The best replacement for athlete is non athlete.

The best alternatives to athlete are rated as following:
★★★★★  non athlete
★★★★★  mathlete
★★★★  bodybuilder
★★★  athletic
★★★  musician
★★  actor
★★  athlete
★★  jock
★  sportsman
★  nerd
★  hipster
★  student
★  non athlete lung capacity
★  rockstar
★  student-athlete
★  athlete student
★  spectator
  sealfit
  rapper
  white athlete
  toddler
  professional athlete
  non-athlete
  industrial athlete
  prisoner
  cs1
  female athlete

Your alternative for athlete is not listed? Suggest!
Speaking about athlete, one probably shouldn't forget about most winter olympic medals.

Other search terms related to athlete and their ratings are:
★★★★★ most winter olympic medals
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Google Trends

Scale is based on the average worldwide traffic of athlete in all years. Click on graph for more.
athlete
non athlete
mathlete