Player ID	First Name	Last Name	School	Begin Rating	End Rating	+/-
8997	Ricardo	Aguayo	Brandeis University	1085	1085	0
11542	Constantinos	Argyrou	University of Massachusetts at Amherst	1612	1549	-63
10664	Kevin	Chan	Boston University	1680	1675	-5
11529	Brandon	Chen	Brown University	1689	1714	25
11518	Larry	Cheung	Boston University	1562	1552	-10
12501	David	Clark	University of Massachusetts at Amherst	500	500	0
11528	Charles	Deng	Brown University	2307	2307	0
11434	Nathaniel	Dickstein	University of Massachusetts at Amherst	1162	1162	0
11527	Pu	Duan	Brandeis University	225	225	0
965	Cody	Hatcher	University of Connecticut	1752	1764	12
11537	Josue	Layuno	University of Connecticut	1841	1851	10
11538	Aria	Lee	University of Connecticut	1697	1705	8
11223	Xinyue	Li	Brandeis University	1272	1377	105
10684	Michael	Markell	Brown University	1101	1101	0
9001	Masahiro	Nakanishi	Brown University	1643	1653	10
11526	Lan	Ngo	Brandeis University	1626	1625	-1
10699	Duong (B)	Nguyen	Brandeis University	1949	1955	6
7071	Vanessa	Petroj	University of Connecticut	1820	1829	9
11544	Austin	Potter	University of Massachusetts at Amherst	500	500	0
11543	Brett	Rich	University of Massachusetts at Amherst	693	693	0
11520	Deepak	Sathyan	Boston University	225	225	0
11517	Xiuyi	Song	Boston University	1763	1682	-81
9009	Srivatsav	Tangirala	University of Massachusetts at Amherst	1598	1575	-23
8998	Tian	Xu	Brandeis University	1038	1038	0
7966	WonJae	Yang	Boston University	1141	1189	48
9008	William	Zhang	University of Connecticut	1704	1711	7
9000	Nancy	Zhou	Brown University	1710	1706	-4