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2023 Popular Culture Week 12

Standings

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#	Awards	Player	Region	# Correct	% Correct	Average Correct Celerity	Std. Dev. Celerity	Score
1		Drew Scheeler	Ohio	10	100.0%	.376	.312	144
2		Alex Schmidt	Pennsylvania	10	100.0%	.369	.284	143
3		Derek Martz	Illinois	10	100.0%	.363	.270	142
4		Jack Brounstein	Texas	10	100.0%	.350	.299	142
5		Matthew Marcotte	California	10	100.0%	.337	.260	140
6		Jason Sterlacci	New Jersey	10	100.0%	.344	.248	139
7		McKinnie Lee Sizemore	Florida	10	100.0%	.326	.217	139
8		Scott Latchem	California	10	100.0%	.340	.274	138
9		Simon Sweeney	Pennsylvania	10	100.0%	.315	.252	136
10		Stephen Morrison	Michigan	10	100.0%	.305	.178	136
11		Jason Serrano	New York	9	90.0%	.422	.274	134
12		Chris Miller	Kentucky	10	100.0%	.300	.215	134
13		Jason Hess	Texas	10	100.0%	.285	.181	132
14		Carlos Hernandez Fisher	Canada	9	90.0%	.368	.294	129
15		Devon Edwards	New York	10	100.0%	.263	.270	129
16		Andy Kravis	New York	9	90.0%	.362	.262	127
17		Aaron Dos Remedios	Canada	10	100.0%	.246	.140	127
18		Chris Abrams	Nevada	10	100.0%	.236	.186	127
19		Steve Bahnaman	North Carolina	10	100.0%	.234	.164	126
20		Dan Puma	Illinois	10	100.0%	.226	.166	125
21		Jordan Brownstein	Virginia	9	90.0%	.327	.243	124
22		James Washick	South Carolina	9	90.0%	.326	.261	124
23		Myron Meyer	South Dakota	9	90.0%	.323	.276	124
24		Jack Rousseau	California	9	90.0%	.322	.214	124
25		Benjamin Kitchen	Colorado	9	90.0%	.322	.255	123
26		Chris Ottolino	Missouri	9	90.0%	.317	.243	123
27		Tracey Hickman	Oklahoma	9	90.0%	.316	.249	123
28		Nathan Finn	District of Columbia	9	90.0%	.316	.221	123
29		Tomás Aguilar-Fraga	California	9	90.0%	.293	.272	121
30		Matthew Grieco	New York	9	90.0%	.292	.275	121
31		Andrew Dupont	California	9	90.0%	.291	.256	120
32		Robert Kilner	Ohio	10	100.0%	.166	.172	120
33		Ryan Milowicki	Connecticut	9	90.0%	.272	.176	119
34		Spencer Thrope	Middle East	10	100.0%	.170	.180	118
35		Chris Morin	New York	10	100.0%	.166	.224	118
36		Craig Moysey	Canada	9	90.0%	.257	.238	116
37		Adam Escandell	Texas	9	90.0%	.256	.279	115
38		Finn Bender	Wisconsin	9	90.0%	.246	.228	115
39		Harley Andrew	Wisconsin	9	90.0%	.244	.211	115
40		Kyle Kahan	California	9	90.0%	.243	.236	115
41		Erik Nickels	California	10	100.0%	.140	.155	115
42		Kenji Shimizu	Michigan	8	80.0%	.374	.244	114
43		Tim Crockett	Washington	9	90.0%	.252	.204	114
44		Michael Patison	Texas	9	90.0%	.237	.249	114
45		Dan Passner	New Jersey	9	90.0%	.223	.252	114
46		Tucker Warner	New York	9	90.0%	.233	.190	113
47		Andy Brown	Illinois	10	100.0%	.126	.181	113
48		Matthew LaMagna	Virginia	8	80.0%	.338	.316	112
49		Jack Wolverton	Missouri	9	90.0%	.228	.146	112
50		John Presloid	Ohio	9	90.0%	.219	.200	112
51		Joseph Langas	Texas	9	90.0%	.211	.242	112
52		Michael Olson	Minnesota	9	90.0%	.220	.182	111
53		Andrew Medlin	Louisiana	9	90.0%	.216	.206	110
54		Henry Blyth	Ohio	9	90.0%	.206	.249	110
