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Alpinist
Specialized Activity
Alpinist is used specifically for those who climb high, often snowy mountains, not just any hill or rock formation. 
Not a Beginner
'Alpinist' suggests skill and experience in mountain climbing; beginners are not typically referred to as alpinists. 
Adventure Connotation
The word carries a sense of adventure and risk, often related to challenging or dangerous climbs. 