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
What be the peckin order? 1 white Christian 2 colored 3 Porto Ricans 4 Arab 5 Jews I donts know. I be axin Mixed Hate Speech User Added
What barrel of trash doesn't smell as bad? RT @Jay_F5 Imagine Dragons or Nickelback? Mixed Safe User Added
What an amazing, proud day it was today for @NKOTB and #blockheads! Time for bed! Good knight! Mixed Safe User Added
What a wifey would understand a hoe could never comprehend Mixed Abusive User Added
What a wetback looks like when he gets caught crossing the border. @Ilovebamf http://t.co/j3Uf1TYubO Mixed Hate Speech User Added
What a trash franchise. RT @ArashMarkazi: Fergie will sing the National Anthem at the Clippers season opener tomorrow. Mixed Safe User Added
What a sniveling little cunt. I would be embarrassed for him but I cant stand the guy. @joederosacomedy @TheCumiaShow Mixed Abusive User Added
What a pussy so you can sub-tweet about me, then unfollow, but can't even reply and try to understand my point? Yeah and I'm the idiot. Mixed Abusive User Added
What a hoe lol Mixed Abusive User Added
What a fucking retard Mixed Abusive User Added
What a fucking faggot Mixed Hate Speech User Added
What a fag 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