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
@NYRKelsMads Yeah man. He even scare me and I is a nigger Mixed Abusive User Added
@NYRKelsMads I gots to be bein colored and all Mixed Safe User Added
@NYRKelsMads I be wishin you was local. I takes you to da Yankee game and spoil you Mixed Safe User Added
@NYRKelsMads Dat dawg live betta den most colored folk in my hood Mixed Abusive User Added
@NYRKelsMads Dat damn dog eats betta den most colored folk do. Mixed Safe User Added
@NYDNSports @Yankees ugh , @Espo4710 put one 420 dead center off him @StFrancisNews Mixed Safe User Added
@NTXProgressive Yeah..cause if anyone thinks this clown went to @target to buy Oreos is as stupid as all of them look Mixed Safe User Added
@NOT_UR_BRO @niccol3_xo lmao nigga shoulda said I would be balless bc dat cold bitch wont stop blowin me#swaagg Mixed Hate Speech User Added
@NOTJOHNROSS try being respectful, instead of acting like a fucking retard. Mixed Abusive User Added
@NOAA #EarthDayNOAA Is da colored folk allowed to join? Cuz in my hood folk worried about da watermelon not growin and da chicken too small Mixed Abusive User Added
@NICKjSPADA @EnxadasFelipe @Lindsey711xoxo ik he felt like a bad bitch. Take it down a notch dex Mixed Abusive User Added
@NICKjSPADA @AveragexBishop @Rcummings8 We were making those brownies at 4 am tired as a bitch. under the circumstances they're pretty good 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