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 |
|---|---|---|---|
| !!!!!!!!!!!!! RT @ShenikaRoberts: The shit you hear about me might be true or it might be faker than the bitch who told it to ya  | Mixed | Abusive | User Added |
| !!!!!!!!! RT @C_G_Anderson: @viva_based she look like a tranny | Mixed | Abusive | User Added |
| !!!!!!! RT @UrKindOfBrand Dawg!!!! RT @80sbaby4life: You ever fuck a bitch and she start to cry? You be confused as shit | Mixed | Abusive | User Added |
| !!!!! RT @mleew17: boy dats cold...tyga dwn bad for cuffin dat hoe in the 1st place!! | Mixed | Abusive | User Added |
| !!! RT @mayasolovely: As a woman you shouldn't complain about cleaning up your house. & as a man you should always take the trash out... | Mixed | Safe | User Added |
| amaule | Mixed | Abusive | User Added |
| chilalelale | Mixed | Abusive | User Added |
| akabungwe katulumendo tuchintomfwa | Mixed | Hate Speech | User Added |
| umukote uwabula amano kabili ntalamisoka | Mixed | Hate Speech | User Added |
| amatole | Mixed | Abusive | User Added |
| umwana wakwa namakwenkwe | Mixed | Hate Speech | User Added |
| uyu mwana wakupula alimbepa, lishilu sana | Mixed | Hate Speech | User Added |
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