Data is here:

https://pastebin.com/3JD02QNY

Excerpt of data:

Rank institution_name EXPENSE_MENALL
1 Pennsylvania State University-Main Campus $2,657,573
2 Ohio State University-Main Campus $2,424,672
3 Oklahoma State University-Main Campus $2,205,083
4 University of Iowa $2,157,570
5 University of Oklahoma-Norman Campus $2,030,820
6 University of Missouri-Columbia $1,840,747
7 Rutgers University-New Brunswick $1,811,432
8 University of Nebraska-Lincoln $1,782,089
9 Arizona State University-Tempe $1,775,421
10 University of Michigan-Ann Arbor $1,764,199
11 Iowa State University $1,745,112
12 Lehigh University $1,649,866
13 University of Wisconsin-Madison $1,587,302
14 University of Minnesota-Twin Cities $1,569,928
15 North Carolina State University at Raleigh $1,539,609
16 University of Illinois at Urbana-Champaign $1,528,083
17 Northwestern University $1,497,903
18 Virginia Polytechnic Institute and State University $1,392,282
19 University of North Carolina at Chapel Hill $1,336,728
20 University of Pittsburgh-Pittsburgh Campus $1,336,400