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
@Notsosweetpea SOO when we hanging out and makin brownies!! Mixed Safe User Added
@Notsosweetpea I like brownies 😢 Mixed Safe User Added
@NotoriousBM95 @gezus__ @Rodriguez5_ your getting blocked faggot Mixed Hate Speech User Added
@NotoriousBM95 @MANIAC3X fucking creepy ass nigguh lmao Mixed Abusive User Added
@NotoriousBM95 @Buckm00se fucking stupid crackers Mixed Abusive User Added
@NotReallyGRyan think its cause she saw me doing biceps 😏😭😂 lmao jk im still a bitch !👍 Mixed Abusive User Added
@NotEvanLarkin hope not, I love dat bitch Mixed Abusive User Added
@NotEvanLarkin FaceTime me nigger Mixed Abusive User Added
@NotEvanLarkin @bbcollins32 birds of a feather flock together y'all 🐥🐣 Mixed Safe User Added
@NoreigaStacks he forced it lol mad bitches came to my mind thru every bar Mixed Abusive User Added
@NorahODonnell dishing Texas trash talking pts with racist @jdickerson maybe if GBush had apologize for all his sins he wouldn't be hiding Mixed Abusive User Added
@NoiseyMusic no comparison the Beatles are a bunch of cunts, but the band that matters the most is The Faces IMO. Stones second. 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