library(tidyverse)
library(ggplot2)
knitr::opts_chunk$set(echo = TRUE, warning=FALSE, message=FALSE)Challenge 6
true
true
true
Visualizing Time and Relationships
Read in data
#Load data
abc_poll_2021 <- read.csv("~/Desktop/601_Spring_2023/posts/_data/abc_poll_2021.csv")
head(abc_poll_2021) id xspanish complete_status ppage
1 7230001 English qualified 68
2 7230002 English qualified 85
3 7230003 English qualified 69
4 7230004 English qualified 74
5 7230005 English qualified 77
6 7230006 English qualified 70
ppeduc5
1 High school graduate (high school diploma or the equivalent GED)
2 Bachelor\x92s degree
3 High school graduate (high school diploma or the equivalent GED)
4 Bachelor\x92s degree
5 High school graduate (high school diploma or the equivalent GED)
6 Bachelor\x92s degree
ppeducat ppgender ppethm pphhsize
1 High school Female White, Non-Hispanic 2
2 Bachelors degree or higher Male White, Non-Hispanic 2
3 High school Male White, Non-Hispanic 2
4 Bachelors degree or higher Female White, Non-Hispanic 1
5 High school Male White, Non-Hispanic 3
6 Bachelors degree or higher Male White, Non-Hispanic 2
ppinc7 ppmarit5 ppmsacat ppreg4
1 $25,000 to $49,999 Now Married Metro area South
2 $150,000 or more Now Married Metro area South
3 $100,000 to $149,999 Now Married Metro area South
4 $25,000 to $49,999 Divorced Metro area NorthEast
5 $10,000 to $24,999 Now Married Metro area MidWest
6 $75,000 to $99,999 Now Married Metro area MidWest
pprent ppstaten
1 Owned or being bought by you or someone in your household Florida
2 Owned or being bought by you or someone in your household Kentucky
3 Owned or being bought by you or someone in your household Florida
4 Owned or being bought by you or someone in your household Pennsylvania
5 Owned or being bought by you or someone in your household Michigan
6 Owned or being bought by you or someone in your household Missouri
PPWORKA ppemploy Q1_a Q1_b
1 Retired Not working Approve Approve
2 Retired Not working Approve Approve
3 Retired Not working Disapprove Disapprove
4 Retired Not working Approve Approve
5 Retired Not working Approve Approve
6 Employed part-time (by someone else) Working part-time Approve Approve
Q1_c Q1_d Q1_e Q1_f Q2 Q3 Q4
1 Disapprove Approve Approve Disapprove Not so concerned Yes Good
2 Approve Approve Approve Approve Somewhat concerned Yes Good
3 Disapprove Disapprove Disapprove Approve Very concerned Yes Poor
4 Approve Approve Approve Approve Somewhat concerned Yes Excellent
5 Approve Approve Approve Approve Somewhat concerned Yes Excellent
6 Approve Approve Disapprove Approve Not so concerned Yes Excellent
Q5 QPID ABCAGE Contact
1 Optimistic A Democrat 65+ No, I am not willing to be interviewed
2 Optimistic An Independent 65+ No, I am not willing to be interviewed
3 Pessimistic Something else 65+ No, I am not willing to be interviewed
4 Pessimistic An Independent 65+ Yes, I am willing to be interviewed
5 Optimistic A Democrat 65+ No, I am not willing to be interviewed
6 Optimistic A Democrat 65+ No, I am not willing to be interviewed
weights_pid
1 0.6382
2 0.5493
3 0.8488
4 0.8126
5 0.4994
6 0.4043Pivot Longer function
str(abc_poll_2021)'data.frame': 527 obs. of 31 variables:
$ id : int 7230001 7230002 7230003 7230004 7230005 7230006 7230007 7230008 7230009 7230010 ...
$ xspanish : chr "English" "English" "English" "English" ...
$ complete_status: chr "qualified" "qualified" "qualified" "qualified" ...
$ ppage : int 68 85 69 74 77 70 26 76 78 47 ...
$ ppeduc5 : chr "High school graduate (high school diploma or the equivalent GED)" "Bachelor\x92s degree" "High school graduate (high school diploma or the equivalent GED)" "Bachelor\x92s degree" ...
$ ppeducat : chr "High school" "Bachelors degree or higher" "High school" "Bachelors degree or higher" ...
$ ppgender : chr "Female" "Male" "Male" "Female" ...
$ ppethm : chr "White, Non-Hispanic" "White, Non-Hispanic" "White, Non-Hispanic" "White, Non-Hispanic" ...
$ pphhsize : chr "2" "2" "2" "1" ...
$ ppinc7 : chr "$25,000 to $49,999" "$150,000 or more" "$100,000 to $149,999" "$25,000 to $49,999" ...
$ ppmarit5 : chr "Now Married" "Now Married" "Now Married" "Divorced" ...
$ ppmsacat : chr "Metro area" "Metro area" "Metro area" "Metro area" ...
$ ppreg4 : chr "South" "South" "South" "NorthEast" ...
$ pprent : chr "Owned or being bought by you or someone in your household" "Owned or being bought by you or someone in your household" "Owned or being bought by you or someone in your household" "Owned or being bought by you or someone in your household" ...
