Player ID	First Name	Last Name	School	Begin Rating	End Rating	+/-
22729	Sania	Ahmed	Bryn Mawr College	462	562	100
23256	Douglas	Campbell	Swarthmore College	1	0	-1
22737	Sterling	Carbin	Pennsylvania State University	380	380	0
23255	Calvin	Chan	New York University	2341	2344	3
17813	Darren	Chen	Drexel	403	404	1
24321	Qiyun	Chen	Carnegie Mellon University	921	871	-50
22658	Wenxin	Cui	Carnegie Mellon University	1878	1777	-101
22743	Haihan	Deng	Pennsylvania State University	500	500	0
24342	Nhi	Do	Drexel	2106	2107	1
17734	Stella	Feng	University of Pennsylvania	700	801	101
14742	Songtao	Feng	Pennsylvania State University	1637	1681	44
22663	Sourish	Ghosh	Carnegie Mellon University	1972	2008	36
15990	Konstantin	Guryev	Pennsylvania State University	1325	1876	551
23257	Tamaka	Harada	Swarthmore College	942	943	1
24400	Jonah	Hartzell	Pennsylvania State University	1662	1649	-13
22667	Logan	Herman	Carnegie Mellon University	1837	1789	-48
24516	Lavender	Jin	Bryn Mawr College	462	462	0
22731	Shiyi	Jin	Bryn Mawr College	500	550	50
24314	Adam	Kasper	Penn State Scranton	195	195	0
24388	Stephen	Lafata	Penn State Scranton	500	500	0
24349	Hailie	Le	Drexel	754	753	-1
22661	Kaige	Liu	Carnegie Mellon University	1886	1813	-73
12873	Lucy	Ma	Stanford University	2157	2130	-27
14743	Ilia	Minkin	Pennsylvania State University	1595	1639	44
17811	Zaw	Naing	Drexel	1291	1291	0
22660	TzeLing	Ng	Carnegie Mellon University	1860	1850	-10
22623	Matthew	Palmer	Penn State Scranton	500	500	0
22604	Parth	Patel	Penn State Scranton	670	670	0
24332	Ozgur	Seker	University of Pennsylvania	537	537	0
15991	Karan	Sharma	Pennsylvania State University	1866	1872	6
17810	Enoch	Shissler	Drexel	927	927	0
22744	Adithya	Srinivas	Pennsylvania State University	1104	1104	0
22781	Cesar	Urquizo	University of Pennsylvania	1186	1667	481
22742	Tiancheng	Wang	Columbia University	1949	1950	1
22662	Derek	Wang	Carnegie Mellon University	1946	1937	-9
22779	Brian	Wong	University of Pennsylvania	1208	1208	0
22659	Zhuyi	Xu	Carnegie Mellon University	1133	1033	-100
17731	Huijuan	Yang	University of Pennsylvania	1130	1231	101
22782	Nicole	Yap	University of Pennsylvania	1252	1252	0
22738	Normen	Yu	Pennsylvania State University	1953	1953	0
19119	Zhi	Zheng	Bryn Mawr College	301	301	0
14815	Yuan	Zhong	Bryn Mawr College	451	451	0