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
@_YdotM really thou im looking like Hulk Hogan in this bitch Mixed Abusive User Added
@_XoXoKelsey_ hell naw fuck them bitches serves them right Mixed Hate Speech User Added
@_WORDtotheWISE you must have sent a bird call because I didn't get shit Mixed Abusive User Added
@_WORDtotheWISE some hoe shit Mixed Abusive User Added
@_WORDtotheWISE how many times did you listen to that pussy song today? Mixed Abusive User Added
@_VIVMMXII yuhh I'm finna hit that hoe! 😁👍 Mixed Abusive User Added
@_TurnDownDre @kushdaddycorr lmao you stupid nigger Mixed Hate Speech User Added
@_TurnDownDre @kushdaddycorr I can smell your fried chicken ass a mile away boi and clean your nasty ass ears ratchet bitch Mixed Abusive User Added
@_TurnDownDre @Jordan__Grimes @kushdaddycorr @TRob_waddUP that's true idk why your even in this convo you dumb nigger attention whore Mixed Hate Speech User Added
@_TriggaPlease_ nigger hello? Mixed Abusive User Added
@_TriggaPlease_ @kanyewest he's a faggot Mixed Hate Speech User Added
@_TheCrownedHead 😤😂😂😂😂 bitch 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