$ ppstaten : chr "Florida" "Kentucky" "Florida" "Pennsylvania" ...
$ PPWORKA : chr "Retired" "Retired" "Retired" "Retired" ...
$ ppemploy : chr "Not working" "Not working" "Not working" "Not working" ...
$ Q1_a : chr "Approve" "Approve" "Disapprove" "Approve" ...
$ Q1_b : chr "Approve" "Approve" "Disapprove" "Approve" ...
$ Q1_c : chr "Disapprove" "Approve" "Disapprove" "Approve" ...
$ Q1_d : chr "Approve" "Approve" "Disapprove" "Approve" ...
$ Q1_e : chr "Approve" "Approve" "Disapprove" "Approve" ...
$ Q1_f : chr "Disapprove" "Approve" "Approve" "Approve" ...
$ Q2 : chr "Not so concerned" "Somewhat concerned" "Very concerned" "Somewhat concerned" ...
$ Q3 : chr "Yes" "Yes" "Yes" "Yes" ...
$ Q4 : chr "Good" "Good" "Poor" "Excellent" ...
$ Q5 : chr "Optimistic" "Optimistic" "Pessimistic" "Pessimistic" ...
$ QPID : chr "A Democrat" "An Independent" "Something else" "An Independent" ...
$ ABCAGE : chr "65+" "65+" "65+" "65+" ...
$ Contact : chr "No, I am not willing to be interviewed" "No, I am not willing to be interviewed" "No, I am not willing to be interviewed" "Yes, I am willing to be interviewed" ...
$ weights_pid : num 0.638 0.549 0.849 0.813 0.499 ... pivot_longer(abc_poll_2021, cols = ppstaten, names_to = "variable", values_to = "ppstaten")# A tibble: 527 × 32
id xspanish comple…¹ ppage ppeduc5 ppedu…² ppgen…³ ppethm pphhs…⁴ ppinc7
<int> <chr> <chr> <int> <chr> <chr> <chr> <chr> <chr> <chr>
1 7230001 English qualifi… 68 "High … High s… Female White… 2 $25,0…
2 7230002 English qualifi… 85 "Bache… Bachel… Male White… 2 $150,…
3 7230003 English qualifi… 69 "High … High s… Male White… 2 $100,…
4 7230004 English qualifi… 74 "Bache… Bachel… Female White… 1 $25,0…
5 7230005 English qualifi… 77 "High … High s… Male White… 3 $10,0…
6 7230006 English qualifi… 70 "Bache… Bachel… Male White… 2 $75,0…
7 7230007 English qualifi… 26 "Maste… Bachel… Male Other… 3 $150,…
8 7230008 English qualifi… 76 "Bache… Bachel… Male Black… 2 $50,0…
9 7230009 English qualifi… 78 "Bache… Bachel… Female White… 2 $150,…
10 7230010 English qualifi… 47 "Maste… Bachel… Male Other… 4 $150,…
# … with 517 more rows, 22 more variables: ppmarit5 <chr>, ppmsacat <chr>,
# ppreg4 <chr>, pprent <chr>, PPWORKA <chr>, ppemploy <chr>, Q1_a <chr>,
# Q1_b <chr>, Q1_c <chr>, Q1_d <chr>, Q1_e <chr>, Q1_f <chr>, Q2 <chr>,
# Q3 <chr>, Q4 <chr>, Q5 <chr>, QPID <chr>, ABCAGE <chr>, Contact <chr>,
# weights_pid <dbl>, variable <chr>, ppstaten <chr>, and abbreviated variable
# names ¹complete_status, ²ppeducat, ³ppgender, ⁴pphhsizePivot wider function from ppeducat from abcage.
pivot_wider(abc_poll_2021, names_from = 'ppeducat', values_from = "ABCAGE" )# A tibble: 527 × 33
id xspanish comple…¹ ppage ppeduc5 ppgen…² ppethm pphhs…³ ppinc7 ppmar…⁴
<int> <chr> <chr> <int> <chr> <chr> <chr> <chr> <chr> <chr>
1 7230001 English qualifi… 68 "High … Female White… 2 $25,0… Now Ma…
2 7230002 English qualifi… 85 "Bache… Male White… 2 $150,… Now Ma…
3 7230003 English qualifi… 69 "High … Male White… 2 $100,… Now Ma…
4 7230004 English qualifi… 74 "Bache… Female White… 1 $25,0… Divorc…
5 7230005 English qualifi… 77 "High … Male White… 3 $10,0… Now Ma…
6 7230006 English qualifi… 70 "Bache… Male White… 2 $75,0… Now Ma…
7 7230007 English qualifi… 26 "Maste… Male Other… 3 $150,… Never …
8 7230008 English qualifi… 76 "Bache… Male Black… 2 $50,0… Now Ma…
9 7230009 English qualifi… 78 "Bache… Female White… 2 $150,… Now Ma…
10 7230010 English qualifi… 47 "Maste… Male Other… 4 $150,… Now Ma…
# … with 517 more rows, 23 more variables: ppmsacat <chr>, ppreg4 <chr>,
# pprent <chr>, ppstaten <chr>, PPWORKA <chr>, ppemploy <chr>, Q1_a <chr>,
# Q1_b <chr>, Q1_c <chr>, Q1_d <chr>, Q1_e <chr>, Q1_f <chr>, Q2 <chr>,
# Q3 <chr>, Q4 <chr>, Q5 <chr>, QPID <chr>, Contact <chr>, weights_pid <dbl>,
# `High school` <chr>, `Bachelors degree or higher` <chr>,
# `Some college` <chr>, `Less than high school` <chr>, and abbreviated
# variable names ¹complete_status, ²ppgender, ³pphhsize, ⁴ppmarit5We mutate(row=row_number()) to give each row unique identification.
