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
Graham crackers and hazelnut coffee are my fave 💘☺️ Mixed Safe User Added
Gov. Rick Scott Kicks Charlie Crist’s Ass http://t.co/x6kOQsVCUa Mixed Abusive User Added
Gov. Rick Scott Kicks Charlie Crist’s Ass http://t.co/YasZ6yXfwc http://t.co/RDmCnzyGbE Mixed Abusive User Added
Gotta watch these hoes 👀 Mixed Abusive User Added
Gotta smile dat drive bad bitches crazy Mixed Abusive User Added
Gotta question the nicca standing next to you cut em off Mixed Abusive User Added
Gotta put it back in rotation RT @MRGDII: @viaNAWF ain't heard u say..."you lil stupid ass bitch" in a minute fam u slackin lol Mixed Abusive User Added
Gotta missed call from yoooo bitch Mixed Abusive User Added
Gotta love the undignified sprint across the yellow light to transfer buses because the first one was dawdling Mixed Safe User Added
Gotta love rednecks. Loud, stupid, stubborn, and full o schitt. Mixed Hate Speech User Added
Gotta keep the sox down while they're down! #RedSox #Yankees #mlb Mixed Safe User Added
Gotta go get a haircut ASAP tomorrow ain't no bitches looking at me right now. And today they all was out. The frustration. 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