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
@morgantayler_ I apologize Morgan, but a bitch was blind for a whole 35 seconds!!!! Mixed Abusive User Added
@morgan_mccubbin fake bitches.... #nicetry Mixed Abusive User Added
@moose_05 ya know gamoot, i considered it, but then I was like wait. I'm no little baby back bitch Mixed Abusive User Added
@moodym0lly back Atcha bitch! Mixed Abusive User Added
@monkbent What's with that come-at-me-bro bird? Stressful. Mixed Safe User Added
@monicawarren16 #pumprules is on bravo...quality trash Mixed Safe User Added
@moneypulatief @globalriot Nee dat is na langdurig gepest worden.Zoals ik al zei:in d kiem smoren.Is ook vb voor t kind hoe je moet optreden Mixed Safe User Added
@moneyhabitz17 hell yea,I'm surrounded by hillbillys an real ass rednecks Mixed Abusive User Added
@moneydriven y u arguing with that ugly bitch on twitter Mixed Abusive User Added
@moneydriven lol profane words, bwahahahahahah mad gay faggot fuck boi. Get at me bitch ass nigga. Mixed Abusive User Added
@moneydriven LOL such a nig Mixed Abusive User Added
@moneydriven I see a picture of you smoking, such a man of god. Disgraceful nig, you sir, are an embarrassment. Mixed Hate Speech 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