55		Sean Calhoun	Iowa	9	90.0%	.196	.225	110
56		Seoan Webb	United Kingdom	10	100.0%	.110	.093	110
57		Charlie Fritz	Illinois	9	90.0%	.197	.130	109
58		Jason Palmer	Ohio	9	90.0%	.197	.204	109
59		Kane Keller	Louisiana	9	90.0%	.188	.192	109
60		Rahul Rao-Pothuraju	New York	9	90.0%	.187	.162	109
61		John Lance	Colorado	8	80.0%	.292	.261	108
62		Shannon Jamison	Virginia	8	80.0%	.304	.192	107
63		Brian Lipinski	District of Columbia	8	80.0%	.296	.185	107
64		Dillon Edwards	Wisconsin	9	90.0%	.179	.170	107
65		Frank Grabowski	Pennsylvania	9	90.0%	.167	.175	107
66		Cari Milowicki	Ohio	9	90.0%	.175	.122	106
67		Anthony Peek	Louisiana	8	80.0%	.279	.254	105
68		John Kocsis	Virginia	10	100.0%	.073	.093	105
69		Bobb X. Ha	Texas	7	70.0%	.419	.290	104
70		Ramapriya Rangaraju	Kentucky	7	70.0%	.409	.277	104
71		Lauren Manton	Ohio	8	80.0%	.276	.237	104
72		Elisabeth Evan	Ohio	8	80.0%	.266	.204	104
73		Kendall Plapp	New York	9	90.0%	.147	.208	104
74		Lawrence Simon	New York	7	70.0%	.411	.276	103
75		Lee Henry	Alabama	8	80.0%	.267	.172	103
76		Owen Cooper	Alabama	8	80.0%	.260	.241	103
77		David Kiang	Illinois	8	80.0%	.242	.186	103
78		Theo Howe	United Kingdom	9	90.0%	.137	.217	103
79		Max Smiley	California	7	70.0%	.378	.299	102
80		Kari Race	Wisconsin	8	80.0%	.259	.192	102
81		James Dowd	Hawaii	8	80.0%	.257	.237	102
82		Mazin Omer	Massachusetts	8	80.0%	.250	.176	102
83		Steven Brown	Virginia	8	80.0%	.249	.150	102
84		Greg Peterson	Illinois	8	80.0%	.237	.148	102
85		Daniel Jude	California	9	90.0%	.149	.113	102
86		Scott Aefsky	Massachusetts	8	80.0%	.246	.296	101
87		Anu Kashyap	California	8	80.0%	.237	.187	101
88		Alec Chao	District of Columbia	9	90.0%	.124	.156	101
89		Stephanie Perkins	Missouri	9	90.0%	.118	.119	101
90		Kaberi Chakrabarty	Illinois	9	90.0%	.116	.133	101
91		Matthew Stern	Alabama	10	100.0%	.031	.044	101
92		Michael Arjona	Georgia	8	80.0%	.223	.249	100
93		Christine Irwin	Canada	8	80.0%	.221	.198	100
94		Naveed Chowdhury	California	8	80.0%	.219	.156	99
95		Andrew Foerster	North Carolina	8	80.0%	.218	.178	99
96		Evan Nagler	New York	8	80.0%	.213	.299	99
97		Sarah Whisenhunt	Virginia	8	80.0%	.211	.182	99
98		Matthew Askins	Arizona	8	80.0%	.207	.215	99
99		Akosua Asante	Canada	9	90.0%	.103	.126	99
100		Erik Eide	Canada	7	70.0%	.350	.233	98
101		Ali Filipowicz	Virginia	8	80.0%	.213	.195	98
102		Adam Sapa	Canada	8	80.0%	.200	.203	98
103		Connor Teevens	Michigan	6	60.0%	.518	.305	97
104		Randall Eng	New York	8	80.0%	.203	.178	97
105		Tom Minard	Canada	8	80.0%	.203	.238	97
106		David Edwards	Illinois	8	80.0%	.203	.169	97
107		Candy Murphy	Virginia	8	80.0%	.202	.186	97
108		Julian Saddy	Canada	8	80.0%	.182	.286	97
109		Tristan Clarke	Arizona	8	80.0%	.188	.287	96
110		Darrell Johnson	Arizona	7	70.0%	.310	.206	95
111		Daniel Feitel	District of Columbia	7	70.0%	.301	.218	95
112		Brian Hamilton	Oregon	8	80.0%	.183	.191	95
113		James Kang	California	8	80.0%	.179	.192	95
114		Will Swygart	United Kingdom	8	80.0%	.173	.142	95
