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
@pauIjac because their parental unit is trash. Mixed Safe User Added
@patrickstpierre You're a fucking faggot. Mixed Hate Speech User Added
@patrickkimmis @White1979 Remember Dad running a rotary hoe over corn after a freeze to knock the dead leaves off after they turn brown Mixed Safe User Added
@patarnold95 that hoe over there Mixed Abusive User Added
@passIt2Liv Hit a bitch it's not like you can see the bruises Mixed Hate Speech User Added
@paolo Like...Charlie Chan-style? (Never saw that, either.) Hmm...makes me think of the "Cockneys" in the Killzone series. Mixed Safe User Added
@panchoftf red and yellow it should be then Mixed Safe User Added
@panchoftf I'm trying to catch diabetes so I'm fuckin a white bitch Mixed Abusive User Added
@pablofunes_ Oh totes girl. I'm also blasting Mayday and wearing an oversized hoodie. Get at me queer Mixed Abusive User Added
@p_jones2 this hoe got some issues! Mixed Abusive User Added
@p0rnoPuppy He called @waynebrady a nigger Mixed Abusive User Added
@ozzie_garza stfu 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