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
You NEED an iPhone to use their stupid watch? Apple is just grabbing people ankles and shaking the money out of rubes pockets. Mixed Safe User Added
You #football #nigga #KISS #ISIS #wifebeater #faggots> WE SEE YOU> Shout it out to the RADICAL #IslamNation, #YO> Mixed Hate Speech User Added
Yost on Portsmouth "this is the biggest white trash county in the nation" #YostKnowsMost @iDOWNTOWN Mixed Hate Speech User Added
Yoh brownie had me fukd up high last night Mixed Abusive User Added
Yoga has been around for ages and these bitches just now figuring it out Mixed Abusive User Added
Yo. ... this bitch in Macy's tried to run out the store with a gaggle of clothes and got caught Mixed Abusive User Added
Yo this niggah catch every tweet lls oh my goodness Mixed Abusive User Added
Yo that teacher in Baltimore wasn't bullshitin with that bitch lmao Mixed Abusive User Added
Yo that nigga at #USC was lying 😂😂😂😂😂 had y'all bitches calling him ya MCM and all how do u feel....ok back to you Bob Mixed Abusive User Added
Yo pussy overrated Mixed Abusive User Added
Yo pussy been through it for the 9 scrapehouse visits. . Mixed Abusive User Added
Yo pussy ain't shit unless you had some jake from state farm in it 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