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
@Newser big fucking deal...cry baby niggers Mixed Hate Speech User Added
@NewsCommenter @gatewaypundit Who the Hell needs permission for anything from that fat-assed, ghetto whore? Mixed Abusive User Added
@New_Dinero Alright pussy. Mixed Abusive User Added
@NeonTreezz @PoCBeauty ......so.....white people selling #African art? NOT COOL? Okay. #blackish #redskins #doublestandard Mixed Safe User Added
@NeoDaRegularGuy Oil? who said sumthin bout oil? bitch you cookin? Mixed Abusive User Added
@NehmeBazzi @DatBoyRayT that kids a fag Mixed Abusive User Added
@Negroizzle @AnastasiaPacana @IHeinz2012 @R3lentlssTr0ll @M_Overture i trusted you queer cakes! wheres the passion? she made me do it dammit Mixed Abusive User Added
@Neeksbethatguy I'm signing up and it's ghetto as fuck lmaoo Mixed Abusive User Added
@Neeksbethatguy I'm already out that bitch hahaha Mixed Abusive User Added
@Ncoleycole y u not on the monkey bars too lol Mixed Safe User Added
@Ncoleycole u still a mutt tho lol Mixed Safe User Added
@Nazario1017 I feel that.. i see nothing wrong with the gta killing bc it's not the sole purpose of the 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