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
"You took our land so you could make each other retarded in DIAPERS? Sure....use our image....cool...." #redskins #NFL #concussion #jokes Mixed Abusive User Added
"You talk like a fag and your shit's retarded. But that's cool scro, lot's of tards out there living total kick-ass lives!" Mixed Abusive User Added
"You ol trout mouth ass bitch" DEEEEAAAADD Mixed Hate Speech User Added
"You look like little birds help you get dressed in the morning" Mixed Safe User Added
"You look cute today :)".. "Really?!" Helll no, swerve hoe! Mixed Abusive User Added
"You hit no lights, no line for toco bell at 2 in he morning, and Diana's back in her house. It's a miracle" - Charlie @dianaaaxo Mixed Safe User Added
"You got hella hoes" http://t.co/ZN1A0gsTpc Mixed Abusive User Added
"You don't like us colored folks, what the he'll you're not colored you white fucks" 😂😂😂😂 Mixed Abusive User Added
"You can take someone out of the ghetto, but you can't take the ghetto out of them." Mixed Abusive User Added
"You can pull more pussy with a dodge and collect them panties alright." -stormy and jake 😂😂😂 Mixed Abusive User Added
"You are a cunt" Mixed Abusive User Added
"You and yo boys some pussy cats." 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