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
The Irish in #California are all white trash. Mixed Abusive User Added
The Internet will make you think these bitches are who they're actually not. Mixed Abusive User Added
The Guy got excited when he saw Oreo cookie crusts. He thought I was making pie. He was bummed when he realized it was cheesecake. Mixed Safe User Added
The Giants trash Mixed Safe User Added
The English killed all the leprechauns. Thank God. Annoying little bastards. Mixed Abusive User Added
The Devil Wears Charlie, by Revlon. #lesserfilms Mixed Safe User Added
The DMV system was recently restructured on the narrative outline of Dante's inferno. Only edit, Dante is a fat pissed-off cunt. Mixed Abusive User Added
The Conjuring wasn't trash. It just wasn't as good as Insidious. Mixed Safe User Added
The Bucs has 2 great uniforms and ruined them both for that trash smh Mixed Safe User Added
The African Goshawk (Accipiter tachiro) is a species of bird of prey in the Accipitridae family. fou http://t.co/t9xi8IWocs Mixed Safe User Added
The @Yankees are playing the @tigers tonight. In other words, I am not friends with @mtaraban. Mixed Safe User Added
The @GOP elite call conservatives "our niggers" behind closed doors. #tcot #teaparty Mixed Hate Speech 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