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
@who__CHRISJONES @WhyYouSoShort bitch nigga come over here I'm on knodell vandyke n french rd fuck boy den talk dat shit Mixed Abusive User Added
@whizkhidK @RubyFakhoury @amberadamzzz forget that bitch and come get some of this white chocolate Mixed Abusive User Added
@whits_20 Good read -> RT @WIRED: Why your cat thinks you're a huge, unpredictable ape http://t.co/nzA3zUwugp http://t.co/P8F8Gmkufy Mixed Safe User Added
@whits_20 @AjalaPilgrim Yankee? 😒 Mixed Safe User Added
@whiteangelss84 y dont u end us monkeys then? U hate us because were better than crackers & I love it. Deep down u know weve done nothin 2 u Mixed Hate Speech User Added
@whiteangelss84 @fields_devante mmm where the fuck is that at honkey? U need to wake up and realize its 2013 and get off of the skin Mixed Abusive User Added
@whiteangelss84 @fields_devante bitch stfu u livin off our tax money too, we pay shit just like u so don't get that white power shit to head Mixed Abusive User Added
@white_thunduh stfu you dont get any pussy fuck boy Mixed Abusive User Added
@white_thunduh my bitch dont want your ugly ass gtfo ol peyton manning lookin ass Mixed Hate Speech User Added
@whatupag we've used the word cunt almost 3 times. Its beautiful. Mixed Abusive User Added
@whatupag at least it's not antville, because thats for cunts. Mixed Abusive User Added
@wellheeledking old raglyscrag. me and that bitch been places. 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