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
@IMTHATGUY_DHuck Happy Birthday pussy. Have a good one Mixed Abusive User Added
@IMNOTMAKINGITUP Hey u just followed me not long ago. Gonna nip that in da bud. like ur bio tho. U know the white devils stole our our Mixed Safe User Added
@ILIKECATS74 @yoPapi_chulo @sizzurp__ @brandonernandez @bootyacid you do realize ya pussy stank right? Mixed Abusive User Added
@ILIKECATS74 @bootyacid @sizzurp__ @yoPapi_chulo @brandonernandez because you're the ratchetest of them all bitch Mixed Abusive User Added
@IIiirb bitch ass Mixed Abusive User Added
@IIXIXIII bruhhh I'm joking... Don't pop trunk on me I'm just a bitch ass niiiieeegggaaa Mixed Abusive User Added
@IIJERiiCHOII Nah but I was worth that 52 character, bitch. Mixed Abusive User Added
@IIDeAIID @JQuiiin So many bitches you gon need to change ya name from Jebidiah to Bitches. Mixed Abusive User Added
@IHuntGoblins @Sinatraa_ every time I beat you I'm "being a faggot" maybe I'm just being better than you lmao Mixed Abusive User Added
@IHateStevenSing I ain't to show bout dem colored diamonds you talk about on da radio. Any diamond you gets from a colored be stolen Mixed Safe User Added
@IHOP you fucking pussy Mixed Abusive User Added
@IGGYAZALEA it was a joke you fugly bitch be happy uncle snoop even acknowledged your nasty ass lmao 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