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
"Roberto you are one nasty hoe" Mixed Abusive User Added
"Remy Machiavelli send shots to ya belly" 😩 my bitch ✊ Mixed Abusive User Added
"RT it for me. Please and thanks @BmorePocahontas: Did a pierced pussy just come across my timeline 😐" Mixed Abusive User Added
"Pistol whip my Dickau, shoot yo bitch club up." Sometimes freestyles be freestyles. And I'm okay with that. Mixed Abusive User Added
"Our people". Now is the time for the Aryan race 2 stand up and say "no more". Before the mongerls turn the world into a ghetto slum. 1488 Mixed Hate Speech User Added
"Only a couple of Red Sox have gotten past first base." I'm dying laughing. Maybe the Yanks need to teach them some game. Mixed Safe User Added
"On top of that, she just a pregnant ass sorry hoe. Aint never got no money. Even her water broke." - @TallTrappin88 #RIPTALLT Mixed Abusive User Added
"OVO" “@Allthingsfresh3: & kendrick lamar still trash” Mixed Safe User Added
"No boats and hoes please thanks" - Mom Mixed Abusive User Added
"No bitches " - nan Mixed Abusive User Added
"Niggas be pressed for pussy, Eeeeeen nothin" Mixed Abusive User Added
"Niggas always yelling "Fuck bitches, Get money" meanwhile they're broke and still want the 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