abc_poll_2021 %>%
mutate(row=row_number()) %>%
pivot_wider(names_from = ppreg4, values_from = ABCAGE)# A tibble: 527 × 34
id xspanish comple…¹ ppage ppeduc5 ppedu…² ppgen…³ ppethm pphhs…⁴ ppinc7
<int> <chr> <chr> <int> <chr> <chr> <chr> <chr> <chr> <chr>
1 7230001 English qualifi… 68 "High … High s… Female White… 2 $25,0…
2 7230002 English qualifi… 85 "Bache… Bachel… Male White… 2 $150,…
3 7230003 English qualifi… 69 "High … High s… Male White… 2 $100,…
4 7230004 English qualifi… 74 "Bache… Bachel… Female White… 1 $25,0…
5 7230005 English qualifi… 77 "High … High s… Male White… 3 $10,0…
6 7230006 English qualifi… 70 "Bache… Bachel… Male White… 2 $75,0…
7 7230007 English qualifi… 26 "Maste… Bachel… Male Other… 3 $150,…
8 7230008 English qualifi… 76 "Bache… Bachel… Male Black… 2 $50,0…
9 7230009 English qualifi… 78 "Bache… Bachel… Female White… 2 $150,…
10 7230010 English qualifi… 47 "Maste… Bachel… Male Other… 4 $150,…
# … with 517 more rows, 24 more variables: ppmarit5 <chr>, ppmsacat <chr>,
# pprent <chr>, ppstaten <chr>, PPWORKA <chr>, ppemploy <chr>, Q1_a <chr>,
# Q1_b <chr>, Q1_c <chr>, Q1_d <chr>, Q1_e <chr>, Q1_f <chr>, Q2 <chr>,
# Q3 <chr>, Q4 <chr>, Q5 <chr>, QPID <chr>, Contact <chr>, weights_pid <dbl>,
# row <int>, South <chr>, NorthEast <chr>, MidWest <chr>, West <chr>, and
# abbreviated variable names ¹complete_status, ²ppeducat, ³ppgender,
# ⁴pphhsize select(abc_poll_2021, 'ppage', 'id') %>%
summarize_all(mean, na.rm = TRUE) ppage id
1 53.3871 7230264Filter rows by age greater than 30
filter(abc_poll_2021, ABCAGE > 30 ) id xspanish complete_status ppage
1 7230001 English qualified 68
2 7230002 English qualified 85
3 7230003 English qualified 69
4 7230004 English qualified 74
5 7230005 English qualified 77
6 7230006 English qualified 70
7 7230008 English qualified 76
8 7230009 English qualified 78
9 7230010 English qualified 47
10 7230011 English qualified 58
11 7230012 English qualified 50
12 7230013 English qualified 84
13 7230014 English qualified 61
14 7230015 English qualified 77
15 7230016 English qualified 55
16 7230017 English qualified 64
17 7230018 English qualified 48
18 7230019 English qualified 78
19 7230020 English qualified 72
20 7230021 English qualified 55
21 7230022 English qualified 44
22 7230023 English qualified 61
23 7230024 English qualified 73
24 7230025 English qualified 66
25 7230026 English qualified 42
26 7230027 English qualified 47
27 7230028 English qualified 65
28 7230029 English qualified 74
29 7230030 English qualified 84
30 7230031 English qualified 59
31 7230032 English qualified 66
32 7230033 English qualified 76
33 7230034 English qualified 44
34 7230035 English qualified 32
35 7230036 English qualified 55
36 7230037 English qualified 53
37 7230038 English qualified 44
38 7230039 English qualified 37
39 7230040 English qualified 67
40 7230041 English qualified 31
41 7230042 English qualified 58
42 7230043 English qualified 60
43 7230044 English qualified 69
44 7230045 English qualified 52
45 7230046 English qualified 52
46 7230047 English qualified 72
47 7230048 English qualified 80
48 7230049 English qualified 69
49 7230050 English qualified 76
50 7230051 English qualified 75
51 7230052 English qualified 74
52 7230053 English qualified 64
53 7230054 English qualified 74
54 7230055 English qualified 74
55 7230057 English qualified 56
56 7230058 English qualified 64
57 7230059 English qualified 70
58 7230060 English qualified 62
59 7230061 English qualified 43
60 7230062 English qualified 67
61 7230063 English qualified 65
62 7230064 English qualified 71
63 7230065 English qualified 74
64 7230066 English qualified 69
65 7230067 English qualified 63
66 7230068 English qualified 81
67 7230069 English qualified 82
68 7230070 English qualified 69
69 7230071 English qualified 73
70 7230072 English qualified 74
71 7230073 English qualified 56
72 7230074 English qualified 68
73 7230075 English qualified 59
74 7230076 English qualified 84
75 7230077 English qualified 83
76 7230078 English qualified 68
77 7230079 English qualified 58
78 7230081 English qualified 57
79 7230082 English qualified 52
80 7230083 English qualified 80
81 7230084 English qualified 50
82 7230085 English qualified 58
83 7230086 English qualified 74
84 7230087 English qualified 56
85 7230088 English qualified 70
86 7230089 English qualified 44
87 7230090 English qualified 50
88 7230091 English qualified 63
89 7230092 English qualified 78
90 7230093 English qualified 55
91 7230094 English qualified 66
92 7230095 English qualified 70
93 7230096 English qualified 65
94 7230097 English qualified 76
95 7230098 English qualified 42
96 7230099 English qualified 58
97 7230100 English qualified 66
98 7230101 English qualified 54
99 7230102 English qualified 43
100 7230103 English qualified 61
101 7230104 English qualified 82
102 7230105 English qualified 70
103 7230106 English qualified 88
104 7230107 English qualified 68
105 7230108 English qualified 40
106 7230109 English qualified 53
107 7230110 English qualified 61
108 7230111 English qualified 51
109 7230112 English qualified 58
110 7230113 English qualified 73
