Zambian Language Trainer Window
Curate local language datasets and trigger asynchronous machine learning training
Multilingual
Select Target Zambian Dialect to Manage & Train:
🇿🇲
Unified (All)
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Chibemba
🇿🇲
Chinyanja
🇿🇲
Chitonga
🇿🇲
Silozi
🇬🇧
English
🌐
Mixed/General
Local Dataset Inspector: All
25506 Records| Phrase Text | Dialect | Category Label | Source |
|---|---|---|---|
| niwe kaitemwe, tautasha kabili niwe kalulete | Mixed | Hate Speech | Seeded |
| abana benu bonse ba chita kwati bangulu, nipamulandu wakweba ati mulincushi | Mixed | Hate Speech | Seeded |
| utubantu tonse utwipi twalitosa | Mixed | Hate Speech | Seeded |
| ulenunka ifisushi | Mixed | Abusive | Seeded |
| bushe ninshi wabela namakwenkwe | Mixed | Hate Speech | Seeded |
| uli mubi sana | Chibemba | Abusive | Seeded |
| walipena | Mixed | Abusive | Seeded |
| uli chiwelewele | Mixed | Abusive | Seeded |
| umfwashani ukuba ichiwelewele chamuntu? | Mixed | Hate Speech | Seeded |
| ulichipuba chamuntu | Mixed | Abusive | Seeded |
| ulishilu sana | Chibemba | Abusive | Seeded |
| ulelanda ifyamafi | Chibemba | Abusive | Seeded |
Add Local Phrase
Batch Import CSV
CSV OnlyUpload 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