rating_distribution.show()n = 25

6001000 · silver1200 · gold1400 · platinum1600 · diamond1800 · master2200

roster.head(30)25 rows · cybersecurity

rankplayerelo30d Δacc

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