SadderDre @PoeticGenius19 who knows man. That Uncle Tom mentality will never die. Ol Martin Baker headass Mixed Abusive User Added
@SactownProidgy @SpeakComedy @yunglucy_ @karon_avila Nigga I will get dick cheese and force you to eat it bitch Mixed Abusive User Added
@SactownProidgy @SpeakComedy @yunglucy_ @karon_avila I just noticed you guys called me a jiggaboo Mixed Safe User Added
@SacTownProdigy lol just like RGIII and go out like a weak bitch and return the next year and win 3 games Mixed Abusive User Added
@S_Roach happy birthday nicca do coon shit in a responsible way. Mixed Hate Speech User Added
@SWANKpatrone nonexistent hoes Mixed Abusive User Added
@SVL305 but @leemcastro is not even a blogger. He doesn't have the moxy or credentials to do anything by himself and create a brand. Mixed Safe User Added
@STACCS_WNT_FOLD you tell me, coon. Mixed Hate Speech User Added
@SSickStory Lester tried to eat your bird Mixed Safe User Added
@SPIFFY_VUITTON her pussy smell like boiled hot dog water and lizard dick. 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