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
@Cuner Makes you a pussy. Making stupid internet threats. You're a child and if it is about you which idk if it is, it's probably deserved. Mixed Abusive User Added
@Cuff_no_Slut cdfu bitch you fried Mixed Abusive User Added
@CuckoldCock @molotovhowdy I likes yo page. I wants to make da lovin to a white girl wit a colored man watchin and pullin his weenis Mixed Abusive User Added
@Cuauhtli02 I couldn't find the regular one faggot Mixed Abusive User Added
@Cuauhtli02 @saucygyro @CoffeeManElliot he called the Kidd a pussy or something Mixed Abusive User Added
@Cuauhtli02 @elchavaloko @cafebabybull he's a cheating wetback Mixed Abusive User Added
@CsSalazar15 yeah right pussy ! Mixed Abusive User Added
@CsSalazar15 yeah bitch hit me up when you get friend zoned Brody 👌💯💯 Mixed Abusive User Added
@CsSalazar15 wetback 😁😂😂😂😂😭 Mixed Hate Speech User Added
@CsSalazar15 see bro pussy changes you 😂😂😭😏😏 Mixed Abusive User Added
@Cryystalina haha yes niggah but yesterday night Idk man it hit me at night like around 2 in the morning didn't go to sleep till like 4.. Mixed Abusive User Added
@Cryystalina cuz people at work are bitches they shit talkers and yeah dude I need a girls night out -___- 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