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2023 Popular Culture Week 31

Standings

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#	Awards	Player	Region	# Correct	% Correct	Average Correct Celerity	Std. Dev. Celerity	Score
1		Scott Latchem	California	10	100.0%	.421	.249	152
2		Andy Kravis	New York	10	100.0%	.415	.247	150
3		Ryan Milowicki	Connecticut	10	100.0%	.387	.216	145
4		Kenji Shimizu	Michigan	10	100.0%	.344	.178	141
5		Drew Scheeler	Ohio	10	100.0%	.340	.272	141
6		Jason Hess	Texas	10	100.0%	.339	.237	139
7		Greg Peterson	Illinois	10	100.0%	.315	.249	136
8		Lee Henry	Alabama	10	100.0%	.307	.124	136
9		Mazin Omer	Massachusetts	10	100.0%	.298	.188	136
10		Benjamin Kitchen	Colorado	9	90.0%	.424	.227	135
11		Harley Andrew	Wisconsin	9	90.0%	.418	.261	135
12		Jack Rousseau	California	10	100.0%	.298	.212	134
13		Steven Brown	Virginia	10	100.0%	.281	.165	133
14		John Presloid	Ohio	9	90.0%	.371	.273	129
15		Bobb X. Ha	Texas	9	90.0%	.370	.300	128
16		Matthew Marcotte	California	9	90.0%	.358	.204	126
17		Kyle Kahan	California	9	90.0%	.352	.210	125
18		Evan Nagler	New York	10	100.0%	.230	.213	125
19		Michael Patison	Texas	9	90.0%	.316	.247	123
20		Stephen Morrison	Michigan	8	80.0%	.430	.233	121
21		McKinnie Lee Sizemore	Florida	8	80.0%	.430	.230	121
22		Ramapriya Rangaraju	Kentucky	8	80.0%	.427	.235	121
23		Ned Tagtmeier	Illinois	9	90.0%	.310	.214	121
24		Chris Miller	Kentucky	8	80.0%	.413	.250	120
25		John Lance	Colorado	9	90.0%	.297	.216	120
26		Max Smiley	California	9	90.0%	.295	.216	120
27		Daniel Chung	California	9	90.0%	.287	.180	119
28		Charlie Fritz	Illinois	8	80.0%	.408	.198	118
29		Jason Sterlacci	New Jersey	9	90.0%	.288	.221	118
30		Sean Doyle	Texas	9	90.0%	.264	.229	118
31		Rahul Rao-Pothuraju	New York	9	90.0%	.258	.275	118
32		Jessie Cubilla	Canada	9	90.0%	.278	.226	117
33		Theo Howe	United Kingdom	8	80.0%	.381	.235	116
34		Chris Abrams	Nevada	8	80.0%	.379	.273	115
35		Steve Bahnaman	North Carolina	9	90.0%	.256	.184	115
36		Michael McPartland	United Kingdom	9	90.0%	.236	.235	115
37		Alec Chao	District of Columbia	9	90.0%	.236	.205	115
38		Kari Race	Wisconsin	8	80.0%	.359	.256	114
39		Michael Olson	Minnesota	8	80.0%	.370	.259	113
40		Erik Eide	Canada	7	70.0%	.491	.291	112
41		Dan Puma	Illinois	8	80.0%	.345	.203	112
42		Alex Schmidt	Pennsylvania	8	80.0%	.343	.164	112
43		Daniel Jude	California	8	80.0%	.342	.245	112
44		Derek Martz	Illinois	8	80.0%	.342	.223	112
45		Hidehiro Anto	California	9	90.0%	.215	.195	112
46		Stephen Liu	California	8	80.0%	.342	.273	111
47		Stephanie Perkins	Missouri	8	80.0%	.332	.296	111
48		Aaron Dos Remedios	Canada	8	80.0%	.327	.260	111
49		Henry Blyth	Ohio	9	90.0%	.226	.158	111
50		Jack Wolverton	Missouri	9	90.0%	.204	.129	111
51		Devon Edwards	New York	8	80.0%	.340	.257	110
52		Tim Crockett	Washington	9	90.0%	.206	.227	110
