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
Ndiwe cabe wokambitsitsa Mixed Safe Seeded
uyumtundu ulibe mwambo Mixed Abusive Seeded
Ndiwe munthu onvetsa kuipa Chinyanja Abusive Seeded
nimuthu ozikonda onvetsa kuipa Mixed Abusive Seeded
Ana anu amacita zinthu mopilira, kapena nimulandu wobadwa kuumphawi Mixed Abusive Seeded
anthu afupi onse ali ndi majini ocepa Chinyanja Hate Speech Seeded
ununkha monga cishupu coola Mixed Abusive Seeded
ndichani udza khalira monga imbwa? Mixed Abusive Seeded
ndiwe opyipa kwambiri Mixed Abusive Seeded
ndiwe muthu ofuntha Mixed Abusive Seeded
ulube nchito Mixed Abusive Seeded
Kumanveka bwanji kukhala munthu alibe phindu? Chinyanja Abusive Seeded

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