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
U corn fly then bitch when it has no seeds and its lime green with full of Crystal all over Mixed Abusive User Added
U coons watching love and hip hop ain't you Mixed Abusive User Added
U coons can't wait to wear them Oreo J's Mixed Hate Speech User Added
U can't stay the same & expect change. U can't truly expect a good man if he call himself nigga, nigger.It means the same; A No Good Person! Mixed Abusive User Added
U bitches still fuccin bush Mixed Abusive User Added
U Lil stupid ass bitch I aint fucking wit youuuu‼🎧 Mixed Abusive User Added
Tyrese trash Mixed Safe User Added
Tyra Banks still getting paid for these America's next top model re runs, this bitch so bossy 👠👛 Mixed Abusive User Added
Typically hateful, anti-Christian, mentally ill and ugly dyke trash pig couple Jennifer McCarthy and Melisa Erwin http://t.co/tW9Nl5Hkmt Mixed Hate Speech User Added
Typical bitch during a break up tweeting smfh Mixed Abusive User Added
Type of nicca owe yu money but still ask you to go n on a blunt Mixed Abusive User Added
Tym 2 lyt dis blunt n holla @ hoes. 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