111 7230114 English qualified 60
112 7230115 English qualified 70
113 7230116 English qualified 72
114 7230117 English qualified 78
115 7230118 English qualified 40
116 7230119 English qualified 37
117 7230120 English qualified 43
118 7230121 English qualified 31
119 7230122 Spanish qualified 37
120 7230123 English qualified 76
121 7230124 English qualified 58
122 7230125 English qualified 45
123 7230126 English qualified 51
124 7230127 English qualified 49
125 7230128 English qualified 80
126 7230129 English qualified 74
127 7230131 English qualified 76
128 7230132 English qualified 55
129 7230133 English qualified 57
130 7230134 English qualified 51
131 7230135 English qualified 91
132 7230136 English qualified 67
133 7230138 English qualified 62
134 7230139 English qualified 31
135 7230140 English qualified 59
136 7230141 English qualified 31
137 7230142 English qualified 44
138 7230143 English qualified 56
139 7230144 English qualified 52
140 7230145 English qualified 37
141 7230146 English qualified 66
142 7230147 English qualified 62
143 7230148 English qualified 74
144 7230149 English qualified 52
145 7230151 English qualified 36
146 7230152 English qualified 71
147 7230153 English qualified 70
148 7230154 English qualified 35
149 7230155 English qualified 53
150 7230156 English qualified 34
151 7230157 English qualified 32
152 7230158 English qualified 65
153 7230159 English qualified 40
154 7230160 English qualified 32
155 7230161 English qualified 36
156 7230162 English qualified 58
157 7230164 English qualified 33
158 7230165 English qualified 57
159 7230166 English qualified 70
160 7230167 English qualified 48
161 7230168 English qualified 84
162 7230169 English qualified 54
163 7230170 English qualified 41
164 7230171 English qualified 46
165 7230172 English qualified 68
166 7230173 English qualified 59
167 7230174 English qualified 58
168 7230175 English qualified 54
169 7230176 English qualified 60
170 7230177 English qualified 59
171 7230178 English qualified 39
172 7230179 English qualified 66
173 7230180 English qualified 36
174 7230182 English qualified 82
175 7230183 English qualified 60
176 7230184 English qualified 42
177 7230185 English qualified 40
178 7230186 English qualified 76
179 7230187 English qualified 60
180 7230188 English qualified 67
181 7230189 English qualified 65
182 7230190 English qualified 63
183 7230191 English qualified 52
184 7230192 English qualified 55
185 7230193 English qualified 61
186 7230194 English qualified 79
187 7230195 English qualified 46
188 7230196 English qualified 54
189 7230197 English qualified 55
190 7230198 English qualified 72
191 7230199 English qualified 77
192 7230200 English qualified 32
193 7230201 English qualified 75
194 7230202 English qualified 63
195 7230203 English qualified 33
196 7230204 English qualified 81
197 7230205 English qualified 56
198 7230206 English qualified 41
199 7230207 English qualified 30
200 7230209 English qualified 65
201 7230210 English qualified 40
202 7230211 English qualified 59
203 7230212 English qualified 54
204 7230213 English qualified 50
205 7230214 English qualified 45
206 7230215 English qualified 65
207 7230217 English qualified 63
208 7230218 English qualified 88
209 7230219 English qualified 35
210 7230220 English qualified 72
211 7230221 English qualified 43
212 7230222 English qualified 46
213 7230223 English qualified 45
214 7230225 English qualified 84
215 7230226 English qualified 81
216 7230227 English qualified 46
217 7230229 English qualified 50
218 7230230 English qualified 68
219 7230231 English qualified 73
220 7230232 English qualified 74
221 7230233 English qualified 54
222 7230234 English qualified 87
223 7230235 Spanish qualified 50
224 7230237 English qualified 67
225 7230238 English qualified 65
226 7230239 English qualified 54
227 7230240 English qualified 40
228 7230241 English qualified 44
229 7230242 English qualified 58
230 7230243 English qualified 39
231 7230245 English qualified 40
232 7230246 English qualified 68
233 7230247 English qualified 54
234 7230248 English qualified 61
235 7230249 English qualified 62
236 7230250 English qualified 73
237 7230251 English qualified 68
238 7230252 English qualified 56
239 7230253 English qualified 74
240 7230254 English qualified 31
241 7230255 English qualified 42
242 7230256 English qualified 76
243 7230257 English qualified 85
244 7230258 English qualified 67
245 7230259 English qualified 81
246 7230260 English qualified 58
247 7230261 English qualified 40
248 7230262 English qualified 46
249 7230263 English qualified 41
250 7230264 English qualified 61
251 7230265 English qualified 40
252 7230266 English qualified 33
253 7230267 English qualified 66
254 7230268 English qualified 41
255 7230269 Spanish qualified 40
256 7230270 English qualified 60
257 7230271 English qualified 58
258 7230273 Spanish qualified 46
259 7230274 English qualified 74
260 7230275 English qualified 51
261 7230276 English qualified 74
262 7230277 English qualified 52
263 7230278 English qualified 52
264 7230279 English qualified 67
265 7230280 English qualified 41
