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
@BettinaVLA @9975Ts @SenWarren She's just another straight-up conscienceless liar. Soulless criminal trash. Mixed Safe User Added
@BetoDavidThomas @JesseCanon lmfaooo oh well fuck that bitch Mixed Abusive User Added
@BetoDavidThomas @JesseCanon bitch my mom didn't call you Mixed Abusive User Added
@Benny_Balboa yall fucking trash boyy!!! #gladbagflow Mixed Abusive User Added
@Benny_Balboa tell that boy he a hoe i just called him Mixed Abusive User Added
@Benny_Balboa not to yall thou! Yalll fucking glad bag trash Mixed Abusive User Added
@Benny_Balboa lmfaoo yu stupid lha bitch i been knowing you for about 10yrs you never had a hoe...EVER Mixed Abusive User Added
@BengyBenFrank niggah follow me back 😑 Mixed Abusive User Added
@Belbert11 @BuhrowAustin well looks like I'll be buying you two a big bitch box of Busch NA 💁 Mixed Abusive User Added
@BekySawyer boats and hoes Mixed Abusive User Added
@BeenSlimm I just don't want one these new bitches that morphed in to a super playa because she see how the world is Mixed Abusive User Added
@BeenBasedB do this nigga think he mick foley ? 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