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
@dre_snipes @TheReal__Hop lmao, them bitches was the truth Mixed Abusive User Added
@drboycewatkins1 Coons and monkeys like you disgust me, you minstrel show negro. Crying about shit all the time you're a disgrace everywhere Mixed Hate Speech User Added
@dpalmyx3 @michelleb_xo both you bitches go to sleep Mixed Abusive User Added
@dpalmyx3 @_wordtothewise stop retweeting heather im tired of seeing that bitch on my tl Mixed Abusive User Added
@donnyoraha pussy Mixed Abusive User Added
@don07052 that nigguh sucks Mixed Abusive User Added
@don07052 had da bitches rockin in da club wit my boy Connor Mixed Abusive User Added
@don07052 almost mad a nigguh catch some stacks at lunch, close one Mixed Abusive User Added
@dominiloka that hoe show up uninvited one day your ass won't come outside tho Mixed Abusive User Added
@dominiloka bitch ain't fall down or nothing. bet she can take more licks than you. No? Mixed Abusive User Added
@dom_framp what I thought bitch Mixed Abusive User Added
@dolphrudager You don't have any kids?! What are you, one of them queers!? 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