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
My favorite DC restaurant is Charlie Palmers. @Sweet_Me_Lissa @sassylibrarian1 @taotao_salupa @tingtingbabyyyy Mixed Safe User Added
My eyes feel so chink eyed Mixed Hate Speech User Added
My eyes brows finna be on fleekate fleek bitch 😂😂😂😂 Mixed Abusive User Added
My expectations are high when it comes to anything. My weed my pussy my food,my clothes n kicks, people. that shit needa be a1 to me Mixed Abusive User Added
My ex wanna work it out, bitch try yoga Mixed Abusive User Added
My ex just wanted a reason to continue to be a whole hoe outchea and tried to make me feel bad for a comment from a thirsty. Mixed Abusive User Added
My dumbass has a redskins mcnab jersey Mixed Abusive User Added
My duck got big as fuck. Yes, duck, like the bird. Mixed Abusive User Added
My down bitch 👊 my crime partner 💰🔫 ima bitch when he get mad 👐 my lil doctor 💛💙💕 Mixed Abusive User Added
My dogs man I remember ok girl text my phone on they bs squads was ready deep thenna bitch ready to go Mixed Abusive User Added
My dog just lifted her leg to pee. She's such a butch bitch. Mixed Abusive User Added
My dog is number 1 bae and way over these hoes 😂❤️ 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