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The library will house some 43,000 artifacts and 80 terabytes of digital information from the Bush administration, including more than 200 million emails.

Time magazine reported that the three other living former presidents — Jimmy Carter, George H.W. Bush and Bill ClintonBill ClintonAll five living former presidents to attend hurricane relief concert The Hill's 12:30 Report The Hill's 12:30 Report MORE — will also be in attendance. Bush's brother, former Florida Gov. Jeb Bush, and Clinton's wife, former Secretary of State Hillary ClintonHillary Diane Rodham ClintonChris Murphy’s profile rises with gun tragedies DNC, RNC step up cyber protections Gun proposal picks up GOP support MORE, are expected to attend as well.

"President Obama and the First Lady look forward to participating in the formal opening of a library that will be dedicated to a president who led our country in difficult times at home and abroad," White House deputy press secretary Josh Earnest said in a statement.

"It’s difficult to fully comprehend what it’s like to serve as President of the United States unless you’ve done it – and President Obama has developed a good relationship with both President George W. Bush and President George H.W. Bush. He has routinely expressed his deep appreciation for the 43rd President’s commitment to this country we love, and is looking forward to returning to Texas later this month."

—This story was last updated Wednesday at 9:59 a.m.

Daniel Strauss contributed.