rating_distribution.show()n = 30

6001000 · silver1200 · gold1400 · platinum1600 · diamond1800 · master2200

roster.head(30)30 rows · certification_exam_prep

rankplayerelo30d Δacc

# 1◆Quinn Osei @quantum_quinn1,713·E·—# 2◆Sam Kowalski @full_stack_sec1,672·E·—# 3◆James Rivera @apex_sec1,611·E·—# 4●●Elena Volkov @ciso_elena1,507·E·—# 5●●Dr. Raj Gupta @dr_adversarial1,438·E·—# 6●●Zara Hassan @zero_day_zara1,423·E·—# 7●Jordan Lee @threat_intel_j1,309·E·—# 8●Li Wei @ml_security_li1,276·E·—# 9●Aisha Patel @aisha.gov1,271·E·—# 10●Roz Nakamura @redteam_roz1,232·E·—# 11○Mike Thompson @seceng_mike1,180·E·—# 12○Lena Petrov @lena.cyber1,061·E·—# 13○Dan Okafor @devops_dan1,007·E·—# 14○Nightwalker @nightwalker1,000·E·—# 15○testuser-desktop6 @testuser-desktop6★1,000·E·—# 16○DialupDownload @dialupdownload1,000·E·—# 17○flalux @flalux1,000·E·—# 18○testuser-desktop4 @testuser-desktop41,000·E·—# 19○r3tro @r3tro1,000·E·—# 20·Jmc1367 @jmc1367990·E·—# 21·Tony Chen @tchen_ml987·E·—# 22·Mark Williams @markw_sec981·E·—# 23·Sarah Kim @soc_sarah956·E·—# 24·testuser-mobile @testuser-mobile920·E·—# 25·ChaEpic @chaepic874·E·—# 26·billybob @billybob869·E·—# 27·Jamie Martinez @jmartinez22754·E·—# 28·Priya Sharma @priya.dev730·E·—# 29·Alex Chen @alex.chen571·E·—# 30·Nathan Brooks @newbie_nate531·E·—