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
@JawShoeeAhhh @FabianMleal fuck you bitch lol Mixed Abusive User Added
@JawShoeeAhhh *bitch Mixed Abusive User Added
@JavieTheCreator stank ass hoes haha Mixed Abusive User Added
@JavieTheCreator @its_selenaaaa haha yuhh that hoe was funny Mixed Abusive User Added
@JavelinaBlue @mdjacksondallas @KennettDems yep. Texas is redneck heaven. Mixed Abusive User Added
@JasonMoriarty13 I remember his nephew Lucas crying and dan saying "quit being such a pussy and grow a pair" or something. 😂😭 dans so funny. Mixed Hate Speech User Added
@JasonAstley I hate that shit. Like bitch don't ask me for shit makin me waste my time and your dumb ass ain't even using it. Mixed Abusive User Added
@JaredReve use monkey maker you prick! Mixed Abusive User Added
@JarJar_Banks momma didn't raise no sukka, bitch! Mixed Abusive User Added
@JaneyPew nigger you are bigger than I am. Do you even #R4aperSec ? Mixed Abusive User Added
@JamieWinn4 that's "energy" the City is "Electric" gotta go to Yankees Stadium, When they are winning. It is truly "electrifying" Mixed Safe User Added
@JamesyNBA damn your bitch really hoe'n for the F!! 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