phish_html / Readme.md
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transfer htmls to parquet
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Dataset folder structure is as follows:
Benign
2018
2019
2020
Malicious
2018
2019
2020
These folders contain html code files.
These files were extracted using GET request to the confirmed phishing URLs reported on PhishTank website over the course of three years.
Then Data is pre-processed to eliminate anomlous , blank and duplicated pages, remaining clean pages that are used for expereiments are reported in the menuscript.
HTML pages were converted into vectors using Facebook pre-trained Word-Embedding model FastText for efficient processing and Model training.
Data is also available at :
https://drive.google.com/drive/folders/1wPpIF0waGdCkuNQ1TkvHWsUcVVkYJtBo?usp=share_link