115		Lynn Yu	California	8	80.0%	.166	.173	95
116		Paul Campbell	California	7	70.0%	.300	.224	94
117		Jesse Tow	Illinois	7	70.0%	.289	.254	94
118		Pranav Veluri	Indiana	7	70.0%	.281	.184	94
119		Jack Van Nostrand	Canada	8	80.0%	.167	.159	94
120		Carl Voss	Minnesota	8	80.0%	.157	.187	94
121		Benjamin Livingston	Minnesota	8	80.0%	.156	.205	94
122		Brian Morehouse	Connecticut	8	80.0%	.154	.227	94
123		Shao-Yun Guo	Illinois	9	90.0%	.058	.081	94
124		Gerry Tansey	Missouri	7	70.0%	.285	.234	93
125		Tyler Berry	Canada	8	80.0%	.146	.171	93
126		Alex Paskevicius	Canada	8	80.0%	.142	.171	93
127		Greg Garbee	Florida	7	70.0%	.277	.204	92
128		Daniel Chung	California	8	80.0%	.151	.157	92
129		Clifford Galiher	California	8	80.0%	.142	.223	92
130		Jason Lai	New York	9	90.0%	.031	.072	92
131		Eric Douglass	South Carolina	7	70.0%	.281	.261	91
132		Josh Walker	Ohio	7	70.0%	.279	.205	91
133		William Travis	Texas	7	70.0%	.276	.211	91
134		Elizabeth Chang	Washington	7	70.0%	.272	.245	91
135		Omar Sajjad	California	7	70.0%	.256	.258	91
136		Radu Popescu	Canada	8	80.0%	.140	.126	91
137		Jenn Tulo	Virginia	7	70.0%	.271	.230	90
138		Lars Melton	Virginia	7	70.0%	.263	.184	90
139		Jeff Frank	Indiana	7	70.0%	.251	.242	90
140		Jeremy Tsai	New Jersey	7	70.0%	.248	.187	90
141		Amy Whitelaw	Virginia	7	70.0%	.237	.213	90
142		Nate Muckley	Illinois	8	80.0%	.124	.117	90
143		Brad Williams	Wisconsin	6	60.0%	.409	.273	89
144		Jacob O'Rourke	Missouri	7	70.0%	.232	.205	89
145		Chris Hale	Virginia	8	80.0%	.124	.157	89
146		Michael McPartland	United Kingdom	8	80.0%	.113	.133	89
147		James Denning	Ohio	8	80.0%	.104	.112	89
148		Danny Lardner	United Kingdom	7	70.0%	.229	.241	88
149		Mike Malloy	Wisconsin	7	70.0%	.224	.165	88
150		Jenna Hull	California	7	70.0%	.218	.186	88
151		William Marshall	Alabama	8	80.0%	.100	.163	88
152		Kenny Peskin	Virginia	7	70.0%	.241	.235	87
153		John Riss	Illinois	7	70.0%	.218	.263	87
154		Ryan Luptak	Illinois	7	70.0%	.218	.200	87
155		Jonathan Pinyan	New Jersey	7	70.0%	.204	.172	86
156		Deleena Simon	Michigan	7	70.0%	.180	.270	86
157		Chauncey Lo	California	7	70.0%	.211	.177	85
158		Michael Coates	Idaho	7	70.0%	.192	.163	85
159		Ben Smith	Canada	8	80.0%	.052	.066	84
160		Joshua Levit	Massachusetts	6	60.0%	.326	.254	83
161		Alex Dzurick	Missouri	7	70.0%	.166	.238	83
162		Christopher Harris	Texas	7	70.0%	.161	.153	83
163		Michael Joy	Michigan	7	70.0%	.149	.299	83
164		Talia Fan	Canada	8	80.0%	.056	.071	83
165		Matthew Marcus	Oregon	8	80.0%	.047	.066	83
166		Paul Villaluz	Nevada	6	60.0%	.317	.268	82
167		Paolo Pasco	California	7	70.0%	.184	.211	82
168		Ozzie Fallick	California	7	70.0%	.173	.136	82
169		Ryan Hemmel	California	7	70.0%	.168	.139	82
170		Gwen Abrams	Nevada	7	70.0%	.167	.213	82
171		James Carberry	Louisiana	7	70.0%	.162	.151	82
172		Arlo Lyle	Arkansas	6	60.0%	.314	.248	81
173		Anthony DiCarlo	California	6	60.0%	.304	.250	81
174		Jessie Cubilla	Canada	7	70.0%	.153	.141	81
175		Parth Jagtap	Canada	7	70.0%	.150	.216	81
