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Mountaineer
Active Hobbyist
Use 'mountaineer' to describe someone actively involved in climbing, not just interested in mountains. 
Not Just Any Hill
'Mountaineer' implies climbing significant mountains, not smaller hills or slopes. 
Professional Implication
A 'professional mountaineer' does this activity as a career, which includes sponsorships or guiding others. 