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
@dexfrost23 you can be a bad bitch too dex its okay Mixed Abusive User Added
@desamador you gotta be like me n the twins, just chug it all before everyone Mixed Safe User Added
@derek_gatewood you got a toolbox you hoe Mixed Abusive User Added
@derek_gatewood it's not ghetto you fool. Mixed Safe User Added
@derek_gatewood I got a kenwood amp to but it's probably ghetto, right? Mixed Abusive User Added
@dequaan_ @Khid_Zay 😂😂fucc the extra shit I'm seeing that hoe THIS WEEKEND Mixed Abusive User Added
@denytheprophecy when you realize you're trash Mixed Abusive User Added
@denytheprophecy that's a dragon you retard Mixed Abusive User Added
@denytheprophecy thanks for ignoring my texts fag Mixed Hate Speech User Added
@denytheprophecy shit so Joel went off and swore at the kid and the kid was a fucking snitch nigga pussy and ratted on him & got him - Mixed Abusive User Added
@denytheprophecy because you're a weak bitch. Listen to Cruel Hand because the singer fell on face last night. Mixed Abusive User Added
@densonkeith most of these people are followers of followers of truth, but they themselves are still niggers... their outlook, mind & all. Mixed Hate Speech User Added

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