Zambian Language Trainer Window

Curate local language datasets and trigger asynchronous machine learning training

Multilingual

Select Target Zambian Dialect to Manage & Train:

πŸ‡ΏπŸ‡² Unified (All)
πŸ‡ΏπŸ‡² Chibemba
πŸ‡ΏπŸ‡² Chinyanja
πŸ‡ΏπŸ‡² Chitonga
πŸ‡ΏπŸ‡² Silozi
πŸ‡¬πŸ‡§ English
🌐 Mixed/General

Local Dataset Inspector: All

25506 Records
Phrase Text Dialect Category Label Source
iule Mixed Abusive Seeded
amatole Mixed Abusive Seeded
umwana wakupula Mixed Abusive Seeded
Pamputi Mixed Abusive Seeded
Kailale we mwine Mixed Abusive Seeded
If you go to a chinese store, you are supporting those foreigners, letΒ’s stop giving our money to these fake investors Mixed Hate Speech Seeded
Nanaka nabo bonse abaiibimba mufikansa fyamuchalo abatotonkanya ukuti bena babano ukuchila bonse, eicho nga wamona uli onse nefwakufwalafyachipani iichilichonse, kubapoka kabili no kutulangisha ifikope Chibemba Hate Speech Seeded
Bonse abamulukuta lwa bachawa bena nibantala misoka kabili babi imitima Mixed Hate Speech Seeded
ala ndi ne chilaka chakutoba umwanakashi ikofi, bushe ninani uwalangafwilishako Mixed Hate Speech Seeded
Aba ababemba nga tabekele tondolo, bala fwaika uku balasa imfuti Chibemba Hate Speech Seeded
chikaba achawama nganshi nga chakwebati bakakupunke na motoka ubushiku ukesula ichinwa chobe no kusabaila Mixed Hate Speech Seeded
Icinyo Mixed 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