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
@Druggzz_ Its gonna bring it down though unless its turning into a welt already, like a bubble wit pussy. Gotta pop it an it'll be gone Mixed Abusive User Added
@DriveMy_Lexis yasssss bitch yasssss 😍 Mixed Abusive User Added
@Drfreezeburnn That's not bias. It's an objective fact that Philly fans are cunts. Mixed Hate Speech User Added
@Drfreezeburnn @DaithiDeNogla I just learned how many retards you can find when you search trending topics. Mixed Hate Speech User Added
@DrewHelms21 I know right so much retard Mixed Abusive User Added
@DreadHeadxx bitch hallon Mixed Abusive User Added
@Dre_thinks that damn coach ain't never called back bitch ass Mixed Abusive User Added
@Dre_thinks lol lil bitch Mixed Abusive User Added
@Dre_Day200 nig nog Mixed Abusive User Added
@Dre_Day200 bitch Mixed Abusive User Added
@Dranumaya wrong maybe you been dealing with pussies but I don't put up with that crap. If I f*** up telling me I f***** up. Keep it real Mixed Abusive User Added
@Drake thank you for the lyrics, these bitches so gullible an sleep on your music they just be like aw u so sweet let me suck ur dick 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