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
@JStac825 @ThatAngryNigga at least after nearly two decades of complete trash they put out ATYSYC to redeem themselves. Mixed Abusive User Added
@JRise88 shut up you stupid bitch Mixed Hate Speech User Added
@JRise88 ill fuck you til you love me faggot Mixed Abusive User Added
@JRise88 do it then pussy Mixed Abusive User Added
@JRise88 @LongLiveTylerD your a fag Mixed Hate Speech User Added
@JRise88 @G_Anderson4 what do you want fag Mixed Hate Speech User Added
@JRealmo I don't think they believe in their communities ability to function w/out whitey. They choose to be hustled by big gov't... Mixed Safe User Added
@JPerez003 teabaggers are anti American. Hows it feel to hate your country? Mixed Abusive User Added
@JPantsdotcom @Todd__Kincannon @the__realtony naaaaa, just popped across my TL, so I commented. But nice try faggot! Mixed Abusive User Added
@JPantsdotcom @Todd__Kincannon @the__realtony I'm partial, faggot..homo...both fairly describes the same sick twisted Assholes out there. Mixed Hate Speech User Added
@JPERZELL shit pic master hoe protecting ass bow tie nigga Mixed Abusive User Added
@JOLTNG niger Mixed Hate Speech 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