53		Jeremy Tsai	New Jersey	9	90.0%	.200	.165	110
54		Kendall Plapp	New York	8	80.0%	.324	.195	109
55		Finn Bender	Wisconsin	8	80.0%	.321	.198	109
56		Gail Celio	Minnesota	8	80.0%	.304	.296	108
57		Sean Calhoun	Iowa	8	80.0%	.304	.219	108
58		Deleena Simon	Michigan	8	80.0%	.301	.221	108
59		Anthony Peek	Louisiana	8	80.0%	.298	.219	108
60		Joseph Langas	Texas	8	80.0%	.302	.166	107
61		Michael Turner	South Carolina	8	80.0%	.293	.238	107
62		Scott Aefsky	Massachusetts	8	80.0%	.275	.223	107
63		Tucker Warner	New York	7	70.0%	.419	.275	106
64		William Travis	Texas	8	80.0%	.302	.200	106
65		Will Swygart	United Kingdom	8	80.0%	.290	.241	106
66		Robert Kilner	Ohio	8	80.0%	.282	.256	106
67		Ryan Hemmel	California	8	80.0%	.281	.174	106
68		Jesse Tow	Illinois	8	80.0%	.278	.209	106
69		Nate Muckley	Illinois	8	80.0%	.271	.260	105
70		Dillon Edwards	Wisconsin	8	80.0%	.256	.179	105
71		Cari Milowicki	Ohio	8	80.0%	.270	.218	104
72		Patrick Carthy	Europe	8	80.0%	.265	.173	104
73		Chris Ottolino	Missouri	7	70.0%	.408	.212	103
74		Jason Palmer	Ohio	8	80.0%	.257	.243	103
75		Simon Sweeney	Pennsylvania	8	80.0%	.240	.215	103
76		Danny Lardner	United Kingdom	7	70.0%	.391	.258	102
77		William Marshall	Alabama	8	80.0%	.254	.211	102
78		JinAh Kim	Virginia	8	80.0%	.234	.226	102
79		Radu Popescu	Canada	8	80.0%	.234	.176	101
80		Joey Goldman	United Kingdom	8	80.0%	.234	.170	101
81		Logan Anbinder	Maryland	8	80.0%	.228	.210	101
82		Craig Moysey	Canada	6	60.0%	.541	.268	100
83		Frank Grabowski	Pennsylvania	7	70.0%	.371	.220	100
84		Jason Serrano	New York	7	70.0%	.351	.268	100
85		John Kocsis	Virginia	8	80.0%	.230	.153	100
86		Stan Jastrzebski	Indiana	8	80.0%	.217	.256	100
87		Mike Myers	California	7	70.0%	.360	.264	99
88		Myron Meyer	South Dakota	7	70.0%	.346	.269	99
89		Lawrence Simon	New York	8	80.0%	.235	.160	99
90		Julian Saddy	Canada	8	80.0%	.222	.164	99
91		Jack Van Nostrand	Canada	8	80.0%	.212	.233	99
92		Jacob O'Rourke	Missouri	8	80.0%	.209	.282	99
93		Jessica Fleischer	Illinois	8	80.0%	.208	.260	99
94		Andrew Dupont	California	7	70.0%	.341	.253	98
95		Omar Sajjad	California	8	80.0%	.214	.156	98
96		Stacy Bridgette	West Virginia	8	80.0%	.196	.150	98
97		Jeff Frank	Indiana	7	70.0%	.331	.242	97
98		Nick Matchen	Illinois	7	70.0%	.326	.290	97
99		William Neiswanger	Washington	9	90.0%	.088	.102	97
100		Gerry Tansey	Missouri	6	60.0%	.504	.266	96
101		Darren Petrosino	New Jersey	7	70.0%	.334	.237	96
102		Daniel Feitel	District of Columbia	7	70.0%	.332	.220	96
103		Greg Garbee	Florida	7	70.0%	.325	.269	96
104		Trevor Greissinger	Wisconsin	8	80.0%	.195	.152	96
105		Alex Paskevicius	Canada	8	80.0%	.166	.183	96
106		Garrison Page	Kentucky	7	70.0%	.314	.177	95
107		Akosua Asante	Canada	7	70.0%	.312	.269	95
108		Sarah Whisenhunt	Virginia	7	70.0%	.311	.229	95
109		Brian Lipinski	District of Columbia	7	70.0%	.303	.234	95
