Data_cleaned.xlsx

	A	B	C	D	E	F	G
1	Bib Number	Full Name	Age	Gender	CountryOfResAbbrev	CountryOfCtzAbbrev	Finish Time

2	4	Evans Chebet	33	M	KEN	KEN	2:06:51
3	5	Lawrence Cherono	33	M	KEN	KEN	2:07:21
4	1	Benson Kipruto	31	M	KEN	KEN	2:07:27
5	9	Gabriel Geay	25	M	USA	TAN	2:07:53
6	11	Eric Kiptanui	31	M	KEN	KEN	2:08:47
7	18	Albert Korir	28	M	KEN	KEN	2:08:50
8	19	Scott Fauble	30	M	USA	USA	2:08:52
9	25	Jemal Yimer	38	M	ETH	ETH	2:08:58
10	28	Elkanah Kibet	38	M	USA	USA	2:09:07
11	57	Kinde Atanaw	29	M	ETH	ETH	2:09:16
12	7	Lemi Berhanu	27	M	ETH	ETH	2:09:43
13	14	Bethwell Yegon	29	M	KEN	KEN	2:09:44
14	29	Cj Albertson	28	M	USA	USA	2:10:23
15	27	Matthew Mcdonald	28	M	USA	USA	2:10:35
16	21	Trevor Hofbauer	30	M	CAN	CAN	2:10:52
17	32	Reed Fischer	27	M	USA	USA	2:10:54
18	36	Mick Iacofano	27	M	USA	USA	2:11:48
19	10	Geoffrey Kamworor	29	M	KEN	KEN	2:11:49
20	20	Colin Bennie	26	M	USA	USA	2:12:08
21	17	Yuki Kawauchi	35	M	JPN	JPN	2:12:55
22	40	Mike Sayenko	37	M	USA	USA	2:13:46
23	24	Jerrell Mock	26	M	USA	USA	2:14:10
24	30	Jonas Hampton	33	M	USA	USA	2:14:40
25	35	Ian Butler	30	M	USA	USA	2:14:48
26	48	Paul Hogan	26	M	USA	USA	2:15:08
27	22	Jared Ward	33	M	USA	USA	2:15:24
28	37	Matthew Llano	33	M	USA	USA	2:16:39
29	308	Benjamin Schneiderman	26	M	USA	USA	2:18:36
30	31	Nico Montanez	28	M	USA	USA	2:19:23
31	45	Tyler Pence	28	M	USA	USA	2:19:39
32	102	Peres Jepchirchir	28	F	KEN	KEN	2:21:01
33	109	Ababel Yeshaneh	30	F	ETH	ETH	2:21:05
34	117	Mary Ngugi	33	F	KEN	KEN	2:21:32
35	323	Alex Neuffer	26	M	CAN	CAN	2:21:33
36	101	Edna Kiplagat	42	F	USA	KEN	2:21:40
37	306	Nathanael Williams	27	M	USA	USA	2:21:46
38	118	Monicah Ngige	28	F	USA	KEN	2:22:13
39	393	Esteban Trujillo	36	M	USA	USA	2:22:36
40	280	Sergey Sushchikh	29	M	USA	USA	2:23:11
41	293	Calum Neff	37	M	USA	CAN	2:23:44
42	110	Viola Cheptoo	33	F	KEN	KEN	2:23:47
43	591	David Sevcik	32	M	USA	USA	2:23:56
44	294	Prescott Leach	39	M	USA	USA	2:24:15
45	295	Samuel Fazioli	30	M	USA	USA	2:24:17
46	47	Daniel Ortiz Perez	38	M	MEX	MEX	2:24:26
47	491	Alexander Healey	25	M	USA	USA	2:24:36
48	372	Jordan Tropf	30	M	USA	USA	2:24:42
49	103	Joyciline Jepkosgei	28	F	KEN	KEN	2:24:43
50	50	Markus Ploner	41	M	ITA	ITA	2:24:52
51	290	Everett Hackett	32	M	USA	USA	2:24:56
52	466	Mitchell Baum	28	M	USA	USA	2:25:00
53	567	Joe Kortenhof	24	M	USA	USA	2:25:01
54	461	Benjamin Macdonald	26	M	USA	USA	2:25:16
55	104	Degitu Azimeraw	23	F	ETH	ETH	2:25:23
56	112	Charlotte Purdue	30	F	GBR	GBR	2:25:26
57	418	Richard Ho	27	M	USA	USA	2:25:27
58	400	Dylan Sykes	23	M	USA	USA	2:25:31
59	203	Michael Roeger	33	M	AUS	AUS	2:25:42
60	322	Ryan Burd	25	M	USA	USA	2:25:44
61	121	Nell Rojas	34	F	USA	USA	2:25:57
62	371	Matthew Mulligan	31	M	USA	USA	2:25:58
63	407	Dennis Mbelenzi	40	M	CAN	CAN	2:26:07
64	292	Micah Adams	30	M	USA	USA	2:26:30
65	523	Daniel Pederson	24	M	USA	USA	2:26:48
66	385	Kenneth Goodfellow	32	M	USA	USA	2:26:48
67	712	David Walter	26	M	USA	USA	2:26:55
68	452	Fan Zhou	33	M	USA	USA	2:26:55
69	296	Stephen Vangampleare	31	M	USA	USA	2:27:11
70	1056	Zachary Holden	22	M	USA	USA	2:27:12
71	396	Peter Hogan	25	M	USA	USA	2:27:12
72	504	Steven Lawrence	44	M	USA	CAN	2:27:20
73	338	Matt Mcsween	31	M	USA	USA	2:27:21
74	635	Ryan Rafuse	38	M	CAN	CAN	2:27:22
75	289	Josh Baden	32	M	USA	USA	2:27:31
76	325	Aaron Manning	28	M	CAN	CAN	2:27:32
77	265	Ben Bruce	39	M	USA	USA	2:27:34
78	339	Niels Baljet	30	M	NED	NED	2:27:40
79	495	James Hartop	28	M	USA	USA	2:27:41
80	608	Matthew Sarge	28	M	USA	USA	2:27:43
81	634	Vinny Castronuovo	22	M	USA	USA	2:27:47
82	505	Ben Jaskowiak	32	M	USA	USA	2:27:51
83	116	Malindi Elmore	42	F	CAN	CAN	2:27:58
84	469	Andrew Skurka	41	M	USA	USA	2:27:59
85	122	Stephanie Rothstein-Bruce	38	F	USA	USA	2:28:02
86	1617	Yuzuru Sakakibara	40	M	USA	JPN	2:28:03
87	51	Chip O'Hara	41	M	USA	USA	2:28:03
88	756	Nacho Hernando	28	M	ESP	ESP	2:28:05
89	988	Doug Woodcock	31	M	USA	USA	2:28:05
90	337	Nicholas Victor	22	M	USA	USA	2:28:09
91	355	Stephen Jackson	38	M	GBR	GBR	2:28:17
92	405	Derek Griffin	35	M	IRL	IRL	2:28:19
93	328	Ben Cole	36	M	GBR	GBR	2:28:22
94	438	Cristobal Gutierrez	29	M	USA	USA	2:28:23
95	320	Joseph Darda	34	M	USA	USA	2:28:24
96	430	Brian Schroy	33	M	USA	USA	2:28:28
97	533	Tyler Morey	33	M	USA	USA	2:28:30
98	331	Wojciech Kopec	35	M	POL	POL	2:28:38
99	427	Brandon Abasolo	31	M	USA	USA	2:28:39
100	443	Daniel Alexander	33	M	GBR	GBR	2:28:39