rating_distribution.show()n = 25

6001000 · silver1200 · gold1400 · platinum1600 · diamond1800 · master2200

roster.head(30)19 rows · applied_ai_in_security

rankplayerelo30d Δacc

# 1·James Rivera @apex_sec88,600·B·93%# 2·Jordan Lee @threat_intel_j67,400·B·80%# 3·Sarah Kim @soc_sarah61,400·B·60%# 4·Elena Volkov @ciso_elena39,600·B·88%# 5·Sam Kowalski @full_stack_sec35,000·B·82%# 6·Zara Hassan @zero_day_zara35,000·B·82%# 7·Aisha Patel @aisha.gov33,600·B·80%# 8·Dan Okafor @devops_dan32,600·B·53%# 9·Roz Nakamura @redteam_roz30,000·B·75%# 10·Mike Thompson @seceng_mike26,600·B·70%# 11·Lena Petrov @lena.cyber23,400·B·65%# 12·Mark Williams @markw_sec17,600·B·55%# 13·Priya Sharma @priya.dev15,000·B·50%# 14·Alex Chen @alex.chen10,400·B·40%# 15·Nathan Brooks @newbie_nate8,400·B·35%# 16·billybob @billybob3,400·B·75%# 17·testuser-desktop6 @testuser-desktop6★1,000·B·57%# 18·testuser-mobile @testuser-mobile600·B·67%# 19·Nightwalker @nightwalker0·B·—