110		Christine Irwin	Canada	7	70.0%	.301	.253	95
111		Pranav Veluri	Indiana	8	80.0%	.198	.146	95
112		Eric Douglass	South Carolina	7	70.0%	.287	.186	93
113		Tomás Aguilar-Fraga	California	7	70.0%	.284	.182	93
114		Lars Melton	Virginia	7	70.0%	.282	.267	93
115		Chauncey Lo	California	8	80.0%	.164	.173	93
116		James Washick	South Carolina	6	60.0%	.437	.229	92
117		David Cruickshank	United Kingdom	7	70.0%	.290	.212	92
118		Ozzie Fallick	California	7	70.0%	.281	.161	92
119		Seoan Webb	United Kingdom	7	70.0%	.264	.163	92
120		Adam Sapa	Canada	8	80.0%	.142	.129	92
121		Parth Jagtap	Canada	6	60.0%	.412	.310	91
122		Quinn McGarry	Missouri	7	70.0%	.288	.148	91
123		Tracey Hickman	Oklahoma	7	70.0%	.278	.228	91
124		Ben Smith	Canada	7	70.0%	.275	.192	91
125		Ali Filipowicz	Virginia	7	70.0%	.274	.230	91
126		Matthew Marcus	Oregon	7	70.0%	.264	.201	91
127		Jenna Hull	California	7	70.0%	.258	.206	91
128		Benjamin Livingston	Minnesota	7	70.0%	.257	.258	91
129		Ashwath Seetharaman	Texas	8	80.0%	.128	.195	91
130		Brad Williams	Wisconsin	6	60.0%	.426	.353	90
131		Christian Wilson	New York	7	70.0%	.265	.225	90
132		Ryan Manton	Ohio	7	70.0%	.241	.221	90
133		Jack Brounstein	Texas	6	60.0%	.404	.246	89
134		Randall Eng	New York	6	60.0%	.401	.253	89
135		Clifford Galiher	California	6	60.0%	.396	.295	89
136		Mike Malloy	Wisconsin	7	70.0%	.260	.214	89
137		David Kiang	Illinois	7	70.0%	.255	.121	89
138		Chris Hale	Virginia	7	70.0%	.254	.261	89
139		Ryan Rosenberg	California	7	70.0%	.246	.237	89
140		Ewan Munro	Australia & Oceania	7	70.0%	.242	.203	89
141		Kane Keller	Louisiana	8	80.0%	.123	.122	89
142		Henry Cafaro	Illinois	7	70.0%	.249	.191	88
143		Stephen Ours	Virginia	7	70.0%	.243	.153	88
144		Zoe Kaperonis	New York	7	70.0%	.240	.222	88
145		Matt Smania	Michigan	7	70.0%	.229	.192	88
146		Dibyo Haldar	Asia	8	80.0%	.091	.148	88
147		Michael Kettler	Ohio	7	70.0%	.247	.153	87
148		Daniel DeFelippis	Europe	7	70.0%	.234	.182	87
149		Connor Teevens	Michigan	7	70.0%	.217	.289	87
150		James Carberry	Louisiana	7	70.0%	.206	.161	87
151		Michael Bentley	Washington	6	60.0%	.360	.235	86
152		Zane Placie	Georgia	7	70.0%	.217	.181	86
153		Adam Escandell	Texas	6	60.0%	.364	.269	85
154		Michael Coates	Idaho	6	60.0%	.353	.269	85
155		Nora Denning	Ohio	6	60.0%	.336	.155	85
156		Daniel White	Washington	7	70.0%	.205	.202	85
157		George Atendido	Minnesota	7	70.0%	.196	.234	85
158		Brian Morehouse	Connecticut	7	70.0%	.190	.182	85
159		Owen Cooper	Alabama	6	60.0%	.350	.265	84
160		Lynn Yu	California	6	60.0%	.344	.273	84
161		Erik Christensen	Canada	6	60.0%	.340	.216	84
162		Matt Coleman	Washington	7	70.0%	.199	.254	84
163		Elisabeth Evan	Ohio	6	60.0%	.340	.221	83
164		Jill Heink	Kentucky	6	60.0%	.334	.253	83
165		Kaberi Chakrabarty	Illinois	6	60.0%	.326	.242	83
166		Lauren Manton	Ohio	6	60.0%	.324	.281	83
