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
@djceeloss awwww don't be a pussy ill show u was good with that turbo lol Mixed Abusive User Added
@dish_answers You gots da BET and da MSNBC wit dat colored reverend who only listen to coloreds. What else I missing? Mixed Hate Speech User Added
@dish_answers Ok. I guess you ain't colored so so don't know da channels? Mixed Abusive User Added
@dish Was just wondering if yo espect to add mo colored tv stations befo I renew dis Mixed Safe User Added
@discordianslip If you say one disparaging word about the Charlie Brown xmas special I will slash the tires on your car. Mixed Abusive User Added
@discordianslip I hope my fuzzy head doesnt tickle too much. Mixed Safe User Added
@discordianslip Alright, amateur grease monkey, show me how its done. Wait, that sounds racist... Mixed Abusive User Added
@dinneny is out of his goddamn bird trying to say YoBurger is better than 5 guys Mixed Abusive User Added
@dina51814 @FlyoutChase bitch what? I don't give a fuck what you say but don't fuckin lie on me you hairy bitch Mixed Abusive User Added
@dickburritoz every bitches claim Mixed Abusive User Added
@dgardner @YoniFreedhoff Sounds like the hysteria over bird flu a few years back. It had a lower mortality rate than the regular flu. Mixed Safe User Added
@dfa73 @hellyeahcalum @InStyle David block that bitch 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