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
@ABC its time. amend 14th amendment it was written to protect newly freed ex slaves. Its lived its purpose. time to end anchor baby loophole Mixed Safe User Added
@AARONCARTER push me on the wall slowly take my panties down and write alphabet with ur tongue on my tight pussy Mixed Abusive User Added
@A875Silva @jezzzz_ if she do then she gone die too I ain't playin dawg bitches gone be ruthless then I will be too! 💯💪👊 Mixed Abusive User Added
@808NoHeartBreak hoes Mixed Abusive User Added
@7aidualc9 u said "@ me hoe" 😂😂😂 so I did... Mixed Abusive User Added
@5Dimes fuck you tony...you greaseball piece of shit- Mixed Abusive User Added
@4C_Ryan fag rhymes with gag. Mixed Abusive User Added
@44BINKO ima act like I hit that hoe then pass it like I was earlier Mixed Abusive User Added
@40oz_VAN IYCMI. I can't get any work done if you keep showin off your bitches. Mixed Abusive User Added
@3CarryOnItems all them bitches far as fuck from us. We got el gran pollo up this way and it serves us well. @Lex_Gracie Mixed Abusive User Added
@37738921 reminds me of Oreos lmao Mixed Safe User Added
@2trippymcneely if it's trash I'm kickin yo ass Mixed Abusive 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