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
Eagles fans will always be annoying faggots Mixed Abusive User Added
EXPOSED: Jihadi kidnap and murder handbook... and plan to infiltrate British Army and police http://t.co/gkP1vG6Pnw via @wordpressdotcom Mixed Safe User Added
ESPN keep hiring these dyke bitches and gay Spanish niggas to talk sports Mixed Hate Speech User Added
EJ wanna be Michael Sam bitch so bad. Mixed Abusive User Added
EDA!! The 2 queers at AA! lol @Vbomb20 @GDuenez http://t.co/GzzrZjvVlV Mixed Hate Speech User Added
EBHGJHBGJBEJFB I saw this: "ACH WEBSINGLE XXXXX8898 MARYLANDUNEMPINS" And was like some bitch named Mary Landunem STOLE MY MONEY! Mixed Abusive User Added
E250 5.4 motor and tranny I have a 2008 5.4 triton motor and Transmission with 5,200 miles that came off a E250... http://t.co/d5gic83k0V Mixed Safe User Added
Dyke pastors be in The Lords house tryna cuff all the pussy bruh bruh Mixed Abusive User Added
Dyke bitches kill me thinkin they really got hoes lol Mixed Hate Speech User Added
Dwight could've had me instead of that ugly young hoe😩 Mixed Abusive User Added
Dumpster RT @baskgod: Gahbage RT @_sirhampton_: Chicks that smoke are trash. No in between. No debate. Mixed Safe User Added
Dumb nigguh 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