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
Not ALL females constantly tweet about their boyfriends but I wish death on the ones that do. TIRED of you AND him, bitch Mixed Abusive User Added
Not 1 bit of courtesy from any of these bainbridge isl. ferry riders... Fuck em next time I think s gonna "break down" paybacks a bitch Mixed Abusive User Added
Not "us bitches" 😂😂😂😂😂 Mixed Abusive User Added
Nose goes on taking out the trash this time. 🙊 @caitnicole3 @CiCi_Phi Mixed Safe User Added
Norwalk ghetto af lol all of a sudden everyone a dodger and raider fan Mixed Safe User Added
Norbit mad as a bitch lmfaooooooo 😂😂 Mixed Abusive User Added
Nope! It's just yellow OTL Mixed Safe User Added
Nooo.. not Sailor Moon and squad "in the club w/ all my bitches lookin good." https://t.co/S6Yj748if1 Mixed Abusive User Added
None of us went to these PRESTIGIOUS establishments so we're clearly not as superior as these fucking retards... Mixed Hate Speech User Added
None of my bitches can stay over Mixed Abusive User Added
Nobody wit me im on all alone shit so dont think im actin funny when im in my zone bitch Mixed Abusive User Added
Nobody should ever have sex with a dirty dick or pussy. That says a lot about you if you fuck em knowing they smell like chitlings 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