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
@AngryWillHelms Genius, the politically correct term would be "intellectually disabled." It's highly offensive to use the word retarded. Mixed Safe User Added
@Angllee2500 ain't nobody offending u fuckin peckerwoods I despise of a no good white ungrateful honkey Mixed Abusive User Added
@Anellesofia for some spook shit Mixed Abusive User Added
@Anellesofia I didnt call you a bitch, I just saiddd bitch. #Jeesh Mixed Abusive User Added
@Andyheybro the distant chugs at the end of Dried Up... remain to be some of the most perfectly heavy guitars ever recorded. Mixed Safe User Added
@AndyHerren @AarynElizaGries cry baby bitch Mixed Abusive User Added
@AndrewTaran That's a nice color combo too, love the blue and yellow. Mixed Safe User Added
@AndrewJBurns1 I would but I got dat new monopoly wit da cards.ill hold it up n see if a hoe will let a nigga swipe on credit Mixed Abusive User Added
@AndrewJBurns1 @Tommy_Russell_ homo ass crackers Mixed Hate Speech User Added
@Andreaa_olvera smd bitch Mixed Abusive User Added
@Andreaa_olvera shut the fuck up hoe ass bitch fuck squirtin ass cunt hoe Mixed Abusive User Added
@Andreaa_olvera prego bitch 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