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
@moneydriven @2ManyLouboutins glad about your uncle, another stupid faggot off the world, hopefully you next. Mixed Hate Speech User Added
@monetkittrell all this spaceship shit is retarded. Mixed Abusive User Added
@mommajjojo love you too bitch :* Mixed Abusive User Added
@mommajjojo @smileitsalexx oh so basically we both will be your bitch all day? Mhmmm of course.............. Mixed Abusive User Added
@mobilesuitwaifu All the helmets in Destiny are trash. I wish I could just rock an invisible bubble instead. Hunters look like Robocop. Mixed Safe User Added
@mmyar It's dumb cunts like you that make me sad to have served in a war so you wouldn't have to. Mixed Abusive User Added
@mlvassallo Oh really? fags are gross You aids infected sick fuckers Mixed Hate Speech User Added
@mkkberger juss the way she stands screams bitch! Lmao @mlwberger @bigbergerc Mixed Abusive User Added
@mjziccardi that mindless twat is shitting on hiphop hahahaha Mixed Abusive User Added
@mjs79 @ChingonAbe well he is at Genos. So he is the ultimate faggot Mixed Hate Speech User Added
@mjdwarner that's a bitch. I have no desire to see that much bullshit hahahaha Mixed Abusive User Added
@mitchbattiste sup pussy;) 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