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
@trix2343 I have something that you don't bitch. Always remember that. Mixed Abusive User Added
@triple6em96 @longbongchris stfu you stupid bitch? Like leave us alone? No one gives a fuck about you. Bruh just block her. We're good. Mixed Abusive User Added
@triple6em96 @Hunglikerobby_ uh I think his mom loves him you fucking retard. I'm sure your gunna be so successful emilie. We all believe 😉 Mixed Abusive User Added
@triple6em96 @Hunglikerobby_ bitch you watch your fucking mouth you dirty whore. I swear to god that's a thin line Mixed Hate Speech User Added
@triple6em96 @Hunglikerobby_ @bbluedreamm I don't look like white trash. I'm not pregnant and 17 gtfo. I have hella gas so say something. Mixed Abusive User Added
@treyspears3 it's fucking real retard holy fuck can you not read my tweets fucktard? Mixed Abusive User Added
@treyspears3 dude your fucking gay you made a twitter just to mock me fucking lowlife Mixed Abusive User Added
@trestiffer lil b already to puff for the hoes Mixed Abusive User Added
@trestiffer & @Rhyds_herrrrrr had me so high off the monkey nutts yesterday nbs 😔😔😆😆😎😎😤🍁🍃🌿🌿 Mixed Abusive User Added
@treagle05 your still a little pussy tomcat 😹 Mixed Abusive User Added
@treagle05 early bird gets the worm tomcat Mixed Safe User Added
@travistefft I know how you feel....I never thought I'd see the Sox win in my lifetime. Hope you can use Ant's Yankees hook up to see a game Mixed Safe 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