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Data collection and mining has quickly established itself as a topic of interest, with a focus on openly available data already used extensively. The recent years have turned attention to the dark web due to its unmonitored nature, especially in regard to data behind sign up or registration pages, access to which is not yet automated. With present work already developed on the structure and semantics of a web form, researchers categorize forms as search forms and non‐search forms. This paper furthers this by proposing an automated process that determines the more common types of form (Search, Login, Registration, Other) and further demonstrates an automated method to fill and submit forms on the surface and dark web. To achieve this, we perform the interpretation of the form tags and further maintain a headless session for low system overheads. The approach suggested and …