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
@Lillian__Taylor I'm apparently the "Good Luck Chuck" of bitches. -.- Mixed Abusive User Added
@Lil_A47 😂😂😂 you're a coon Mixed Hate Speech User Added
@LilTunechi reason for why he only rap about pussy... " What am I supposed to talk about?" smh How bout you make music that ain't NEGATIVE! Mixed Abusive User Added
@LilReese300 what are you doing up right now Tavares. Kickin my bitch to curb for being too dramatic again? Mixed Abusive User Added
@LilMrsSpiffy they bout to try and hoe you next Mixed Abusive User Added
@LilMissRightie Hey #teabagger the #benghazi thing is a joke. 13 Benghazis under Bush, no hearings. More on Benghazi than real 9-11 attack Mixed Safe User Added
@LilKev_J pussy Mixed Abusive User Added
@LilBTheBiggsGod @Abbey_Kirkland two birds with one stone Biggs. Mixed Safe User Added
@LikeWhatYouSEA booty wop sided as hell Mixed Abusive User Added
@LifeAsKing Naw... I'm trash... Keep ya pity hugs...😒💅 Mixed Safe User Added
@LifeAsKing I've only like about 3 pair..they're overpriced trash .. Mixed Safe User Added
@LickMyWhooooop @JustDoItSlow yall playful don't come dumb hoes 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