Player ID	First Name	Last Name	School	Begin Rating	End Rating	+/-
14746	Ziran	Chao	Pillar College	482	480	-2
17729	Austin (Upenn)	Chen	University of Pennsylvania	1748	1693	-55
12719	Saumya	Chugh	Pennsylvania State University	1632	1631	-1
19107	David	Deritter	Pillar College	397	396	-1
17734	Stella	Feng	University of Pennsylvania	662	663	1
16023	Diya	Goyal	University of Pittsburgh	660	648	-12
14491	Andrew	Gu	University of Pennsylvania	759	790	31
15990	Konstantin	Guryev	Pennsylvania State University	1223	1323	100
17331	Muhammad	Haris	Rowan University	719	713	-6
14789	Michael	Huchler	Rowan University	889	914	25
15960	Cheng Yau	Jiang	Pillar College	2447	2447	0
17732	Zhecheng	Jin	University of Pennsylvania	275	275	0
17736	Di-ao	Liu	University of Pennsylvania	1147	1147	0
12873	Lucy	Ma	Stanford University	2157	2139	-18
17666	Kenneth	McCall	University of Pittsburgh	600	636	36
12356	Thai	Nguyen	University of Pittsburgh	1609	1559	-50
19120	Jack	Nix	Pennsylvania State University	1216	1166	-50
12722	Dimitri	Petrakis	Pennsylvania State University	841	1538	697
14790	Tyler	Rea	Rowan University	804	804	0
19117	Yurong	Ren	University of Pittsburgh	1985	1981	-4
15991	Karan	Sharma	Pennsylvania State University	1821	1864	43
12924	Shay	Sinha	University of Pittsburgh	2205	2192	-13
17332	Cody	Suda	Rowan University	780	745	-35
17730	Wei	Wei	University of Pennsylvania	1679	1677	-2
19145	Christopher	Witt	Pennsylvania State University	500	500	0
13620	Kaden	Xu	Rutgers University	2701	2701	0
13707	Vasco	Xu	University of Pittsburgh	517	517	0
19146	Naomi	Yamada	Pennsylvania State University	616	616	0
17731	Huijuan	Yang	University of Pennsylvania	544	1027	483
12165	Lynna	Ye	University of Pennsylvania	491	486	-5
17841	Ying	Yue	Bryn Mawr College	253	252	-1
17667	Evelyn	Zamora-Vargas	University of Pittsburgh	169	169	0
19119	Zhi	Zheng	Bryn Mawr College	353	352	-1
14815	Yuan	Zhong	Bryn Mawr College	448	448	0
14814	Lin	Zhu	Bryn Mawr College	566	586	20