167		Christopher Harris	Texas	7	70.0%	.175	.133	83
168		Will Johnson	Virginia	6	60.0%	.332	.243	82
169		Andrew Fisher	United Kingdom	6	60.0%	.326	.219	82
170		Jenn Tulo	Virginia	6	60.0%	.321	.221	82
171		Andy Brown	Illinois	6	60.0%	.307	.234	82
172		Carlos Hernandez Fisher	Canada	6	60.0%	.304	.128	82
173		Shannon Jamison	Virginia	6	60.0%	.315	.243	81
174		Scott Oberstaedt	Virginia	6	60.0%	.298	.199	81
175		John Riss	Illinois	7	70.0%	.151	.166	81
176		Michael Shang	Maryland	7	70.0%	.150	.164	81
177		Tom Minard	Canada	6	60.0%	.293	.234	80
178		Jordan Brownstein	Virginia	6	60.0%	.290	.190	80
179		Elizabeth Chang	Washington	6	60.0%	.286	.155	80
180		Matthew LaMagna	Virginia	6	60.0%	.284	.230	80
181		Jason Laabs	Minnesota	7	70.0%	.148	.144	80
182		Dawson Owens	Ohio	7	70.0%	.145	.200	80
183		Abel Gilsing	Europe	7	70.0%	.142	.182	80
184		Andrew Medlin	Louisiana	7	70.0%	.133	.211	80
185		Jonathan Hugendubler	Maryland	7	70.0%	.132	.126	80
186		Evan Knox	North Carolina	6	60.0%	.289	.191	79
187		Arlo Lyle	Arkansas	6	60.0%	.268	.198	79
188		Talia Fan	Canada	6	60.0%	.265	.233	79
189		Harry White	Virginia	5	50.0%	.450	.302	78
190		Paolo Pasco	California	6	60.0%	.274	.227	78
191		Brian Hamilton	Oregon	6	60.0%	.269	.238	78
192		Mick Reinhard	Pennsylvania	6	60.0%	.263	.199	78
193		Tommy Segi	Ohio	7	70.0%	.117	.126	78
194		Alex Dzurick	Missouri	6	60.0%	.268	.224	77
195		Kenny Peskin	Virginia	6	60.0%	.267	.155	77
196		Tony Chen	Canada	6	60.0%	.249	.236	77
197		Dan Passner	New Jersey	6	60.0%	.222	.343	77
198		Michael Arjona	Georgia	6	60.0%	.248	.177	76
199		Matthew Askins	Arizona	6	60.0%	.242	.197	76
200		Nicholas Harrison	Canada	7	70.0%	.094	.106	76
201		Edward Sanfrey	Ohio	7	70.0%	.093	.095	76
202		Rachael Peters	Michigan	7	70.0%	.088	.115	76
203		Paul Campbell	California	6	60.0%	.243	.217	75
204		Joe Nutter	Georgia	6	60.0%	.204	.197	75
205		Eric Li	Massachusetts	6	60.0%	.222	.263	74
206		Haley Gambrell	South Carolina	6	60.0%	.219	.162	74
207		Alexander Bandukwala	Illinois	6	60.0%	.201	.209	74
208		Kevin McCabe	Colorado	7	70.0%	.064	.113	74
209		Cody Donahue	Mississippi	7	70.0%	.063	.093	74
210		Jimmy Dunn	Michigan	5	50.0%	.410	.233	73
211		Raul Passement	Texas	6	60.0%	.205	.199	73
212		Shauna McNally	Canada	6	60.0%	.185	.151	73
213		Ryan Luptak	Illinois	5	50.0%	.392	.274	72
214		Kai Tang	Illinois	6	60.0%	.183	.216	72
215		Tristan Clarke	Arizona	6	60.0%	.175	.219	72
216		Michael Joy	Michigan	6	60.0%	.165	.134	71
217		Siddharth Hariharan	Maryland	6	60.0%	.162	.121	71
218		Andrew Fanko	United Kingdom	6	60.0%	.155	.155	71
219		Naveed Chowdhury	California	5	50.0%	.342	.244	70
220		Candy Murphy	Virginia	6	60.0%	.168	.212	70
221		Andrew Foerster	North Carolina	6	60.0%	.154	.100	70
222		Spencer Brown	Virginia	5	50.0%	.335	.234	69
223		Spencer Thrope	Middle East	5	50.0%	.331	.177	69
224		Joshua Levit	Massachusetts	5	50.0%	.306	.213	68
