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
@insta_trixx @itsjustlindaa @_xojaclyn my name is ollie bitch Mixed Abusive User Added
@infidelpamelaLC I'm going to blame the black man, since they always blame "whitey" I'm an equal opportunity hater. Mixed Hate Speech User Added
@infidelpamelaLC #Allah can KISS MY ASS! And yes, MUHAMMED was a bitch! Just like OSAMA BINLADEN! Mixed Abusive User Added
@imxnii_ I swear this is just disgraceful like a bitch line a really be dry all day I'll only get emails from pacsun ! 😭🔫 Mixed Abusive User Added
@immSpeed whatchu gon do bout it bitch Mixed Abusive User Added
@imjoshdean That's hoser eh to you. http://t.co/QuLrtOWmLB Mixed Safe User Added
@imgorejess by not being an unloyal retard Mixed Abusive User Added
@imgooby you're not funny trash Mixed Safe User Added
@imdevincarlson trash* Mixed Safe User Added
@im_sarcasticc 😏😏😏 Yas bitch . Don't have too much fun Mixed Abusive User Added
@im_jessicaaaaa ok hoe Mixed Abusive User Added
@ilovetmills faggot 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