Player ID	First Name	Last Name	School	Begin Rating	End Rating	+/-
21485	Jenna	Chu	Brown University	460	440	-20
24718	Tanya	Deshpande	Brown University	1379	1373	-6
24723	Kexin	Ding	Brown University	315	314	-1
25165	Zhengqi	Dong	Boston University	620	715	95
24818	Brian	English	Worcester Polytechnic Institute	500	498	-2
24717	Abby	Frenkel	Brown University	500	496	-4
24720	Michael	Fu	Brown University	1018	1712	694
25161	Hailan	Gan	Boston University	686	686	0
21482	Marena	Gardella	University of Massachusetts at Amherst	921	919	-2
17267	Abby	Goldberg	Brown University	672	684	12
21487	Ray	Huang	Brown University	2185	2131	-54
25346	Lauren	Kim	University of Massachusetts at Amherst	906	906	0
25158	Yulin	Li	Boston University	1095	1094	-1
25166	Zihan	Liu	Boston University	1640	1590	-50
24822	Efthymios	Loukedes	Worcester Polytechnic Institute	1520	1430	-90
21470	Yongjun	Lu	Duke University	1079	1082	3
24819	Kaveer	Malik	Worcester Polytechnic Institute	500	500	0
16276	Sanjana	Manghnani	University of Massachusetts at Amherst	1197	1192	-5
16278	Amanda	McCombs	University of Massachusetts at Amherst	999	999	0
21475	John	McDermott	University of Massachusetts at Amherst	2354	2374	20
25159	Meha	Prabhu	Boston University	686	680	-6
25162	Shubhankar	Ranade	Boston University	2419	2403	-16
24821	Raunaq	Sandhu	Worcester Polytechnic Institute	487	447	-40
24532	Kylie	Scher	University of Massachusetts at Amherst	733	688	-45
24554	Kaung	Sein	University of Massachusetts at Amherst	1400	1400	0
24531	Rushabh	Shah	University of Massachusetts at Amherst	1724	1750	26
21477	Veera	Sivarajan	University of Massachusetts at Amherst	2047	2047	0
25834	Jiacheng	Sun	Boston University	500	500	0
24817	Harin	Vashi	Worcester Polytechnic Institute	1182	1181	-1
24725	Harshini	Venkatachalam	Brown University	356	376	20
24556	Aaron	Wang	Brown University	246	336	90
24719	Xuenan	Wang	Brown University	1309	1310	1
16270	Evan	Warner	University of Massachusetts at Amherst	1378	1379	1
24530	George	Wei	University of Massachusetts at Amherst	1757	1757	0
24724	Zhengying	Xia	Brown University	859	1418	559
21488	Edward	Xing	Brown University	876	836	-40
25163	Ke	Xu	Boston University	1807	1778	-29
24722	Kaelan	Yao	Brown University	1754	1757	3
21486	EngTse	Yeo	Brown University	510	554	44
25355	Daniel	Zhang	University of Massachusetts at Amherst	973	1073	100
13301	Luke	Zheng	Boston University	1835	1790	-45
25157	Yiqi	Zou	Boston University	1429	1439	10