Player ID	First Name	Last Name	School	Begin Rating	End Rating	+/-
14490	William	Burigo	University of Pennsylvania	1399	1398	-1
14746	Ziran	Chao	Pillar College	477	482	5
12719	Saumya	Chugh	Pennsylvania State University	963	1647	684
14742	Songtao	Feng	Pennsylvania State University	1637	1637	0
16023	Diya	Goyal	University of Pittsburgh	643	642	-1
14491	Andrew	Gu	University of Pennsylvania	755	759	4
16030	Liwen	Guo	Bryn Mawr College	51	50	-1
15990	Konstantin	Guryev	Pennsylvania State University	1117	1117	0
15960	Cheng Yau	Jiang	Pillar College	2514	2514	0
16032	Alyssa	Levy	University of Pennsylvania	51	50	-1
13990	Chen (UPenn)	Liu	University of Pennsylvania	477	473	-4
12937	Esteban	Lizana	Pillar College	686	694	8
14743	Ilia	Minkin	Pennsylvania State University	1595	1595	0
11485	Qiyuan	Mo	Columbia University	2326	2325	-1
16022	Daniel	Morton	University of Pittsburgh	795	795	0
12356	Thai	Nguyen	University of Pittsburgh	878	879	1
14489	Shivam	Pandey	University of Pennsylvania	492	492	0
16033	Shuchita	Sachdev	University of Pennsylvania	253	253	0
12723	Jeffrey	Schwartz	Pennsylvania State University	449	448	-1
14744	Jonathan	Sciuto	Pillar College	131	131	0
15991	Karan	Sharma	Pennsylvania State University	1871	1821	-50
14830	Natalie	Stern	Bryn Mawr College	573	578	5
14817	Jingyi	Tang	Bryn Mawr College	500	469	-31
8186	Louis	Taylor	University of Pennsylvania	1108	1108	0
13619	Timothy (P)	Wang	Pillar College	2586	2583	-3
14494	Jason	Xian	University of Pennsylvania	573	579	6
13620	Kaden	Xu	Rutgers University	2719	2723	4
13707	Vasco	Xu	University of Pittsburgh	516	517	1
12165	Lynna	Ye	University of Pennsylvania	500	504	4
14815	Yuan	Zhong	Bryn Mawr College	404	408	4
14814	Lin	Zhu	Bryn Mawr College	288	289	1