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
@KamalShaqi @Kevinnnnn_05 it's funny how this page quoted my tweet about the term "camel jockey" bc I AM a fucking Arab you dumbass 😑 Mixed Abusive User Added
@KamRenee ugly nigger Mixed Hate Speech User Added
@KaileenRenee lets get a group together & do something negro, I'm home Mixed Abusive User Added
@Kaayyllee_ bitch. 😒 Mixed Abusive User Added
@Kaaaat__ make that llama your bitch Mixed Abusive User Added
@K_forKicKs tf bitch you had brain surgery and aint tell me??!? Mixed Abusive User Added
@K_forKicKs likkadawgg turn up ya bitch...fw ya dawg man Mixed Abusive User Added
@K_forKicKs 😂😂😂😂 im joked out bitch you stupid! Mixed Abusive User Added
@KR3TZ3R15 Idk is she's actually from there lol, we followed a band. But we met a few bainbridgians. This bitch had like 4 teeth I swear lol Mixed Abusive User Added
@KLSouth @Miss_Didi23 is an evil hate whitey racist who thinks Delbert Belton deserved it. @MaryForbes14 @EnemiesofDonnaJ @StephAnnAnson Mixed Hate Speech User Added
@KINSL3Y we dont love these hoes Mixed Abusive User Added
@KINGDOMMINDED__ @_lostb0y me bitch im tryna keep a clean track record the fuck bruh 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