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
@Smokey_Bahr Go get that sum bitch Mixed Abusive User Added
@Smokee_SMB damn I just got called a hoe Mixed Abusive User Added
@Smilesbakedthis Are the guns for being a bad bitch ? 😄 Mixed Abusive User Added
@SlumLord_Laffy bitch.....k? Mixed Abusive User Added
@SlowDollaz photoshop my nig Mixed Abusive User Added
@SlothNG i can guarantee a few things: you're white. you've never been anywhere NEAR a real ghetto. you, or a relative is a pig. 100% Mixed Hate Speech User Added
@SlimGirl_Probz das calld usen yo brain retard y would i whoop yo ass n front of da police Mixed Hate Speech User Added
@SkippyLongDick i will literally confront some bitch asses! Fo reall. Trill. Mixed Abusive User Added
@SkinnyKenny13 @Zaytovenn__ shiddd add me I a turn that bitch up lmao Mixed Abusive User Added
@Sisteena_ And does he know you're calling him a fag? Mixed Abusive User Added
@Sisson11Noah there is a bird here on the ground and it's still alive I can't believe it Mixed Safe User Added
@SinexDerek those guys are pussies 😏👏 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