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
your daughters are such Mixed Abusive Seeded
Ambuye mulungu iwe! Mixed Abusive Seeded
nyama ilibe nsoni Mixed Abusive Seeded
cipuba! Mixed Safe Seeded
coipa/satana Mixed Abusive Seeded
Siucita bwino zinthu zambiri, ndiwe cabe waulesi, coina kuipa Chinyanja Safe Seeded
Kulibe azakakukonda ndiwe mulesi, oina na kuipa Mixed Abusive Seeded
Ndiwe opusa, sembe siunabadwe Mixed Safe Seeded
Sindifuna kugona msumbali wanga cifukwa nikalibe kumukwatira ndaba ndinvera monga ndimusebenzesa chabe. Mixed Safe Seeded
Mkadzi safunika kudandaula kuwamya nyumba yake ndiponso mwamuna safunika kudandaula kupeleka zinyalala panja Chinyanja Safe Seeded
Siningakhale nizonda silu ina, nilina zambiri zocitika Mixed Abusive Seeded
The shit you hear about me might be true or it might be faker than the bitch who told it to you English 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