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
tamwaba mano mumutwe obe Mixed Abusive Seeded
ulincenjeshi Mixed Abusive Seeded
iwe tawa ka chitepo ifya mano pantu uli chiwelewele Chibemba Hate Speech Seeded
Tapali umuntu ukakutemwapo, uli munangani abili uli mubi pamenso Mixed Hate Speech Seeded
walitumpa sanac, ngatawafyelwefye Chibemba Hate Speech Seeded
tekuti nsedame nomukwashana elyo nshilamupa, nshilefwaya aamone ati ndemubomfyafye Chibemba Hate Speech Seeded
umwanakashi tafwile uuilishanya ukusuka imbale kabili umulumendo tafwile ukuilishanya ukuposa ifisoso panse Mixed Hate Speech Seeded
nshakwata inshita sha kupata ichipuba English Hate Speech Seeded
ulichipuba pamo naba fyashi bobe Chibemba Hate Speech Seeded
ulasabaila sana Chibemba Abusive Seeded
uyu mutundu wa mbulwamano Mixed Abusive Seeded
umuntu watumpa nemisango iyibi Mixed Hate Speech 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