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
Lynch mob thugs threaten Zimmerman jury; ‘N*ggas coming for that bitch ass jury’ http://t.co/XY6v2YtyAS The hatred won't stop flowing,,#War Mixed Hate Speech User Added
Lying bitch http://t.co/TCjHTFxBhc Mixed Abusive User Added
Luke Bryan is such a faggot tool Mixed Abusive User Added
Luda said that his bitch bad, well mine looks better in any weather lol Mixed Abusive User Added
Lucky bitch still in Ecuador😒 Mixed Abusive User Added
Loyal pussy forever bein better than the bitch thats been passed around. Mixed Abusive User Added
Lowkey you're still my bitch 😏 Mixed Abusive User Added
Lowkey got a Fan of my hoop skills at lbcc aha he my niggah now lol Mixed Abusive User Added
Low info people are pissed!! Oh no!! Dumb fucks. Race baiting bitches Mixed Abusive User Added
Lovin hoes but thats same bitch we put the pipe in. She suckin dick, thats the same bitch you give goodnight kiss Mixed Abusive User Added
Love'em and hate 'em... «@my_shit_bit Big booty bitches.» Mixed Abusive User Added
Love you more, than those bitches before. Say you'll remember, baby, say you'll remember. I will love you until the end of time. ⏳💕 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