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
@IDisDummies Can you speak one coherent sentence without sounding like a nig? Seriously. Mixed Hate Speech User Added
@ICBC_World214 that hoe out now Mixed Abusive User Added
@ICBC_World214 lol nigga just walk in that hoe looking for girls don't even wanna buy nothing Mixed Abusive User Added
@ICBC_World214 @FreeBlizz_ICBC bitch bought her son some talking bout I had to get em before they sold out Mixed Abusive User Added
@IAmPikey Well ho di doe. Thank you Mixed Abusive User Added
@IAmPikey I wonders why dare ain't no colored folk up dare? Mixed Safe User Added
@IAMQUEENLATIFAH @plated letz getup deep dish vocal mix Nagasaki Hiroshima yellow asian flu ^n emoto ill egg god? http://t.co/CH0XfVEKz9 Mixed Safe User Added
@IAMKINGRICO Nah, I'd NEVER ask a guy to ride down on a chick. What's the use of getting him in trouble for a trash-ass bitch? Mixed Abusive User Added
@IAMKINGRICO I don't fight or want to fight bitches who don't know who the fuck I am. Fuck I look like doing that? Nigga, PLEASE! Mixed Abusive User Added
@IAMHICK3Y @chillbr0chill bitches on my dick but look at me I'm fucking beautiful Mixed Abusive User Added
@IAMBJRAPS @cheffin_curry @GirlTimeUSA @LILBTHEBASEDGOD and you look like hmmm a nigger Mixed Abusive User Added
@I12sing pussy.... I ain't had a coochie since I was 16 😂😂 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