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
I b so quick to dub a bitch it's sad 😔😪 Mixed Abusive User Added
I ate a monkey. #AndNowIHaveEbola Mixed Safe User Added
I asked the name of the bird ancient Egyptians used as the sun of god Heru (Horus).The Pheonix (firebird). Mixed Safe User Added
I asked my two best friends to describe me in three words, I get back "boss ass bitch" and "short, feisty, and Mexican." I love my friends. Mixed Abusive User Added
I approve this message ! “@Ashley_NoMaryK: Good pussy is a mufucka. 😊” http://t.co/QPkCQHPyXP Mixed Abusive User Added
I am what u said I am but am ain't no bitch Mixed Abusive User Added
I am the real vampire nigger. Mixed Abusive User Added
I am such a pussy😂🌚 Mixed Abusive User Added
I am such a little bitch today😅 Mixed Abusive User Added
I am such a daddy's girl it's crazy I will drop a bitch in a second over my dad bro. Mixed Abusive User Added
I am so damn done dealing with hoes with kids. Puerto Rican dominican I don't care. Mixed Abusive User Added
I am out! I can't listen to Joe bitch about things he did himself and tell half truths. #msnbc your viewers deserve better #morningjoe 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