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
@gundeathjournal @ackdoc @nra lax gun laws? Ur retarded. There's murder there bcuz no one can defend themselves. Only crooks have guns there Mixed Safe User Added
@grrizzIy right in the fucking pussy Mixed Abusive User Added
@grrizzIy pudding it right in her pussy Mixed Abusive User Added
@grrizzIy @YUNGxSMBA the only place for a ho in the garden Mixed Abusive User Added
@grinand http://www.youtube.com/watch?v=LRtKAQJUc3g Stay safe out there, Charlie. Mixed Safe User Added
@grinand BTW, Happy Birthday, Charlie! Get better soon! Mixed Safe User Added
@greyyygoose @JawShoeeAhhh no bitch lol Mixed Abusive User Added
@gregorykohler yo girl whats yr potential? I wanna retard it Mixed Abusive User Added
@gregorious13 I don't understand it, there's trash cans/dumpsters everywhere and if there's not, just wait till you go somewhere with one. Mixed Safe User Added
@greekkid31 @TaraSetmayer @TheWillDunne yes true reagan was the first..ike wouldnt. While president and he was supreme allied commander. Mixed Safe User Added
@grandeftlou and bullying? I didn't know u could bully over the internet?? And the bitch came at me so idk why u in my mentions bruh Mixed Abusive User Added
@goodgraces_ ok faggot http://t.co/zdGtE9GvzX 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