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
@DrMalvo @_Rotten__ Who is da "we" whitey? Mixed Abusive User Added
@DrMalvo I likes it back dare. It's free fo me cause whitey pay da fee Mixed Abusive User Added
@DouneAldy what are you doing tonight pussy? Mixed Abusive User Added
@Dougherty06 my apologies... Oh wait it's my fucking birthday bitch 😉 Mixed Abusive User Added
@DoughBoyFreco hahahhaha he had mad bitches 😂😂😂😂 Mixed Abusive User Added
@DougBenson hey you bitch, you should get the @lucasbros on your show. They'd be perfect for it! I'm kidding about the bitch part. Mixed Abusive User Added
@DoubleAIV just watch bitch nigga u gonna want the whole team dead Mixed Abusive User Added
@DopeKorean lmfao putting on for twitter i see fat bitch Mixed Abusive User Added
@DopeBoy_Pollo 😂 wassup pussy Mixed Abusive User Added
@Doop_3 lol shid who got one? Boy my ass lonely as a bitch. You cuffed up ain't ya Mixed Abusive User Added
@DonnerKay @surlyrevenant An enraged 6'4" 290 lb Mike Brown lethal weapon on legs.His hatred 4 the police & whitey added fuel 2 his arsenal Mixed Hate Speech User Added
@DonLemonCNN @DanaBashCNN u both sorry to give racist @SenTedCruz a platform w his trash language Dana ur intvw was below kindergarten level 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