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
@AsapTwelvyy hoes. Mixed Abusive User Added
@AsapTwelvyy bruh bruh that bitch ain't loyal ! Mixed Abusive User Added
@Aryanliving Welcome to the movement. Anyone who gets even minor publicity is a queer, fed, or jew (well, according to the internet). Mixed Hate Speech User Added
@Articulate_Aura bro you know I can't not comment on stupid shit like that..bitch Instagram a heart attack on a plate Mixed Abusive User Added
@Articulate_Aura bitches don't know if they wanna play basketball or look sexy bro Mixed Abusive User Added
@ArtbyLecardin @Deeiiggee @Amy0813Amy 😑 and on that note I'm out dis bitch Mixed Abusive User Added
@ArtbyLecardin @Amy0813Amy @Deeiiggee until the world sees 2 faggot jungle bunnies are fucking and one got pregnant Mixed Abusive User Added
@ArtaleGaspare bitch i got the flameeee Mixed Abusive User Added
@ArlisDoNotChill @ChiefKeef3OO wheres my bitch wit my sammich then? Mixed Abusive User Added
@AriesTheOG cut a bitch Mixed Abusive User Added
@ArianaGrande this bitch @cumwiththewind Mixed Abusive User Added
@Ari_Tweetz lol na bitches like crazy if the D 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