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
@kingxxlopez Roberts is a fuckin fag😂 smack the shit outta him Mixed Hate Speech User Added
@kingxxlopez Lol me and @MarcusDenton just sit there and make fun of him. I can't stand that fag Mixed Abusive User Added
@kingtaylorxx @chanelisabeth I'm a boss ass bitch bitch bitch bitch bitch Mixed Abusive User Added
@kingjvsh you just did bitch lol Mixed Abusive User Added
@kingjvsh @_hanimA Don't be a bitch Mixed Abusive User Added
@king__saan I feel like I just got married bruh, she a bad bitch Mixed Abusive User Added
@kincade00 you seen it hoe put that cash up bitch imma take your money and spit on your fat ass Mixed Abusive User Added
@kincade00 you owe me anyway hoe I need that with interest or shooting your shit up Mixed Abusive User Added
@kincade00 shut up bitch for I spit on you Mixed Hate Speech User Added
@kincade00 nigga Madison playing some bitch ass white boys that's going to Harvard on law scholarship play crazy Mixed Abusive User Added
@kincade00 don't watch me watch tv hoe Mixed Abusive User Added
@kincade00 @mistaturk5 lmaooo just call my phone if you want them birds *Migos Voice* 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