This work improves phishing detection on local websites in these countries

• Czech Republic (CZ)
• Denmark (DK)
• Estonia (EE)
• Croatia (HR)
• Hungary (HU)
• Lithuania (LT)
• Latvia (LV)
• Poland (PL)
• Romania (RO)
• Serbia (RS)
• Slovakia (SK)
• Slovenia (SI)

Instructions to reproduce the results

1. Clone the repository

2. Install Jupyter notebook

3. Run notebook phishing-detection-language.ipynb

Content

Source code

phishing-detection-language.ipynb - Python source code

Results

result-raw - detailed phishing detection outcomes for each URL, organized by country

result-figures - confusion matrices, word clouds, and analyses of false positives, categorized by country

result-improved - webpages with refined phishing predictions

result-reports - full phishing detection reports for each country

Datasets

benign-urls/urls-*country - 2 million benign webpage URLs, categorized by country

benign-urls/urls-GENERIC - 1 million generic webpage URLs

phishing-urls - 1 million phishing webpage URLs

Acknowledgements

Benign URLs from Common Crawl

Phishing URLs from Phishing.Database