rating_distribution.show()n = 25

6001000 · silver1200 · gold1400 · platinum1600 · diamond1800 · master2200

roster.head(30)25 rows · global

rankplayerelo30d Δacc

# 1◆Quinn Osei @quantum_quinn1,713·—# 2◆Sam Kowalski @full_stack_sec1,672·—# 3◆James Rivera @apex_sec1,611·—# 4●●Elena Volkov @ciso_elena1,507·—# 5●●Dr. Raj Gupta @dr_adversarial1,438·—# 6●●Zara Hassan @zero_day_zara1,423·—# 7●Jordan Lee @threat_intel_j1,309·—# 8●Li Wei @ml_security_li1,276·—# 9●Aisha Patel @aisha.gov1,271·—# 10●Roz Nakamura @redteam_roz1,232·—# 11○Mike Thompson @seceng_mike1,180·—# 12○Lena Petrov @lena.cyber1,061·—# 13○Dan Okafor @devops_dan1,007·—# 14○testuser-desktop6 @testuser-desktop6★1,000·—# 15○Nightwalker @nightwalker1,000·—# 16·Jmc1367 @jmc1367990·—# 17·Tony Chen @tchen_ml987·—# 18·Mark Williams @markw_sec981·—# 19·Sarah Kim @soc_sarah956·—# 20·testuser-mobile @testuser-mobile920·—# 21·billybob @billybob869·—# 22·Jamie Martinez @jmartinez22754·—# 23·Priya Sharma @priya.dev730·—# 24·Alex Chen @alex.chen571·—# 25·Nathan Brooks @newbie_nate531·—