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

25504 Records
Phrase Text Dialect Category Label Source
RT @killaaakam_: Who's gassin these hoes, BP? 😴 Mixed Abusive User Added
RT @kiii_anna: I was wearing bucket hats before you basic bitches http://t.co/9XPBV1VDN7 Mixed Abusive User Added
RT @kidnoble: Olivia a bird for believing this shit. #ScandalABC Mixed Abusive User Added
RT @kiddsmy_pyt: You have a new boyfriend every week.. Tf you doin hoe? Mixed Hate Speech User Added
RT @kid_nipsey_400: bitch you not cute , you just photogenic 😂 Mixed Abusive User Added
RT @kid_nipsey_400: bitch what you thought ? 😂 Mixed Abusive User Added
RT @kiaspeaks: Yall stay tracking pussy miles, but refuse to put any effort into controlling your own peen. But okay...I guess. Whatever ke… Mixed Abusive User Added
RT @kialloyd22: "Okay I'm Kia and my middle name's faggot." -Dylan Mixed Abusive User Added
RT @khulekile_32220: The karma of fucking over a good girl is the bitch you end up with Mixed Abusive User Added
RT @khloewithoutheC: @TypicalMinions: when ur with ur friend and a bitch u both hate walks past http://t.co/LPLAYEfI7q" @felferrara us as n… Mixed Abusive User Added
RT @khloekardashian: Basic bitches NOT wanted Mixed Abusive User Added
RT @khernns: All of a sudden all these bitches like soccer today lol 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