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
@JonnVercetti true but then again I'm my opinion a hoe is someone who goes and sleeps with everybody Mixed Abusive User Added
@JonahNRO No good options left indeed. This president makes Jimmy Carter look like a piker. So sad. Mixed Safe User Added
@JonJanke @jtrimbl3 You're a sensitive, pussy whooped, no sense of humor, neo zoom maxi dweeb. Now sit your ass all the way down. Mixed Abusive User Added
@JonJanke @Deadspin @jtrimbl3 You sound like you're pussy whooped. #freelikeabird Mixed Abusive User Added
@JonJ_07 like their players really been talking trash about Bama. Mixed Safe User Added
@Johnny3_ @HPGuilty trash ain't it Mixed Safe User Added
@JohnnnyAmor lol wyo bitch Mixed Abusive User Added
@John_Mayer_69 @Biggg_Mackkk dont talk to your hoe that way Mixed Abusive User Added
@JohnFaheyIII go eat bear shit you fuckin yokel Mixed Abusive User Added
@JohnColeGlover is big cat a "fat pussy" joke? Mixed Abusive User Added
@Joey_D26 you're such a pussy Mixed Abusive User Added
@Joey_D26 sweet comeback u fuckin herb I dnt watch soccer but id still wax your bitch ass in it go swallow the red soxs kids ur from NYC fag Mixed Hate Speech 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