266 7230281 English qualified 76
267 7230282 English qualified 48
268 7230283 English qualified 59
269 7230284 English qualified 41
270 7230285 English qualified 42
271 7230286 English qualified 64
272 7230287 English qualified 51
273 7230289 Spanish qualified 55
274 7230291 English qualified 75
275 7230292 English qualified 72
276 7230293 English qualified 60
277 7230294 English qualified 70
278 7230295 English qualified 50
279 7230297 English qualified 70
280 7230299 English qualified 48
281 7230300 English qualified 51
282 7230301 English qualified 40
283 7230302 English qualified 66
284 7230303 English qualified 67
285 7230304 English qualified 47
286 7230305 English qualified 67
287 7230306 English qualified 58
288 7230308 English qualified 71
289 7230309 English qualified 60
290 7230310 English qualified 56
291 7230312 English qualified 47
292 7230313 English qualified 50
293 7230314 English qualified 70
294 7230315 English qualified 42
295 7230316 English qualified 71
296 7230317 English qualified 49
297 7230318 English qualified 43
298 7230319 English qualified 41
299 7230320 English qualified 57
300 7230321 English qualified 61
301 7230322 English qualified 70
302 7230323 English qualified 70
303 7230324 English qualified 67
304 7230326 English qualified 89
305 7230327 English qualified 34
306 7230328 English qualified 32
307 7230330 English qualified 73
308 7230331 English qualified 32
309 7230332 English qualified 63
310 7230333 English qualified 70
311 7230334 English qualified 40
312 7230335 English qualified 53
313 7230337 English qualified 38
314 7230338 Spanish qualified 53
315 7230339 English qualified 59
316 7230340 English qualified 59
317 7230341 English qualified 55
318 7230342 English qualified 71
319 7230343 English qualified 47
320 7230344 English qualified 49
321 7230345 English qualified 83
322 7230348 English qualified 47
323 7230350 English qualified 64
324 7230351 English qualified 56
325 7230352 English qualified 74
326 7230353 English qualified 54
327 7230354 English qualified 31
328 7230355 Spanish qualified 52
329 7230356 English qualified 81
330 7230359 English qualified 63
331 7230360 English qualified 33
332 7230362 English qualified 31
333 7230363 English qualified 70
334 7230364 English qualified 53
335 7230365 English qualified 69
336 7230366 English qualified 30
337 7230367 English qualified 43
338 7230368 English qualified 55
339 7230369 English qualified 36
340 7230370 English qualified 46
341 7230371 English qualified 34
342 7230380 English qualified 59
343 7230383 English qualified 88
344 7230385 English qualified 43
345 7230386 English qualified 74
346 7230387 English qualified 38
347 7230388 English qualified 53
348 7230390 English qualified 30
349 7230392 English qualified 61
350 7230393 English qualified 59
351 7230394 English qualified 59
352 7230396 English qualified 50
353 7230397 English qualified 57
354 7230398 English qualified 34
355 7230400 Spanish qualified 32
356 7230403 English qualified 69
357 7230404 English qualified 69
358 7230405 English qualified 71
359 7230406 English qualified 37
360 7230407 English qualified 62
361 7230408 English qualified 30
362 7230410 English qualified 36
363 7230411 English qualified 39
364 7230412 English qualified 44
365 7230413 English qualified 66
366 7230414 English qualified 56
367 7230415 English qualified 53
368 7230416 English qualified 60
369 7230417 English qualified 34
370 7230418 English qualified 42
371 7230419 English qualified 47
372 7230420 English qualified 66
373 7230421 English qualified 34
374 7230422 English qualified 64
375 7230423 English qualified 44
376 7230424 English qualified 58
377 7230425 English qualified 46
378 7230426 English qualified 33
379 7230427 English qualified 74
380 7230428 English qualified 35
381 7230429 English qualified 39
382 7230430 English qualified 75
383 7230432 English qualified 31
384 7230433 English qualified 39
385 7230434 English qualified 57
386 7230435 English qualified 43
387 7230436 English qualified 39
388 7230438 English qualified 65
389 7230439 English qualified 59
390 7230440 English qualified 30
391 7230441 English qualified 57
392 7230442 English qualified 82
393 7230444 English qualified 32
394 7230445 English qualified 60
395 7230446 English qualified 55
396 7230447 English qualified 65
397 7230448 English qualified 74
398 7230449 Spanish qualified 37
399 7230450 English qualified 46
400 7230451 English qualified 59
401 7230452 English qualified 41
402 7230453 English qualified 47
403 7230454 English qualified 56
404 7230455 English qualified 46
405 7230456 English qualified 73
406 7230457 English qualified 58
407 7230458 English qualified 32
408 7230459 English qualified 69
409 7230461 English qualified 57
410 7230462 English qualified 40
411 7230463 English qualified 61
412 7230464 English qualified 66
413 7230465 English qualified 73
414 7230467 English qualified 47
415 7230469 English qualified 66
416 7230470 English qualified 83
417 7230471 English qualified 60
418 7230472 English qualified 66
419 7230473 English qualified 62
420 7230474 English qualified 52
421 7230475 English qualified 42
