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
@VictorB123 @KHShan yea.. you don't live down here I guess. We still got roofs that aren't fixed from Charlie and Jeanne. Mixed Safe User Added
@ViVaLa_Ari smh what's wrong wit u ho Mixed Abusive User Added
@Vexda go jerk off to lollis faggot. Mixed Hate Speech User Added
@VeshaaCouture lol bitch yo display name Mixed Abusive User Added
@Versanche only faggots drive stick Mixed Hate Speech User Added
@VeronicaLewis You just can't give hillbillies an audience. They'll squander it every time. Mixed Abusive User Added
@Valentin_R94 bitch whatever nigga u were to scared to play Mixed Abusive User Added
@VaginaaHolic @DeesChronicles ie don't make a hoe a housewife Mixed Abusive User Added
@VZWSupport Your update for my s3 pretty much broke 4G and made it absolutely annoying and retarded. Mixed Abusive User Added
@VRTWxrk_Flash @yungchipotle young based god in Olympics stay fuckin bitches Mixed Abusive User Added
@VNNForum These Marxist kikes promoted Anti-Semitism by creating this film, what was their incentive? They just promote their enemies. Mixed Safe User Added
@VG3_ what pissed me off is as males WE JUDGE females pussy. How you gone judge your own get mad and deny its loose because YOU have a gap? 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