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
@TedNugent Why werent you so gung ho when you got drafted instead of shitting yourself? You seem like another Repcon Chicken hawk.. Mixed Abusive User Added
@TechN9ne why did they add your name all ghetto like that? Looks like they used label maker, lol! Mixed Safe User Added
@Teampowerstroke hoes will be hoes nothing but something guys just dispose #TruthBeTold Mixed Abusive User Added
@TeamSky yellow in paris! Fantastic effort from #AllezWiggo and #VroomFroome..now just the last stage up for grabs #GoCav #TDF12" Mixed Safe User Added
@TeamMarlo dumb nigger Mixed Abusive User Added
@Tcrawford20 he's trash Mixed Abusive User Added
@Tayscalf @protrill fuck em right in the pussy Mixed Abusive User Added
@Taylor_Simonee you have your nips pierced too ?! 🌾👀🌾 Mixed Abusive User Added
@Taylor_1017 faggot Mixed Hate Speech User Added
@TayHASWAGG truuuu bitches don't have ANY respect for themselves so I'm with you on the shit talkin lol Mixed Abusive User Added
@Tattoo_MyLife cuz the whole team trash Mixed Safe User Added
@Taste_My_Lips57 she like "imma stop talking to you because you vibing in them headphones".Talk to me and come get this pussy in other words 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