176		Tommy Segi	Ohio	7	70.0%	.144	.215	81
177		Nate Kane	Arizona	6	60.0%	.292	.197	80
178		Matt Coleman	Washington	6	60.0%	.285	.209	79
179		Michael Kettler	Ohio	6	60.0%	.259	.193	79
180		Stephen Ours	Virginia	7	70.0%	.124	.146	79
181		Jackson Todd	Georgia	6	60.0%	.254	.258	78
182		Harry White	Virginia	6	60.0%	.251	.234	78
183		Scott Oberstaedt	Virginia	6	60.0%	.244	.189	77
184		Amogh Kulkarni	Illinois	7	70.0%	.106	.099	77
185		Stan Jastrzebski	Indiana	6	60.0%	.260	.235	76
186		Josh Hill	Arkansas	6	60.0%	.234	.230	76
187		Victor Pavao	Massachusetts	6	60.0%	.231	.280	76
188		Daniel DeFelippis	Europe	7	70.0%	.090	.102	76
189		JinAh Kim	Virginia	6	60.0%	.239	.146	75
190		Joshua Grischow	Ohio	6	60.0%	.232	.243	75
191		Joey Goldman	United Kingdom	6	60.0%	.217	.175	75
192		Kevin McCabe	Colorado	7	70.0%	.063	.104	75
193		Andrey Goder	California	7	70.0%	.059	.137	75
194		Andrew Fisher	United Kingdom	6	60.0%	.218	.153	74
195		Andrew Almas	Canada	6	60.0%	.211	.154	74
196		Ryan Manton	Ohio	5	50.0%	.382	.320	73
197		Mike Myers	California	6	60.0%	.223	.194	73
198		Patrick Carthy	Europe	6	60.0%	.211	.141	73
199		David Cruickshank	United Kingdom	6	60.0%	.201	.166	73
200		Stephen Liu	California	6	60.0%	.193	.245	73
201		Kelly Rabin	Washington	6	60.0%	.191	.105	73
202		Joe Nutter	Georgia	6	60.0%	.176	.168	73
203		Rachael Peters	Michigan	7	70.0%	.034	.237	73
204		Daniel White	Washington	6	60.0%	.153	.126	71
205		Deb Wells	Pennsylvania	6	60.0%	.158	.139	70
206		William Neiswanger	Washington	6	60.0%	.147	.136	70
207		Chris Becker	Maryland	6	60.0%	.142	.141	70
208		Siddharth Hariharan	Maryland	6	60.0%	.146	.167	69
209		Ashwath Seetharaman	Texas	6	60.0%	.139	.124	69
210		Christian Wilson	New York	6	60.0%	.133	.186	69
211		Mick Reinhard	Pennsylvania	6	60.0%	.142	.192	68
212		Justin Dusaj	Michigan	6	60.0%	.130	.131	67
213		Kai Tang	Illinois	6	60.0%	.111	.169	67
214		Erik Christensen	Canada	5	50.0%	.279	.256	66
215		Beth Kromka	Maryland	6	60.0%	.081	.170	66
216		Jonathan Hunter	Florida	6	60.0%	.080	.113	66
217		Delano Barnes	Texas	5	50.0%	.253	.239	65
218		Sheldon Wong	Illinois	5	50.0%	.251	.299	65
219		Nicholas Harrison	Canada	5	50.0%	.250	.243	65
220		Daniel Fullard	United Kingdom	6	60.0%	.107	.094	65
221		Karsten Wallace	Alabama	6	60.0%	.090	.133	65
222		Matthew Hart	Minnesota	6	60.0%	.087	.105	65
223		Chuck Yu	Maryland	5	50.0%	.242	.239	64
224		Michael Bentley	Washington	5	50.0%	.230	.191	64
225		Edward Sanfrey	Ohio	6	60.0%	.086	.081	64
226		Ross Ferguson	South Carolina	6	60.0%	.072	.106	64
227		Ewan Munro	Australia & Oceania	5	50.0%	.243	.153	63
228		Lauren Cusitello	California	5	50.0%	.230	.206	63
229		Nick Matchen	Illinois	5	50.0%	.225	.176	63
230		Quinn McGarry	Missouri	5	50.0%	.225	.164	62
231		Wesley Erpelding	Minnesota	5	50.0%	.224	.216	62
232		Jonathan Hugendubler	Maryland	6	60.0%	.038	.057	62
233		Trevor Greissinger	Wisconsin	5	50.0%	.191	.311	61
234		Rikiya Cheaves	Florida	5	50.0%	.183	.189	61
235		Haley Gambrell	South Carolina	6	60.0%	.024	.030	61
