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
@FredRPVasquez damn he was my bitch for Eddie Johnson teams last year Mixed Abusive User Added
@FredBrooklyn @DoubleGunsChip That is great. Dumb crybaby pussy. Mixed Abusive User Added
@Frankiee_559 dont be a bitch man up lol :) Mixed Abusive User Added
@FrankieJGrande ugly white bitch Mixed Abusive User Added
@FrankieJGrande omg gtfo white faggot Mixed Hate Speech User Added
@FrankieJGrande fugly queer white trash Mixed Hate Speech User Added
@FrankieJGrande ew queer white thirsty bitch Mixed Hate Speech User Added
@FrancoisKilljoy bitch stop hatin cause they ain't make em in toddler size. You should be happy, they make em in GS now Mixed Abusive User Added
@FrancoisKilljoy Marshall Law! Whatever you coon Mixed Safe User Added
@FlyoutChase @Harold_Major LMFAOOOO if that bitch didn't change his @ so much I could find more Mixed Abusive User Added
@Flyers4Cup boy I had no idea that was coming. It's called a smartphone. You're horrible at trash talk Mixed Safe User Added
@FlyGuyChanze lol you tell that 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