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
@saucygyro niggers fell off Mixed Abusive User Added
@saucygyro bamoose the prophet was right "thy hoes ain't loyal" http://t.co/wOxmzRZbrb Mixed Abusive User Added
@sassyharryballs ur ballsack is hairy gtfo tranny prude bitch Mixed Hate Speech User Added
@sassyharryballs ugly white bitch Mixed Hate Speech User Added
@sassycrass She made fun of a suicide attempt. Mellie ain't that bitch to fuck with this season! Mixed Abusive User Added
@saramariewelch hahahah he's a stupid ass bitch Mixed Abusive User Added
@saramariewelch bitch you already know I would go crazy with out you Mixed Abusive User Added
@sarahVICwood im going to murder that fucking cunt Mixed Hate Speech User Added
@saraelizabethj4 that's what happens when you date a colored Mixed Hate Speech User Added
@santos_brina what a ratchet ass bitch bet she felt dumb✌️ Mixed Abusive User Added
@santagati that's bc I deleted "visionary" once I saw your subtweet. next time just @ me tho. (and I do love jail bird dresses.😁) Mixed Safe User Added
@sandcowboy31 hey it's hillbilly jim and Greg the hammer valentine #pffttt 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