422 7230476 English qualified 56
423 7230478 English qualified 67
424 7230479 English qualified 64
425 7230480 English qualified 57
426 7230481 English qualified 44
427 7230482 Spanish qualified 55
428 7230483 English qualified 53
429 7230484 English qualified 36
430 7230485 English qualified 70
431 7230486 Spanish qualified 45
432 7230487 English qualified 54
433 7230488 English qualified 79
434 7230489 English qualified 34
435 7230490 English qualified 44
436 7230491 Spanish qualified 39
437 7230492 English qualified 54
438 7230493 English qualified 44
439 7230494 English qualified 30
440 7230495 English qualified 63
441 7230496 English qualified 65
442 7230497 English qualified 59
443 7230498 English qualified 49
444 7230499 English qualified 68
445 7230500 English qualified 41
446 7230502 English qualified 49
447 7230503 English qualified 39
448 7230505 English qualified 36
449 7230506 English qualified 49
450 7230507 English qualified 68
451 7230508 English qualified 41
452 7230509 English qualified 44
453 7230510 English qualified 73
454 7230511 English qualified 56
455 7230512 English qualified 55
456 7230513 English qualified 68
457 7230514 English qualified 30
458 7230515 English qualified 59
459 7230516 English qualified 62
460 7230517 English qualified 68
461 7230518 Spanish qualified 53
462 7230519 English qualified 70
463 7230520 English qualified 42
464 7230522 English qualified 32
465 7230524 English qualified 58
466 7230525 English qualified 64
467 7230527 English qualified 56
ppeduc5
1 High school graduate (high school diploma or the equivalent GED)
2 Bachelor\x92s degree
3 High school graduate (high school diploma or the equivalent GED)
4 Bachelor\x92s degree
5 High school graduate (high school diploma or the equivalent GED)
6 Bachelor\x92s degree
7 Bachelor\x92s degree
8 Bachelor\x92s degree
9 Master\x92s degree or above
10 High school graduate (high school diploma or the equivalent GED)
11 Master\x92s degree or above
12 Master\x92s degree or above
13 High school graduate (high school diploma or the equivalent GED)
14 High school graduate (high school diploma or the equivalent GED)
15 High school graduate (high school diploma or the equivalent GED)
16 Some college or Associate degree
17 Some college or Associate degree
18 High school graduate (high school diploma or the equivalent GED)
19 High school graduate (high school diploma or the equivalent GED)
20 Master\x92s degree or above
21 Master\x92s degree or above
22 Some college or Associate degree
23 Some college or Associate degree
24 High school graduate (high school diploma or the equivalent GED)
25 Bachelor\x92s degree
26 Master\x92s degree or above
27 Master\x92s degree or above
28 Master\x92s degree or above
29 High school graduate (high school diploma or the equivalent GED)
30 Bachelor\x92s degree
31 Bachelor\x92s degree
32 Some college or Associate degree
33 Master\x92s degree or above
34 Bachelor\x92s degree
35 Bachelor\x92s degree
36 High school graduate (high school diploma or the equivalent GED)
37 Bachelor\x92s degree
38 Some college or Associate degree
39 High school graduate (high school diploma or the equivalent GED)
40 Some college or Associate degree
41 Master\x92s degree or above
42 Some college or Associate degree
43 Bachelor\x92s degree
44 Some college or Associate degree
45 Bachelor\x92s degree
46 Master\x92s degree or above
47 Master\x92s degree or above
48 Some college or Associate degree
49 High school graduate (high school diploma or the equivalent GED)
50 Bachelor\x92s degree
51 High school graduate (high school diploma or the equivalent GED)
52 Some college or Associate degree
53 Bachelor\x92s degree
54 High school graduate (high school diploma or the equivalent GED)
55 Master\x92s degree or above
56 High school graduate (high school diploma or the equivalent GED)
57 High school graduate (high school diploma or the equivalent GED)
58 Master\x92s degree or above
59 Some college or Associate degree
60 Some college or Associate degree
61 Some college or Associate degree
62 High school graduate (high school diploma or the equivalent GED)
63 Some college or Associate degree
64 Some college or Associate degree
65 Master\x92s degree or above
66 Some college or Associate degree
67 High school graduate (high school diploma or the equivalent GED)
68 Some college or Associate degree
69 Some college or Associate degree
70 High school graduate (high school diploma or the equivalent GED)
71 Bachelor\x92s degree
72 High school graduate (high school diploma or the equivalent GED)
73 High school graduate (high school diploma or the equivalent GED)
74 High school graduate (high school diploma or the equivalent GED)
75 High school graduate (high school diploma or the equivalent GED)
76 Some college or Associate degree
77 Some college or Associate degree
78 Some college or Associate degree
79 Some college or Associate degree
80 High school graduate (high school diploma or the equivalent GED)
81 Master\x92s degree or above
82 High school graduate (high school diploma or the equivalent GED)
83 No high school diploma or GED
84 Bachelor\x92s degree
