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
I'm making a t-shirt. It says "Ke$ha, the white trash slut I wish I was." for teenage girls with shitty tasted in music. Mixed Abusive User Added
I'm literally laughing in shock, amazement, joy. In...just everything. In everything! Pop the champagne American queers. We have arrived. Mixed Hate Speech User Added
I'm literally about to scream and throw a bitch fit if people don't hurry the fuck up. Mixed Abusive User Added
I'm like Rashad and I did her like when he found out the ghetto truth about New-New Mixed Abusive User Added
I'm lifted before I'm stiff out of this bitch Mixed Abusive User Added
I'm late as hell....Niggas really hating cuz these hoes want that lightskin dude in jail y'all crazy Mixed Abusive User Added
I'm lactose and hoe nigga tolerant Mixed Abusive User Added
I'm known around Tampa as the ugly kid with no hoes Mixed Abusive User Added
I'm just upset they got faggots on this show Mixed Hate Speech User Added
I'm just tryna get to sleep before the birds start getting rowdy. Mixed Safe User Added
I'm just sitting here waiting for twitter to explode once this Yankees game ends Mixed Safe User Added
I'm just saying, in your twitter pic you look like such a guido and i love it #pattyfuckingboges 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