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
@Texgalleslie You can bet Valerie Jarret has her hands all over this "humanitarian Crisis". I Didn't vote for that commie bitch. Mixed Abusive User Added
@TexasKid1980 @Eric_Mariners @elchavaloko lol naw that bitch was just a sociopath Mixed Abusive User Added
@TexasHumor drinking a bitch beer outta a badass kuzie Mixed Abusive User Added
@TerryTGood @1DancingCrane The Moors used to give kids free lunch in the Bronx when I was a kid. Glad to see they are still doing good. Mixed Safe User Added
@TerrorFranchise Nope, definitely retarded. Mixed Abusive User Added
@TeflonDon4200 why lil ricky stole MJ Chain and tried to flex with the bitch in his avi Mixed Abusive User Added
@Teets6 shit trash Mixed Abusive User Added
@Tee_Bizzle shut up bitch Mixed Abusive User Added
@Tee_Bizzle nah bitch you like Pookie from new jack city Mixed Abusive User Added
@Tee_Bizzle i aint shit, you aint shit...bitch we meant for eachother Mixed Abusive User Added
@Tee_Bizzle hoes* are more fun Mixed Abusive User Added
@Tee_Bizzle and im beautiful bitch 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