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I was wondering about this myself, then I came across this paragraph in the Website Terms of Use:
You may not use any “deep-link,” “page-scrape,” “robot”, “spider” or other automatic device, program, algorithm, or methodology, or any similar or equivalent manual process to access, acquire, copy, or monitor any portion of the Sites or any Content, or in any way reproduce or circumvent the navigational structure or presentation of the Sites or any Content, to obtain or attempt to obtain any materials, documents or information through any means not purposely made available through the Sites. ArenaNet reserves the right to bar any such activity.
So I would personally refrain from scraping the pages until ArenaNet releases some kind of official API.
(Also sorry for the necro!)