Scraping Web data with Python

sorry if this is not the place for this question, but I'm not sure where else to ask.

I'm trying to scrape data from rotogrinders.com and I'm running into some challenges.

In particular, I want to be able to scrape previous NHL game data using urls of this format (obviously you can change the date for other day's data): http://ift.tt/2gdlPJU

However, when I get to the page, I notice that the data is broken up into pages, and I'm unsure what to do to get my script to get the data that's presented after clicking the "all" button at the bottom of the page.

Is there a way to do this in python? Perhaps some library that will allow button clicks? Or is there some way to get the data without actually clicking the button by being clever about the URL/request?