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
pamulandu wa bunamakwenkwe bwakwe, abantu bamwita ati umwanaashi wabonse mu calo ca Zambia Mixed Hate Speech Seeded
Ena aba nobwamba ubukulu nganshi Mixed Hate Speech Seeded
Tekuti tuchetekele aba balumendo, bena nimbwafye shabantu Mixed Abusive Seeded
Chikala Mixed Abusive Seeded
Ukumonafye efyo ena enda, kwishiba ati ena ni makwenkwe Mixed Hate Speech Seeded
Bashitata abengi muno Zambia ninchushi kabili baba nakaso English Hate Speech Seeded
Ichimutwe Mixed Abusive Seeded
Lufyono Mixed Abusive Seeded
Wemwana wa mbwa Mixed Abusive Seeded
Bonse abo baibimba mufikansa fyachalo baba no bufi Chibemba Hate Speech Seeded
ubupuba Mixed Abusive Seeded
Chalishibikwa ukuti abaume bonse nintungulushi shisuma kabili bena bamano ukuchila abanakashi 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