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
@FightsOnVine bitch dont even think about playin wit me! Mixed Abusive User Added
@FightNightX @NMF4Life khan has been facing nothing but trash since his L to Garcia Mixed Safe User Added
@FeyeNody Ja zo denkt ieder wel 't zijne over zaken he. & je mag mij noemen hoe je wilt, ben namelijk erg voor vrijheid van meningsuiting. Mixed Abusive User Added
@FernandezIce quit being a pussy Mixed Abusive User Added
@FenkellPayroll y'all niccas bout to blow fool!! Lol can't wait for the world to see this Detroit shit nicca! Mixed Abusive User Added
@FemsHaveBallz what an unfortunate clothing choice... Hoes with the crooked belly ring. Completes the "dumb trash" motif perfectly Mixed Abusive User Added
@FemsHaveBallz have u spent significant time in ANY ghetto, or witnessed the years of terrorism committed by police in the Black community? Mixed Safe User Added
@FazeyBaby @kmichelle @souljaboy who can vouch for ya pussy tho k? Mixed Abusive User Added
@FattyyTooRaw well Ontario is like kind of a dump now that the ghetto moved here since its cheaper to live here so.. 😂 Mixed Safe User Added
@Fatass_mee pussy Mixed Abusive User Added
@Farrahisawhore @PersianFarrah nice account faggot Mixed Abusive User Added
@Fardousaa becuz no man should celebrate his bday at a drreams #faggot 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