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
@mcclearyb0y other than those the university and the white black and red ones .. The rest trash anyway. They just making shit up now Mixed Abusive User Added
@mbxvss we don't trust these hoes, lol na but it's bigger for us I think bc most guys talk to girls first, if you understand Mixed Abusive User Added
@mayormcginn If racial minorities weren't criminally inclined, they wouldn't have so much to worry about. Act your color, race traitor! Mixed Hate Speech User Added
@mayormcginn @usmayors @SenFeinstein White people need those weapons to defend themselves from the subhuman trash your sort unleashes on us. Mixed Safe User Added
@mayhemmiller faggot Mixed Abusive User Added
@maycie32 do you mean you were too distracted by being a bitch ? :)) Mixed Abusive User Added
@mayarsharkawi Fake pics http://t.co/jtwUu9CYSr get off my TL, u r dismissed muzzie. @Darknight420 @JewJitsuGrl @Begbie_1 @efilnikcufecin7 Mixed Safe User Added
@max_dashevsky u and taber the shit coon Mixed Abusive User Added
@mauriokart wtf is ur tumblr bitch Mixed Abusive User Added
@matty_2_fatty fuck you bitch, where's my sleeve Mixed Abusive User Added
@mattrbennett209 try some 2 Chainz. I heard he has some big booty hoes. Mixed Abusive User Added
@matt_chu22 @RyanRiehle I'll do that, if you agree to take your Ethiopian starvin looking nigger ass back to Africa. #BuyFoodLittleGuy 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