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
@CallMeBuffy sockin bitches in they mouf Mixed Abusive User Added
@CallME__Jetson hoe ass nigga. 😑 Mixed Abusive User Added
@Caliqueeen14 you da realest bitch out here Amber Mixed Abusive User Added
@CaelanG15 that nigga was eating that hoe lol Mixed Abusive User Added
@CabHotties who ever said this is so dumb. My moms a cop & ill have her track you down for being a lil bitch. Kay bye(: Mixed Abusive User Added
@C_janacek07 @Nick_504_ a fucking verse from Don trip bitch stop assuming shit Mixed Abusive User Added
@CSalazar_04 press start bitch 😑 Mixed Abusive User Added
@CSVNDY i wanna be that white nigga chillin in my mini cooper just throwin money at bitches Mixed Abusive User Added
@CSNChicago Punk ass bitch. #BullsTalk Mixed Abusive User Added
@CRYaboutitNIGGA waddup doe Lil nicca Mixed Abusive User Added
@CR4ZYF0RU I just really miss you and I know we can drink it off and talk about all of our problems like basic bitches Mixed Abusive User Added
@COK3COKE Now, mfa don't wanna spend a dime wit em. Prolly out here yelling money over bitches. 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