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
@AwwYeahMaddie you're our bitch though Mixed Abusive User Added
@Awint94 so ppl are pissed off basically saying if we have to suffer, you will too. Tourching tht bitch Mixed Abusive User Added
@AwiLL_2RECKLESS lol his matches from the early 90's when he was IC champion the bitches really would go ham Mixed Abusive User Added
@AwiLL_2RECKLESS lmao omm you see the bitch tryna act like she ain't feel it ahaha Mixed Abusive User Added
@AwiLL_2RECKLESS bruh did go out like a bitch thoe lol that should not be his final match Mixed Abusive User Added
@AveryCash @DallyJackson @Coal_Daddy @THaRock10 @YouTube "I could have died".. "I called my mom a bitch" lmao Mixed Abusive User Added
@AutyAut_ bitch add me Mixed Abusive User Added
@AutyAut_ I miss you!!! *Eating as we speak* I miss you red bone and that cooking 😩😩😩😍😍😍😞!! Mixed Safe User Added
@AustinthaIntern Johnny football is trash man. Trash. Lol. Mixed Safe User Added
@AustinZ18 😂😂😂😂😂 i can not wait to see this fucking cunt. Her ass is mine.😤😤😤😤 Mixed Abusive User Added
@AustinG1135 your the one keeping me up faggot! Mixed Abusive User Added
@AustinG1135 go to sleep faggot! 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