236		Ryan Rosenberg	California	5	50.0%	.189	.193	60
237		Christopher Parsons	Washington	5	50.0%	.181	.171	60
238		George Atendido	Minnesota	5	50.0%	.174	.265	60
239		Will Howells	United Kingdom	5	50.0%	.176	.143	59
240		Saahir Narang	Texas	4	40.0%	.365	.283	57
241		Matt Smania	Michigan	5	50.0%	.144	.114	57
242		Zoe Madonna	Massachusetts	4	40.0%	.349	.278	56
243		Brock Stephenson	Canada	4	40.0%	.327	.172	56
244		James E. Lasker	Texas	5	50.0%	.114	.110	56
245		John Brock	Massachusetts	5	50.0%	.106	.146	56
246		Alexander Bandukwala	Illinois	5	50.0%	.103	.146	56
247		Kevin Lei	Canada	5	50.0%	.102	.130	55
248		Douglas Wilham	Kentucky	5	50.0%	.090	.160	55
249		Mitchell Rimerman	District of Columbia	5	50.0%	.081	.119	53
250		Andrew Fanko	United Kingdom	5	50.0%	.078	.059	53
251		Darren Petrosino	New Jersey	5	50.0%	.061	.090	53
252		Theodore Young	Kansas	5	50.0%	.055	.076	52
253		Natalie Schermer	Washington	5	50.0%	.038	.045	51
254		Spencer Brown	Virginia	4	40.0%	.235	.158	50
255		Madeline Painter	Illinois	4	40.0%	.230	.221	50
256		Gail Celio	Minnesota	4	40.0%	.215	.156	50
257		Allyson Propst	Missouri	5	50.0%	.024	.022	50
258		Abel Gilsing	Europe	5	50.0%	.014	.021	50
259		John Stewart	Virginia	5	50.0%	.000	.000	50
260		Hidehiro Anto	California	4	40.0%	.190	.120	48
261		Raul Passement	Texas	4	40.0%	.186	.199	47
262		Dan Ni	New York	4	40.0%	.156	.132	47
263		Caleb Bales	Virginia	4	40.0%	.138	.130	47
264		Kasper Statz	Florida	4	40.0%	.170	.146	46
265		Losha Ndemeno-Tegomoh	Minnesota	4	40.0%	.161	.165	46
266		Zane Placie	Georgia	4	40.0%	.156	.127	46
267		Zoe Kaperonis	New York	4	40.0%	.118	.132	45
268		Thomas Credeur	Louisiana	4	40.0%	.118	.258	45
269		Chris McDonald	Florida	4	40.0%	.090	.082	44
270		Matthew Given	Louisiana	3	30.0%	.368	.270	43
271		Violet Hundt	Wisconsin	3	30.0%	.350	.246	43
272		Sarah Benner	Ohio	4	40.0%	.111	.098	43
273		Jessica Fleischer	Illinois	4	40.0%	.104	.118	43
274		Aaron Lichtig	Maryland	3	30.0%	.329	.230	42
275		David Snoddon	Canada	3	30.0%	.321	.211	42
276		Shauna McNally	Canada	4	40.0%	.053	.086	42
277		Susan Corbus	Illinois	3	30.0%	.307	.237	41
278		Mary Foley	Arizona	4	40.0%	.057	.057	41
279		Michael Shang	Maryland	4	40.0%	.013	.012	40
280		Amory Kaufman	Minnesota	3	30.0%	.237	.232	38
281		Nathan Hamer	United Kingdom	3	30.0%	.208	.203	36
282		Ipsita Bhattacharya	Georgia	3	30.0%	.124	.240	34
283		Brynn Jones	Alabama	3	30.0%	.123	.240	34
284		Louis Johnson	Alabama	2	20.0%	.462	.237	31
285		Kenneth Martin	Illinois	2	20.0%	.385	.374	29
286		Seth Moland-Kovash	Illinois	2	20.0%	.293	.263	27
287		Dmitriy Zakharov	District of Columbia	2	20.0%	.133	.234	23
288		Jessica Chellino	Florida	2	20.0%	.052	.068	20
289		Guan Tong Tay	Asia	2	20.0%	.029	.341	20
290		Emily Fletcher	Texas	1	10.0%	.768	.340	19
291		Jordan Sackmaster	Wisconsin	1	10.0%	.425	.134	15
292		Grace Jenks	Michigan	1	10.0%	.084	.027	11
293		Danielle Long	Illinois	0	0.0%	-1.000	.220	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.