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

25504 Records
Phrase Text Dialect Category Label Source
these bitches singing this song tho -_- Mixed Abusive User Added
these bitches need to be called out I'm sorry http://t.co/Rin49M54fK Mixed Abusive User Added
these bitches is running out of tricks pimping. barely catching my attention. Mixed Abusive User Added
these bitches climb on me climb on me 😋😌 Mixed Abusive User Added
these bitches be wasting time on some ungrateful niggas Mixed Abusive User Added
these bitches act local and think global..... Mixed Abusive User Added
there's always that dumb twitter hoe when it comes to sports. "I hope Floyd beat mayweather" or "I hope New Orleans beat the saints" 😒😑🔪 Mixed Abusive User Added
there's 13 people in my house and they're all yelling pls god give me the strength not to beat a bitch. Mixed Abusive User Added
there was a bird on the back balcony, dead. with sadness I reflected on the fragility of life, put him in a bag, and threw him in the trash. Mixed Safe User Added
there ain't one UNpregnant bitch in the world anymore Smh Mixed Abusive User Added
then yall tweet about not trusting hoes like that shit ain't common sense already Mixed Abusive User Added
them jants be clutch for bedtime tho 😂😭 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