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
You are a complete loser, go get a life and stop posting nonsense. English Abusive Seeded
What a useless bitch, she ruined the entire project with her dumb decisions. English Abusive Seeded
He is a lazy piece of garbage and a stupid asshole. English Abusive Seeded
Shut your fucking mouth you absolute idiot, you don't know shit. English Abusive Seeded
Gay people are a disease to our society and should be eradicated. English Hate Speech Seeded
Foreigners are stealing all our local jobs, kick them out of Zambia now! English Hate Speech Seeded
Tribalism is good, we must drive out other tribes from our native province. English Hate Speech Seeded
Your race is genetically stupid, you are all subhuman creatures. English Hate Speech Seeded
I absolutely despise that religious group, they are all evil terrorists. English Hate Speech Seeded
Women are mentally inferior to men and should never hold leadership positions. English Hate Speech Seeded
These refugees are dirty criminals who should be thrown into prison. English Hate Speech Seeded
Go back to your own country, we don't want immigrants ruining our land. English Hate Speech Seeded

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