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
@swirlg0ddess main bae gonn think sumn up wit the pussy Mixed Abusive User Added
@sweetlou462 thanks Hun. <3 I'm so crushed. I love working out. It'll be 2months gone by the time I go back. :/ Mixed Safe User Added
@sweetlou462 Lol. Have fun! 😄 I haven't been to a race since HS (Charlotte). Crazy redneck times. Lol. Mixed Safe User Added
@sweetakin Only rich white liberals know what's best for black people. If they don't see that, they're obviously Uncle Toms. Mixed Hate Speech User Added
@sweet_kissesxx Straight AF. Except math is a bitch. Hows the dealership, lol Mixed Abusive User Added
@swag_arella and getting pedicures bitching bout their ex and going tanning is something a bitch does Mixed Abusive User Added
@survivedby @rootsarecertain I figured I was just shocked out hoe old that tweet was lol Mixed Abusive User Added
@surething_mark you didn't even pass ESL yet you bitch lmao Mixed Abusive User Added
@supreme_tacos @hear_me_rawrrr if you want a hoe go on urban chat. That's where all the hoes are. And Mia can get punched in the boob. Mixed Abusive User Added
@supasaiyansarah haha same here bitch is trippin #brokeass Mixed Abusive User Added
@summerdawn_1996 lol @ you being a cunt Mixed Abusive User Added
@summerdawn_1996 #NudesAreMyLife omfg that's mine faggot 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