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
@cxslug I never did those games, but I was obsessed with Angry birds. Which is why it took me so long to do CCS. I was scared. Lol Mixed Safe User Added
@cuunthiaaa @Fvnxy he's the "fuck her right in the pussy" guy Mixed Abusive User Added
@cuteasstab niggah this shit serious aint no one laughing Mixed Abusive User Added
@cup_ah_noodles ya pussy let's go wheelin Mixed Abusive User Added
@cumkwats thank you based pee slit Mixed Safe User Added
@cullenbunn Maybe Baylee Ann, Tater Pud, Nurse Fester, Charlie Chainsaws, & Mama Rot should be their own team?! Next time in PunisherMAX!:-D Mixed Safe User Added
@cubvn_ girls that want to hold on to they hoes and act like they can't show off they boyfriends Mixed Abusive User Added
@ctrembz be sure to follow it up with a fabulous bitch face Mixed Abusive User Added
@crystalkethry 🚨🚨🚨🚨bad bitch w dreads alert Mixed Abusive User Added
@cryancarfield haven't you ever heard the story of the birds and the bees Mixed Safe User Added
@crushwb sup my nigga.. cracker.. home boy.. what ya know that .. blah... forget it.. hey to ya. Mixed Abusive User Added
@crocodile_Craig bitch y u ain't come to school 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