85 Master\x92s degree or above
86 Bachelor\x92s degree
87 Bachelor\x92s degree
88 Master\x92s degree or above
89 Some college or Associate degree
90 Master\x92s degree or above
91 High school graduate (high school diploma or the equivalent GED)
92 Some college or Associate degree
93 Bachelor\x92s degree
94 Bachelor\x92s degree
95 Master\x92s degree or above
96 Some college or Associate degree
97 No high school diploma or GED
98 High school graduate (high school diploma or the equivalent GED)
99 No high school diploma or GED
100 Some college or Associate degree
101 Some college or Associate degree
102 Some college or Associate degree
103 High school graduate (high school diploma or the equivalent GED)
104 Bachelor\x92s degree
105 Master\x92s degree or above
106 High school graduate (high school diploma or the equivalent GED)
107 Master\x92s degree or above
108 High school graduate (high school diploma or the equivalent GED)
109 High school graduate (high school diploma or the equivalent GED)
110 Some college or Associate degree
111 High school graduate (high school diploma or the equivalent GED)
112 Bachelor\x92s degree
113 Master\x92s degree or above
114 Bachelor\x92s degree
115 Some college or Associate degree
116 Master\x92s degree or above
117 Bachelor\x92s degree
118 Some college or Associate degree
119 No high school diploma or GED
120 High school graduate (high school diploma or the equivalent GED)
121 Bachelor\x92s degree
122 Some college or Associate degree
123 High school graduate (high school diploma or the equivalent GED)
124 High school graduate (high school diploma or the equivalent GED)
125 Some college or Associate degree
126 High school graduate (high school diploma or the equivalent GED)
127 High school graduate (high school diploma or the equivalent GED)
128 Some college or Associate degree
129 Bachelor\x92s degree
130 High school graduate (high school diploma or the equivalent GED)
131 Bachelor\x92s degree
132 High school graduate (high school diploma or the equivalent GED)
133 Master\x92s degree or above
134 Bachelor\x92s degree
135 Master\x92s degree or above
136 Master\x92s degree or above
137 Master\x92s degree or above
138 Master\x92s degree or above
139 High school graduate (high school diploma or the equivalent GED)
140 Bachelor\x92s degree
141 Bachelor\x92s degree
142 Some college or Associate degree
143 Bachelor\x92s degree
144 Bachelor\x92s degree
145 Some college or Associate degree
146 Some college or Associate degree
147 High school graduate (high school diploma or the equivalent GED)
148 High school graduate (high school diploma or the equivalent GED)
149 Some college or Associate degree
150 High school graduate (high school diploma or the equivalent GED)
151 No high school diploma or GED
152 High school graduate (high school diploma or the equivalent GED)
153 Master\x92s degree or above
154 Bachelor\x92s degree
155 Master\x92s degree or above
156 Some college or Associate degree
157 Master\x92s degree or above
158 Some college or Associate degree
159 High school graduate (high school diploma or the equivalent GED)
160 Some college or Associate degree
161 Some college or Associate degree
162 Master\x92s degree or above
163 Master\x92s degree or above
164 Bachelor\x92s degree
165 Some college or Associate degree
166 Some college or Associate degree
167 Master\x92s degree or above
168 Some college or Associate degree
169 Master\x92s degree or above
170 Some college or Associate degree
171 High school graduate (high school diploma or the equivalent GED)
172 Some college or Associate degree
173 Bachelor\x92s degree
174 Master\x92s degree or above
175 High school graduate (high school diploma or the equivalent GED)
176 No high school diploma or GED
177 Some college or Associate degree
178 Master\x92s degree or above
179 Some college or Associate degree
180 High school graduate (high school diploma or the equivalent GED)
181 Bachelor\x92s degree
182 Master\x92s degree or above
183 High school graduate (high school diploma or the equivalent GED)
184 Some college or Associate degree
185 Bachelor\x92s degree
186 High school graduate (high school diploma or the equivalent GED)
187 Some college or Associate degree
188 Bachelor\x92s degree
189 Some college or Associate degree
190 High school graduate (high school diploma or the equivalent GED)
191 Some college or Associate degree
192 Bachelor\x92s degree
193 Some college or Associate degree
194 Master\x92s degree or above
195 Master\x92s degree or above
196 Some college or Associate degree
197 Some college or Associate degree
198 Master\x92s degree or above
199 High school graduate (high school diploma or the equivalent GED)
200 Some college or Associate degree
201 Bachelor\x92s degree
202 Master\x92s degree or above
203 No high school diploma or GED
204 High school graduate (high school diploma or the equivalent GED)
205 Some college or Associate degree
206 Master\x92s degree or above
207 Some college or Associate degree
208 Bachelor\x92s degree
209 Some college or Associate degree
210 Bachelor\x92s degree
211 High school graduate (high school diploma or the equivalent GED)
