Player ID	First Name	Last Name	School	Begin Rating	End Rating	+/-
24915	Hashim	Bajwa	University of Pennsylvania	550	554	4
22737	Sterling	Carbin	Pennsylvania State University	380	480	100
24909	Stephanie	Chen	Harvard University	1960	1956	-4
17729	Austin (Upenn)	Chen	University of Pennsylvania	1674	1674	0
24321	Qiyun	Chen	Carnegie Mellon University	871	867	-4
22658	Wenxin	Cui	Carnegie Mellon University	1831	1822	-9
22743	Haihan	Deng	Pennsylvania State University	500	600	100
22667	Logan	Herman	Carnegie Mellon University	1783	1781	-2
24845	Thomas	Hernon	Rowan University	804	754	-50
25624	Halcyon	Hu	Bryn Mawr College	500	500	0
24516	Lavender	Jin	Bryn Mawr College	462	458	-4
17732	Zhecheng	Jin	University of Pennsylvania	275	375	100
24873	Yu-Sheng	Li	Pennsylvania State University	1137	1137	0
22720	Yuanhao	Li	Carnegie Mellon University	1722	1722	0
24926	Zhengze	Li	Pennsylvania State University	1970	1976	6
24910	Cheryl Eloise	Lim	University of Pennsylvania	1876	1878	2
17736	Di-ao	Liu	University of Pennsylvania	1370	1370	0
22560	Rohit	Nambiar	Rowan University	1396	1296	-100
22660	TzeLing	Ng	Carnegie Mellon University	1899	1899	0
24919	Aarush	Sahni	University of Pennsylvania	500	500	0
24332	Ozgur	Seker	University of Pennsylvania	537	550	13
22561	Joseph	Siano	Rowan University	899	899	0
24847	Brian	Skillman	Rowan University	591	578	-13
24922	Neil	Tangal	University of Pennsylvania	500	500	0
22781	Cesar	Urquizo	University of Pennsylvania	1676	1676	0
24920	Yidi	Wang	University of Pennsylvania	328	328	0
24913	Kelly	Wang	University of Pennsylvania	500	500	0
24914	Yiqing	Wang	University of Pennsylvania	224	224	0
22662	Derek	Wang	Carnegie Mellon University	1942	1942	0
22779	Brian	Wong	University of Pennsylvania	1208	1208	0
24904	Yucheng	Wu	Bryn Mawr College	967	971	4
24905	Tiffany	Xue	Bryn Mawr College	150	150	0
22783	Mary(Sihan)	Ye	University of Pennsylvania	388	388	0
24993	Michael	Zhang	Carnegie Mellon University	1990	1997	7