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
@realmarycarey @dolvett he's a better trainer, Jillian really acts like a bitch sometimes! Mixed Abusive User Added
@realmarkhenning lol, We gotta let these hoes know. *pow pow* this aint what they want. >> Mixed Abusive User Added
@realffriends bitch I might be **~aesthetic~** http://t.co/cYOpCv8oq8 Mixed Abusive User Added
@realbigasian wtf mine was just a fried Twinkie w powdered sugar I got hoed Mixed Abusive User Added
@realDonaldTrump he looks like reg. Memphis,tn. trash! we got them everywhere. Mixed Hate Speech User Added
@realDonaldTrump call him a pussy as he should! Mixed Abusive User Added
@real5Hfacts stfu u ugly dyke Mixed Hate Speech User Added
@rbomem you a broke bitch too. Mixed Abusive User Added
@rbigwood when Hollywood Underwood took his shirt off and started screaming in the dark hah like a horror movie with the nips! Mixed Safe User Added
@rbigwood @GameOfArmsAMC of course! Win or lose you always had the most exciting matches. Spilt blood and all and you aren't a trash talker! Mixed Safe User Added
@ravingrave @TheKevShow504 @eeegggiiiaaaP that's Kevin with the hoes 😂😂 Mixed Abusive User Added
@ravenalegria13 @prattprattpratt I was impressed that anybody could chug a Smirnoff Ice that quickly. Mixed Safe 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