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
ichipuba chamuntu Mixed Abusive Seeded
ichipumbu Mixed Abusive Seeded
umuntu uwatumpa Mixed Abusive Seeded
akabwamba akepi akaina Mixed Abusive Seeded
iwe wena ulichipumbu cha mwaume, taufwaya kulanda nabantu, echo wikalila paba fyashi nelyo uli mukalamba Chibemba Hate Speech Seeded
ulya muntu amikoselesha nokumwyeba ati chaliwama uku ibombela, ena na bamupela inchito elyo nasumina, pano chalo palishupa ufwile wachenjela. Mixed Hate Speech Seeded
umutonga tekuti atekepo ichalo chino, kanofye limbi ngatwafwa Mixed Hate Speech Seeded
Tabakabwelelepo pamupando wabutungulushi pantu ifwe bonse twsalibeshiba ati bena nibanchita fibi kabili baba muka bungwe kaba kabolala Mixed Hate Speech Seeded
nshili uwakupapa sana, imwe ba mwenye abakashana mwalitemwa ubupuba bwa buchililalila nelyo tapali ifilubene Chibemba Hate Speech Seeded
tapaba umuntu uwsakutemwa iwe, bonse baku bepafye ati banobe pakuti bengakubomfyafye Chibemba Hate Speech Seeded
wabipa umutima elyo imichitile yobe yaba ngo mwana umunono Mixed Hate Speech Seeded
umupupu 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