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
25504 Records| Phrase Text | Dialect | Category Label | Source |
|---|---|---|---|
| Someone tell the royals to stay home there trash😩 | Mixed | Safe | User Added |
| Someone tell me where the drinks at. Where the bitches at. You fucking on the first night, meet me in the back. #game | Mixed | Abusive | User Added |
| Someone tell @RSherman_25 his dreads are part of the uniform. I'd pull your hair too. Why are you trash talking? Cut your Doodoo braids. | Mixed | Safe | User Added |
| Someone shut this beaner up please. | Mixed | Hate Speech | User Added |
| Someone should explain to Blake griffin that talking trash to an opposing 3rd string is unbecoming, even amongst clippers. | Mixed | Safe | User Added |
| Someone probably told him 6 God was trash. | Mixed | Safe | User Added |
| Someone please bring me Goldfish crackers | Mixed | Safe | User Added |
| Someone needs to get this boring Nike fag off the stage. | Mixed | Abusive | User Added |
| Someone come take these brownies away from me before I eat the whole pan! | Mixed | Safe | User Added |
| Someone came up & told me that I pulled hoes today. I was pissed just because thats so fucking false that its sad. | Mixed | Abusive | User Added |
| Someone bitch slap me into the lake if you see me on FB tomorrow. I suspect my hard core GOP friends will be all over this. | Mixed | Abusive | User Added |
| Someone at my household wants to die. I get all excited to enjoy a couple of Oreos, but someone left ONLY ONE. ONE FRIGGIN' OREO. 😡😤😠🔪🔫 | Mixed | Safe | 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