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
Find Waldo at Escape bitches ! 🔴⚪️🔵🎶✨🙌 http://t.co/JVI4XrfFod Mixed Abusive User Added
Finally running the game and everybody trippin now, but Ion give a fuck I got their bitches drippin now. Mixed Abusive User Added
Finally got my medicine and crackers! Mixed Safe User Added
Finally got an updated pic with angel wing colored http://t.co/nWN9qRt5Xd Mixed Safe User Added
Finally done wif mock regents 😌 Mixed Safe User Added
Finally back behind the sticks, visit me bitches #VBar #StMarksPlace #EastVillage #NYC #RichMahogany http://t.co/PiUBUqXb9Y Mixed Abusive User Added
Figure all da ofay like to see my family pitcher http://t.co/5WXgKbCM29 Mixed Safe User Added
Fighting on the Internet is like competing in the special Olympics, even if you win, you're still retarded. Mixed Abusive User Added
Fight night tonight, go Cotto. Smack that pompous cunt down in front of millions. #MayweatherCotto Mixed Abusive User Added
Fight me you tubby bitch "@JoseCanseco: I'll fight anyone” Mixed Abusive User Added
Fight me den hoe Mixed Abusive User Added
Fight me RT @rob_b1991: 0 cuz they're trash RT @Markie__Marc: How many 50-cent corn dogs did you order today? 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