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
@maddieevaans @felicity182 "us english" it's our go learn grammar u dick sucking hoe Mixed Abusive User Added
@macktology101 for reals psycho ass bitch lol Mixed Abusive User Added
@mackgotti thats that " never call a bitch again " shit Mixed Abusive User Added
@maccabeez thanks...bitch. Mixed Abusive User Added
@maccabeez no one knows the words to that song, they only know the sexy saxophone. George Michael is a pussy. Mixed Abusive User Added
@mabathoana garbage rappers can't learn. it's like teaching Advanced Algebra to a retard. Mixed Abusive User Added
@m_gast faggot Mixed Abusive User Added
@lybr3 and yes.THAT was very ghetto and condescending ESPECIALLY after her miserably failed crappy school lunch initiative. The Hypocrite Mixed Abusive User Added
@lvnzo oh hell no they act proper and i live in richardson much finer then the hoes in ducanville Mixed Abusive User Added
@luvvida You're right.. I be around my nig.... Mixed Hate Speech User Added
@lundenm my dad wanted me to "twat" him. 😳 Mixed Abusive User Added
@lukejohnson06 @laurenbeckkkk1 @lllexiss hey dude watch who your calling a bitch.. 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