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
Happy birthday pops aka old negro spiritual aka the man who said I was an accident. 64 never looked so… http://t.co/Igq8v6RIHH Mixed Abusive User Added
Happy birthday nig @Khyzzer1 ! Miss your black ass 😂😎 #TU Mixed Abusive User Added
Happy birthday little bitch boy @Digo13Nieto 😊🎉🎊 Mixed Abusive User Added
Happy birthday fag @collin_geer love ya Mixed Abusive User Added
Happy birthday bitch 😎@THEalexflores10 http://t.co/2fBKhkQiJa Mixed Abusive User Added
Happy birthday bird! @codyflitcraft Mixed Safe User Added
Happy birthday @Anastacia_Cole I love you faggot Mixed Abusive User Added
Happy bday @wizkhalifa I love you my nigguh #livingLegend Mixed Abusive User Added
Happy Friday bitches #kimorablac http://t.co/SKpKf0fGNe Mixed Abusive User Added
Happy Easter you dirty sons a bitches! #NFG #WGE #FindTheEggs #EggsAreInHerAss http://t.co/pNQLgWzNd3 Mixed Abusive User Added
Happy Columbus Day!!! Just be glad we wasn't usin' #weavetrip to rope the sails. SERIOUSLY THO> That shit would be #wigger> Mixed Abusive User Added
Happy Columbus Day! Even #BillMaher likes #cocaine and #Columbus!!! What the fuck is wrong with you #liberals? Fuckin' #moron #retards.... 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