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
RT @RakwonOGOD: Lmaoo bitch what? http://t.co/2dhLgXcVg2 Mixed Abusive User Added
RT @RakwonOGOD: Bitches tweeting "last night >>" like they did something special except be hoes Mixed Abusive User Added
RT @RakwonOGOD: “Bros before hoes” - a bro with no hoes Mixed Abusive User Added
RT @RakwonOGOD: "You ugly anyway" "You a hoe anyway" - a nigga who just got curved but won't accept it Mixed Abusive User Added
RT @RakwonOGOD: "Fuck bitches , get money" - A favorite nigga's line when a girl leave his ass for another man Mixed Abusive User Added
RT @Rajput_Ramesh: Friends a Proud Hindu n ShivSainik brother shri Ramesh Jadhav was murdered by Jihadis plz help trend #RameshJadhav http:… Mixed Safe User Added
RT @RaiAllure: "yo bitch chose me you aint a pimp you a FAIRY." #ripPimpC Mixed Abusive User Added
RT @RahleeFranklin: don't cheat if she a down bitch Mixed Abusive User Added
RT @RahleeFranklin: This bitch got a body like Trey Songz 😂 http://t.co/KSiqmY4W8D Mixed Abusive User Added
RT @RahleeFranklin: Them hoes so damn nice 💯 http://t.co/jn0ieBdnZQ Mixed Abusive User Added
RT @RafiDAngelo: "My pussy tastes like Pumpkin Spice Latte." -- Lana Del Basic Mixed Abusive User Added
RT @RaeRecum: These hoes ain't shit 😂😂💯 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