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
amatole Mixed Abusive User Added
umwana wakupula Mixed Abusive User Added
Pamputi Mixed Abusive User Added
Kailale we mwine Mixed Abusive User Added
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 User Added
Nanaka nabo bonse abaiibimba mufikansa fyamuchalo abatotonkanya ukuti bena babano ukuchila bonse, eicho nga wamona uli onse nefwakufwalafyachipani iichilichonse, kubapoka kabili no kutulangisha ifikope Mixed Hate Speech User Added
Bonse abamulukuta lwa bachawa bena nibantala misoka kabili babi imitima Mixed Hate Speech User Added
ala ndi ne chilaka chakutoba umwanakashi ikofi, bushe ninani uwalangafwilishako Mixed Hate Speech User Added
Aba ababemba nga tabekele tondolo, bala fwaika uku balasa imfuti Mixed Hate Speech User Added
chikaba achawama nganshi nga chakwebati bakakupunke na motoka ubushiku ukesula ichinwa chobe no kusabaila Mixed Hate Speech User Added
Icinyo Mixed Abusive User Added
pamulandu wa bunamakwenkwe bwakwe, abantu bamwita ati umwanaashi wabonse mu calo ca Zambia Mixed Hate Speech 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