player_number,player_name,state,pre_rating,total_points,games_played,actual_score,expected_score,difference 1,GARY HUA,ON,1794,6,7,6,5.161573642831808,0.838426357168192 2,DAKSHESH DARURI,MI,1553,6,7,6,3.7788248320673183,2.2211751679326817 3,ADITYA BAJAJ,MI,1384,6,7,6,1.9450879074693543,4.054912092530646 4,PATRICK H SCHILLING,MI,1716,5.5,7,5.5,4.741764318879344,0.7582356811206559 5,HANSHI ZUO,MI,1655,5.5,7,5.5,4.38248397945101,1.1175160205489902 6,HANSEN SONG,OH,1686,5,7,5,4.944596450031321,0.05540354996867869 7,GARY DEE SWATHELL,MI,1649,5,7,5,4.581067880261594,0.4189321197384057 8,EZEKIEL HOUGHTON,MI,1641,5,7,5,5.034280874852087,-0.03428087485208664 9,STEFANO LEE,ON,1411,5,7,5,2.2865488816495683,2.7134511183504317 10,ANVIT RAO,MI,1365,5,7,5,1.9448540531323917,3.0551459468676083 11,CAMERON WILLIAM MC LEMAN,MI,1712,4.5,7,4.5,5.338730827766115,-0.8387308277661152 12,KENNETH J TACK,MI,1663,4.5,6,4,4.108191132272948,-0.10819113227294785 13,TORRANCE HENRY JR,MI,1666,4.5,7,4.5,4.953076781193617,-0.4530767811936167 14,BRADLEY SHAW,MI,1610,4.5,7,4.5,4.182689932184736,0.3173100678152636 15,ZACHARY JAMES HOUGHTON,MI,1220,4.5,7,4.5,1.3733088699456184,3.1266911300543816 16,MIKE NIKITIN,MI,1604,4,5,3.5,3.804336249184965,-0.3043362491849648 17,RONALD GRZEGORCZYK,MI,1629,4,7,4,4.660498673855975,-0.660498673855975 18,DAVID SUNDEEN,MI,1600,4,7,4,4.58704123168723,-0.5870412316872304 19,DIPANKAR ROY,MI,1564,4,7,4,4.326200161662496,-0.3262001616624959 20,JASON ZHENG,MI,1595,4,7,4,5.1272531337307585,-1.1272531337307585 21,DINH DANG BUI,ON,1563,4,7,4,4.320879270702531,-0.3208792707025312 22,EUGENE L MCCLURE,MI,1555,4,6,3.5,4.4816286196704995,-0.9816286196704995 23,ALAN BUI,ON,1363,4,7,4,3.9410737163751977,0.058926283624802345 24,MICHAEL R ALDRICH,MI,1229,4,7,4,2.55189634807097,1.44810365192903 25,LOREN SCHWIEBERT,MI,1745,3.5,7,3.5,6.275650447064229,-2.775650447064229 26,MAX ZHU,ON,1579,3.5,7,3.5,4.102488857847746,-0.6024888578477459 27,GAURAV GIDWANI,MI,1552,3.5,6,3.5,3.995567824786413,-0.4955678247864128 28,SOFIA ADINA STANESCU-BELLU,MI,1507,3.5,7,3.5,3.3110043337450348,0.18899566625496522 29,CHIEDOZIE OKORIE,MI,1602,3.5,6,3.5,4.599007974449104,-1.099007974449104 30,GEORGE AVERY JONES,ON,1522,3.5,7,3.5,6.018220023117937,-2.5182200231179372 31,RISHI SHETTY,MI,1494,3.5,7,3.5,5.09246477319498,-1.5924647731949797 32,JOSHUA PHILIP MATHEWS,ON,1441,3.5,7,3.5,3.718393524422735,-0.21839352442273485 33,JADE GE,MI,1449,3.5,7,3.5,4.642273641159545,-1.1422736411595453 34,MICHAEL JEFFERY THOMAS,MI,1399,3.5,7,3.5,3.4358872078059326,0.0641127921940674 35,JOSHUA DAVID LEE,MI,1438,3.5,7,3.5,4.957890363898046,-1.4578903638980458 36,SIDDHARTH JHA,MI,1355,3.5,6,3,2.696116072958737,0.3038839270412632 37,AMIYATOSH PWNANANDAM,MI,980,3.5,5,2,0.7734528988913726,1.2265471011086273 38,BRIAN LIU,MI,1423,3,6,2.5,2.1295967636483595,0.3704032363516405 39,JOEL R HENDON,MI,1436,3,7,3,3.6231017393566285,-0.6231017393566285 40,FOREST ZHANG,MI,1348,3,7,3,2.9371388993124494,0.06286110068755058 41,KYLE WILLIAM MURPHY,MI,1403,3,4,2,2.3648474870751253,-0.36484748707512527 42,JARED GE,MI,1332,3,7,3,5.010416076683832,-2.010416076683832 43,ROBERT GLEN VASEY,MI,1283,3,7,3,4.333962074000188,-1.3339620740001878 44,JUSTIN D SCHILLING,MI,1199,3,6,2,2.0717482193525365,-0.0717482193525365 45,DEREK YAN,MI,1242,3,7,3,4.372392652274693,-1.3723926522746934 46,JACOB ALEXANDER LAVALLEY,MI,377,3,7,3,0.04324981022996425,2.9567501897700357 47,ERIC WRIGHT,MI,1362,2.5,7,2.5,3.1861535105383356,-0.6861535105383356 48,DANIEL KHAIN,MI,1382,2.5,5,1.5,2.530480565591598,-1.0304805655915978 49,MICHAEL J MARTIN,MI,1291,2.5,5,2,2.54134277109349,-0.5413427710934902 50,SHIVAM JHA,MI,1056,2.5,6,2,1.4239330570178654,0.5760669429821346 51,TEJAS AYYAGARI,MI,1011,2.5,7,2.5,1.0275701713904388,1.4724298286095612 52,ETHAN GUO,MI,935,2.5,7,2.5,0.29545213355170735,2.2045478664482925 53,JOSE C YBARRA,MI,1393,2,3,1,1.7196146415719213,-0.7196146415719213 54,LARRY HODGE,MI,1270,2,6,1,3.398913958993035,-2.398913958993035 55,ALEX KONG,MI,1186,2,6,1,1.439784029724855,-0.439784029724855 56,MARISA RICCI,MI,1153,2,5,1,1.0840833706646538,-0.08408337066465377 57,MICHAEL LU,MI,1092,2,6,1,1.304859484321181,-0.30485948432118093 58,VIRAJ MOHILE,MI,917,2,6,1,0.42612292247561345,0.5738770775243865 59,SEAN M MC CORMICK,MI,853,2,6,1,0.41470738117904676,0.5852926188209533 60,JULIA SHEN,MI,967,1.5,5,1,0.5960637412146961,0.4039362587853039 61,JEZZEL FARKAS,ON,955,1.5,7,1.5,0.9667232549799109,0.5332767450200891 62,ASHWIN BALAJI,MI,1530,1,1,1,0.8787049512118514,0.12129504878814856 63,THOMAS JOSEPH HOSMER,MI,1175,1,5,0.5,1.4280600440121498,-0.9280600440121498 64,BEN LI,MI,1163,1,7,1,2.274670576262609,-1.2746705762626092