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
@sbsylvester @kieffer_jason nigga stfu u not funny we all laughing at yo retarded ass just stfu Mixed Abusive User Added
@sbsylvester @kieffer_jason bitch fuck that blog where u be at meet up and get your round Mixed Abusive User Added
@sbsylvester @kieffer_jason @hunterbuch66 bitch u ugly then hoe Mixed Hate Speech User Added
@sbsylvester @kieffer_jason @hunterbuch66 bitch that doesn't even make any sense bitch. Mixed Abusive User Added
@sbsylvester @kieffer_jason @hunterbuch66 bitch am speaking fucking English u fucking pecker wood Mixed Abusive User Added
@sbsylvester @hunterbuch66 @kieffer_jason y'all some pussy ass niggas Mixed Abusive User Added
@sbsylvester @_cblaze bitch what. meet up at Plano senior high school or vines I got some shit on my chest am going take it out on yall Mixed Abusive User Added
@sayy_coneee bitch I texted you Mixed Abusive User Added
@savannahx___ negative slopes aka a chart of my grades in math Mixed Safe User Added
@savannacurry_ just be like me make bitches move Mixed Abusive User Added
@saucygyro that was back when nigger music was decent Mixed Hate Speech User Added
@saucygyro she's a dyke & looks like she's 12 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