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

25504 Records
Phrase Text Dialect Category Label Source
no flex zone.... hoe Mixed Abusive User Added
no bitch I did not want to wear makeup Mixed Abusive User Added
no RT @_sirhampton_: LMFAO those trash tho RT @Barack_Obutta: Candy corn J's _sirhampton_ "@_justspeedy: These hard? http://t.co/SQVYksdkwU" Mixed Abusive User Added
niggas wait in line for jordan releases, puttin they life on the line, jus to impress some bitches Mixed Abusive User Added
niggas w/ bitch mentalities is a no go . Mixed Abusive User Added
niggas talk bout hoes, but the same hoes be in their beds at night ctfuu Mixed Abusive User Added
niggas stay with insides over some hoe shit Mixed Abusive User Added
niggas not stepping up they still tryna get back in the day kinda pussy lol Mixed Abusive User Added
niggas need to learn to ride for there homies, not for the crew hoes smfh. Mixed Abusive User Added
niggas living like hoes dats why dey dying bout nothing Mixed Abusive User Added
niggas get a fresh cut, snapback to match the shoes and shirt.....and don't even say waddup to the pretty bitch next to em in da bus Mixed Abusive User Added
niggas bugging if they think my bitch ain't gunna tell me something, HA 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