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
@EvanBecker513 @_TriggaPlease_ @MorbidMermaid @zooyorkinit @_ShayisdaBOMB_ @Rainbowblake because she's a nigger Mixed Hate Speech User Added
@Ese_Miro bitch please ✋ Mixed Abusive User Added
@ErinTaylor14 @BRios82 you both sure do You want to give a free pass to every border jumper in this country you two are what's wrong here Mixed Hate Speech User Added
@ErinSaberSix im 99 slay bitch, im wearin bandos armor cause im so rich, i got my slayer helm and my whip droppies Mixed Abusive User Added
@Eric_Mariners @chief_peters @LEXXX_RUGER @MANIAC3X @Rodriguez5_ this hoe wasn't loyal http://t.co/LG83fwLdwp Mixed Abusive User Added
@Eric_Mariners @JC_1221 point that sasquatch bitch out Mixed Abusive User Added
@EricWithAHotDad faggot Mixed Abusive User Added
@EricWithAHotDad bitch I'm done with school Mixed Abusive User Added
@EricWithAHotDad bitch I work 24 hours a day to protect your freedom fuck you #AlwaysOnWatch #GlobalForceForGood Mixed Abusive User Added
@EricBaetsle your a greaser Mixed Safe User Added
@EntMagazine @magisto @digitalskeptic we have a project that could lead into a military program but requires a full op mock up for testing Mixed Safe User Added
@EnglishBrit123 sounds like a good idea. But I want my word to be spread. Jews, niggers and commies alike. Mixed Hate Speech 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