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
@TheOneMiss_Luu no he's an asshole & is like I have neck problems & can't sleep that way 😠 u lil bitch Mixed Abusive User Added
@TheOneMiss_Luu i know, hoe. Mixed Abusive User Added
@TheOneMiss_Luu i also like flip a bitch, which is gabbys. #QualityWords Mixed Abusive User Added
@TheOneMiss_Luu This is true. That bitch has two accounts @PoniesForever7 Mixed Abusive User Added
@TheOneMiss_Luu But if we loved again, I swear I'd love you right. Btw bitch you better not be googling these lyrics! Mine is from the <3 Mixed Abusive User Added
@TheNudesGod can fucking a fat bitch be considered a threesome ? Mixed Abusive User Added
@TheNitPickster LOL, AutoCorrect is a bitch, but voice recognition is much faster than typing. Mixed Abusive User Added
@TheMoeeee bitch go shoot some balls of paint. Ole hobby finding ass Mixed Abusive User Added
@TheMilkMan57 @wyattnuckels @grizzboadams haha the little shit talkier brought his other bitch Mixed Abusive User Added
@TheMayorMatt the early bearded man gets the clam ? #herkfacts Mixed Safe User Added
@TheMayorMatt pitch, chip and slide ur dick in tight clam #22 love it #mywife Mixed Abusive User Added
@TheMayorMatt has to be #live version ! #pulledpork #clams #babyjesus #lilsmokey 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