2023 Popular Culture Week 31

Standings

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#	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	Jared 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.

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