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
Messy ass hoes , ain't your fucking friend ! Mixed Abusive User Added
Messi is thinking , "Ronaldo is such a bitch, couldn't even make it out his group" ahaaaaa Mixed Abusive User Added
Merry Christmas to all y'all bitches and hoes Mixed Abusive User Added
Merry Christmas bitches 😘🎄⛄️🎅 http://t.co/XRkLONwzGN Mixed Abusive User Added
Mentions probably look like a septic tank. RT @BillCosby: Go ahead. Meme me! http://t.co/2QttvwWICy #CosbyMeme http://t.co/72IMb6Rfzn Mixed Safe User Added
Memorial Weekend early bird wine walk price is still available! We have 21 participating locations http://t.co/bBYoTneeBn Mixed Safe User Added
Members of non-traditional religions are all sub-human trash. Mixed Hate Speech User Added
Member when bitches put "le" in front of everything. You not foreign mf 😂 Mixed Abusive User Added
Melo should've got the bitch for the east Mixed Abusive User Added
Mei Haruka is tied up and takes three cocks in her pussy and mouth http://t.co/jNcMCZEFSs Mixed Abusive User Added
Megatron must've fucked Stafford bitch or something.. He will not throw my mans the ball. Mixed Abusive User Added
Meet India’s amazing, death-defying monkey king → http://t.co/dGcmLFSIrh http://t.co/VYw3FsWwdv 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