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
@InTheOvenJews @SlaveCatcher88 @marylene58 we should hang out ovenjew. Have a lot in common. People waste time on nigs. Jews r r problem. Mixed Hate Speech User Added
@InFaMouS_StAcKz hell no cause Brad still walked away like " yeah i fucked that niggas bitch " 😂 Mixed Abusive User Added
@InEyeAleE you're filled with pimps and hoes. We'll just talk about those I knows. @JosephBananas Mixed Abusive User Added
@InEyeAleE shit ain't gon be funny when you need me to get you outta a horrific car crash, bitch. Mixed Abusive User Added
@InEyeAleE Son. We the sammich family out this bitch. She KNOW Joey love sammiches. Mixed Abusive User Added
@ImpactParasite just fuckin roasted this faggot Mixed Hate Speech User Added
@Im_a_Asshole_ @ImTooMuch @MyAssHoleSoWet So you gon call me a nigger because of that? Fuck wrong with you? Mixed Abusive User Added
@Im_Thirst randies are fags Mixed Hate Speech User Added
@Im_Thirst Shin's a faggot. I'm glad your chipped him. Mixed Abusive User Added
@Im_Thirst I was gonna hold my tongue until I could get into another team but I couldn't do it anymore they're fuckin retarded. Mixed Abusive User Added
@Im_Thirst I love Louis CK! Quit bein a faggot and suck that dick Mixed Abusive User Added
@ImTooMuch bread in general aint too good for ya...but honky bread the worst...😂😂 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