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
Bro's before hoes, not bro's over your girlfriend Mixed Abusive User Added
Bro what in the fuck y'all bitches thinking ... That is not ok Mixed Abusive User Added
Bro everybody is a ho then, fuck it, your favorite Color is mango red you are a ho, you charge your phone all the way to 100% = Ho, smh Mixed Hate Speech User Added
Bro I'm bored then a hoe rt Mixed Abusive User Added
Britt attitude be for no reason , bitch mad at breakfast 😂😂 Mixed Abusive User Added
Bring another bitch for a real nigga. Mixed Abusive User Added
Bring a niggah some icecream Mixed Abusive User Added
Brilliant job by @NelsonCanache to limp it back to the pits without causing a yellow. Wish he didn't need to though. #PLM Mixed Safe User Added
Brie said "We were together since before we were born." You guys are twins.. duh bitch. Omg who wrote the script?! #BellaTwins Mixed Abusive User Added
Briahna told me the best advice I ever gave her was that it "aint nothing to cut dat bitch off" lmao. Mixed Abusive User Added
Breezy gotta sleep this hoe Mixed Abusive User Added
Breakup Anthem 🚨🚨🚨"We threw shidd lemme just fall back pick up my side hoes cuz i stayed in contact" 😎 https://t.co/bnqd4FifRq 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