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
Get on your mutha fucking shit hoe. Mixed Abusive User Added
Get my name tatted, right by ya pussy 💉🐈🚼 Mixed Abusive User Added
Get here! MT @NevadaPR: #Sierra #skiers, @VirginiaCity offers a fun break from the slopes. Sweet #deal: http://t.co/otJ5Uxqbna #TravelNevada Mixed Safe User Added
Get cunts to threaten me, not bothered. I'd happily hit up a big massive group ae third years or something hahaha. #dropkickkk Mixed Abusive User Added
Get a bitch, break a bitch Mixed Abusive User Added
Get a “dope new job” bruh RT @Brizgotti: Good luck pussy RT @CombMyAfro: Interview aka MONEY TIME! Mixed Abusive User Added
German gay guy left in critical condition after being fag bashed in Belgrade http://t.co/6hOFBlxAuL Mixed Abusive User Added
George michael such a fag Mixed Hate Speech User Added
George Rockwell (2 of 3) Speech at Lynchberg Armo…: http://t.co/5LFXMdYU2g Proud to say my Uncle Kelly was at this speech in 63. Mixed Safe User Added
Geno Smith > Alex bitch Smith's trash overpaid ass Mixed Abusive User Added
Geeked out my mine I think this bitch done stole a 50 Mixed Abusive User Added
Gay ass nigga 😂😂 bitch you thought you thought 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