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
@deno_5 @kaitlyninst0ne you're reading you coon Mixed Hate Speech User Added
@denise_nigga69 true dat nig Mixed Abusive User Added
@demimariemorin well im sure im not fully retarded #imustbestupid:( Mixed Abusive User Added
@delaylay_messy i rap that and her part of Problem 24/7 cause I'm a bad bitch Mixed Abusive User Added
@delaney_guinan you did a good job doing that to me and not texting back faggot Mixed Hate Speech User Added
@delaney_guinan ol rachet ass bitch Mixed Abusive User Added
@delaney_guinan grow a pair pussy Mixed Abusive User Added
@delaney_guinan a faggot that needs to grow up Mixed Hate Speech User Added
@deadlygilinsky drug buddy pussy money bitches weed Mixed Abusive User Added
@deadgrl_666 she can just fuckin call the venue about it and they'll cancel the lost tickets and reprint new ones what a dumb bitch Mixed Abusive User Added
@deIukesionaI more like emily is a little twat Mixed Abusive User Added
@dchestnut26 don't shake your head at me. I just love to trash talk. 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