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
@SteveStockmanTX hey turd cutter...stop tweeting juvenile shit and DO YOUR JOB....#idiot teabagger Mixed Abusive User Added
@SteveStockmanTX hes just a friggin idiot that can say anything and his redneck teabagger constituants buy it. They love stupid people Mixed Hate Speech User Added
@SteveStockmanTX didnt you propose the brilliant idea of college students packing heat? You are a savant! #dumbass teabaggers Mixed Abusive User Added
@SteveStockmanTX bullshit..i guess the poor have all the money..tax money movers at same rate as working people..you teabaggers are traitors Mixed Abusive User Added
@SteveStockmanTX @toddstarnes oh I see. Part of a giant govt take over eh. Stockboy you are a joke of a representative. #dumb teabagger Mixed Abusive User Added
@SteveMartinToGo careful, they might try to queer ya! Mixed Abusive User Added
@Sterm26 @RealJamesWoods Just like when I call someone a nigger! It's not because they're black, it's about how they act. LIKE A NIGGER! Mixed Hate Speech User Added
@StephyRae7 where have you been hoe Mixed Abusive User Added
@StephyRae7 is the biggest faggot in the world Mixed Hate Speech User Added
@StephyRae7 hii fag. :) Mixed Abusive User Added
@StephyRae7 faggot. Mixed Hate Speech User Added
@StephyRae7 Will NEVER happen faggot. Got complemented on it today at golf by @GabrielaAngela4 several times. ;) 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