225		Gwen Abrams	Nevada	5	50.0%	.304	.242	67
226		Losha Ndemeno-Tegomoh	Minnesota	6	60.0%	.141	.103	67
227		Chris Becker	Maryland	6	60.0%	.116	.247	67
228		Erik Nickels	California	5	50.0%	.285	.178	66
229		Matthew Grieco	New York	5	50.0%	.284	.224	66
230		Amy Whitelaw	Virginia	4	40.0%	.495	.250	65
231		James Dowd	Hawaii	5	50.0%	.269	.255	65
232		David Snoddon	Canada	5	50.0%	.263	.244	65
233		Jackson Todd	Georgia	5	50.0%	.260	.199	65
234		Justin Dusaj	Michigan	6	60.0%	.094	.086	65
235		Andrey Goder	California	6	60.0%	.086	.103	65
236		James Kang	California	5	50.0%	.255	.273	64
237		Connor Gozycki	North Carolina	5	50.0%	.237	.174	64
238		Delano Barnes	Texas	6	60.0%	.068	.137	64
239		Brock Stephenson	Canada	5	50.0%	.249	.179	63
240		David Edwards	Illinois	5	50.0%	.243	.254	63
241		Kevin Lei	Canada	6	60.0%	.084	.176	63
242		Mary Foley	Arizona	5	50.0%	.202	.174	62
243		Natalie Schermer	Washington	5	50.0%	.198	.175	60
244		Kenneth Martin	Illinois	5	50.0%	.167	.141	59
245		Andrew Almas	Canada	5	50.0%	.161	.107	59
246		Darrell Johnson	Arizona	5	50.0%	.159	.279	57
247		Josh Hill	Arkansas	5	50.0%	.138	.090	57
248		Bryan Householder	Ohio	4	40.0%	.326	.186	55
249		Aaron Lichtig	Maryland	5	50.0%	.117	.094	55
250		Susan Corbus	Illinois	5	50.0%	.105	.093	55
251		Jason Lai	New York	5	50.0%	.081	.133	54
252		Douglas Wilham	Kentucky	5	50.0%	.077	.092	54
253		Jonathan Pinyan	New Jersey	4	40.0%	.285	.284	53
254		Christopher Parsons	Washington	4	40.0%	.281	.227	53
255		Daniel Galitsky	District of Columbia	5	50.0%	.050	.080	53
256		Emily Fletcher	Texas	4	40.0%	.276	.193	52
257		Victor Pavao	Massachusetts	4	40.0%	.275	.246	52
258		Liz Fujita	Michigan	4	40.0%	.239	.176	51
259		Paul Villaluz	Nevada	4	40.0%	.214	.221	49
260		Chuck Yu	Maryland	4	40.0%	.200	.225	49
261		Lauren Cusitello	California	4	40.0%	.183	.201	47
262		Hannah Moorhead	Florida	4	40.0%	.175	.240	47
263		Jonathan Hunter	Florida	4	40.0%	.150	.164	46
264		Dan Ni	New York	4	40.0%	.116	.105	45
265		Avery Strangstalien	Wisconsin	4	40.0%	.115	.126	45
266		Nate Kane	Arizona	3	30.0%	.394	.245	44
267		Will Howells	United Kingdom	3	30.0%	.382	.272	43
268		Thomas Credeur	Louisiana	4	40.0%	.077	.188	43
269		Padraig Finan	Washington	4	40.0%	.090	.174	42
270		Brynn Jones	Alabama	3	30.0%	.346	.267	41
271		Jessica Chellino	Florida	3	30.0%	.275	.111	39
272		Danielle Long	Illinois	3	30.0%	.119	.091	34
273		Violet Hundt	Wisconsin	2	20.0%	.123	.141	22
274		Guan Tong Tay	Asia	0	0.0%	-1.000	.006	0
275		Shyama Gandhi	Texas	0	0.0%	-1.000	.315	0

Celerity is the fraction of the question that had not been read at the time of a buzz (for which a correct answer was provided). 1.000 is an immediate buzz, .500 is an answer given halfway through the question in terms of time on the sound recording, and .000 is an answer given at the very end.