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
@badshah200 Ur pal @STLAbuBadu threat2 "apostate kufar">"I cld cut ur neck w/sword of islam &watch u squeal like a bitch like Daniel Pearl" Mixed Hate Speech User Added
@badnewsbridget lol fag Mixed Abusive User Added
@badnewsbridget @MorbidMermaid @EvanBecker513 you're a lying sack of shit because I know you love me #lesbian #jk #jkbridgeturstraight #fag Mixed Abusive User Added
@badluckbella_ that's lil nig 😎 Mixed Abusive User Added
@bad_boy_six @ksteven37 Here ya go wetback, eat this.. http://t.co/kf6PgZvH5G Mixed Hate Speech User Added
@babyspittle @Kimmyincali @MartiniShark @SenatorReid Still blaming Bush? Fucking retard Mixed Abusive User Added
@babynacca @Zneezy2Good both you boys need some pussy, damn.😉 Mixed Abusive User Added
@baaaabyshaaaay_ spitted sprite on you? niggah with yo smart ass mouth you deserved it. & well stfu! lol Mixed Abusive User Added
@baaaabyshaaaay_ Yassss bitch!! Mixed Abusive User Added
@baaaabyshaaaay_ Ununnnn what plans? Text me niggah!! Mixed Abusive User Added
@baaaabyshaaaay_ My niggah!! Mixed Abusive User Added
@b_shiznitt you lying bitch 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