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
@SylviaObell girl that's all these hos need they don't care 😂 Mixed Abusive User Added
@SydneySantana_ say that hoe has sparked a many a blunt since you left it Mixed Abusive User Added
@SydneeSmalling fuck Miley tranny looking now damn ass nigga Mixed Hate Speech User Added
@Swishas_Erbs No bitch Linda over KOD Mixed Abusive User Added
@SweetKixx u see a lame in that pic ofmine due to your infatuation with niggers. Im Hebrew i fite the children of satan in the streets Mixed Hate Speech User Added
@Swanny_9 where are the birds at? Wasn't it Port where birds were all over? Mixed Safe User Added
@Swamper60 "Happy Happy Helloween, Helloween whoa oh whoa ho" @helloweenorg http://t.co/Tw0jeExqTy Mixed Safe User Added
@Swagner_813 thanks ya fucking hoser Mixed Abusive User Added
@Swagner_813 come see me. anyone named "swagner" is obviously a pussy Mixed Abusive User Added
@SwagishSternes yea I listen to that hoe when I wake up Mixed Abusive User Added
@Swaggyb20 Johans a free agent harveys hurt you retard. and its valverde* #ignorance Mixed Abusive User Added
@SusanneWhite they're so goooood. I just want like a savoury salty cheesy cracker Mixed Safe 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