212 Master\x92s degree or above
213 High school graduate (high school diploma or the equivalent GED)
214 Bachelor\x92s degree
215 High school graduate (high school diploma or the equivalent GED)
216 High school graduate (high school diploma or the equivalent GED)
217 High school graduate (high school diploma or the equivalent GED)
218 Some college or Associate degree
219 Master\x92s degree or above
220 Some college or Associate degree
221 Master\x92s degree or above
222 High school graduate (high school diploma or the equivalent GED)
223 No high school diploma or GED
224 Some college or Associate degree
225 Master\x92s degree or above
226 Some college or Associate degree
227 High school graduate (high school diploma or the equivalent GED)
228 Bachelor\x92s degree
229 Master\x92s degree or above
230 Bachelor\x92s degree
231 Master\x92s degree or above
232 Some college or Associate degree
233 High school graduate (high school diploma or the equivalent GED)
234 High school graduate (high school diploma or the equivalent GED)
235 Bachelor\x92s degree
236 High school graduate (high school diploma or the equivalent GED)
237 Some college or Associate degree
238 Some college or Associate degree
239 Some college or Associate degree
240 Bachelor\x92s degree
241 Bachelor\x92s degree
242 Master\x92s degree or above
243 Master\x92s degree or above
244 Some college or Associate degree
245 Some college or Associate degree
246 High school graduate (high school diploma or the equivalent GED)
247 Some college or Associate degree
248 Some college or Associate degree
249 Bachelor\x92s degree
250 No high school diploma or GED
251 No high school diploma or GED
252 Bachelor\x92s degree
253 High school graduate (high school diploma or the equivalent GED)
254 Some college or Associate degree
255 High school graduate (high school diploma or the equivalent GED)
256 High school graduate (high school diploma or the equivalent GED)
257 Some college or Associate degree
258 Some college or Associate degree
259 Some college or Associate degree
260 High school graduate (high school diploma or the equivalent GED)
261 Master\x92s degree or above
262 Some college or Associate degree
263 Bachelor\x92s degree
264 Bachelor\x92s degree
265 Master\x92s degree or above
266 High school graduate (high school diploma or the equivalent GED)
267 Master\x92s degree or above
268 High school graduate (high school diploma or the equivalent GED)
269 Bachelor\x92s degree
270 Some college or Associate degree
271 High school graduate (high school diploma or the equivalent GED)
272 Some college or Associate degree
273 No high school diploma or GED
274 Bachelor\x92s degree
275 Some college or Associate degree
276 Master\x92s degree or above
277 High school graduate (high school diploma or the equivalent GED)
278 No high school diploma or GED
279 Some college or Associate degree
280 High school graduate (high school diploma or the equivalent GED)
281 Master\x92s degree or above
282 High school graduate (high school diploma or the equivalent GED)
283 Bachelor\x92s degree
284 Some college or Associate degree
285 Some college or Associate degree
286 Some college or Associate degree
287 High school graduate (high school diploma or the equivalent GED)
288 Bachelor\x92s degree
289 High school graduate (high school diploma or the equivalent GED)
290 High school graduate (high school diploma or the equivalent GED)
291 Some college or Associate degree
292 Some college or Associate degree
293 Bachelor\x92s degree
294 High school graduate (high school diploma or the equivalent GED)
295 High school graduate (high school diploma or the equivalent GED)
296 Some college or Associate degree
297 High school graduate (high school diploma or the equivalent GED)
298 Master\x92s degree or above
299 Master\x92s degree or above
300 High school graduate (high school diploma or the equivalent GED)
301 Master\x92s degree or above
302 Some college or Associate degree
303 Master\x92s degree or above
304 Some college or Associate degree
305 Some college or Associate degree
306 Bachelor\x92s degree
307 High school graduate (high school diploma or the equivalent GED)
308 Bachelor\x92s degree
309 Bachelor\x92s degree
310 Some college or Associate degree
311 Bachelor\x92s degree
312 High school graduate (high school diploma or the equivalent GED)
313 Master\x92s degree or above
314 No high school diploma or GED
315 Some college or Associate degree
316 Some college or Associate degree
317 Some college or Associate degree
318 Master\x92s degree or above
319 High school graduate (high school diploma or the equivalent GED)
320 High school graduate (high school diploma or the equivalent GED)
321 Some college or Associate degree
322 Some college or Associate degree
323 Some college or Associate degree
324 Some college or Associate degree
325 High school graduate (high school diploma or the equivalent GED)
326 Some college or Associate degree
327 Bachelor\x92s degree
328 No high school diploma or GED
329 Master\x92s degree or above
330 Some college or Associate degree
331 Bachelor\x92s degree
332 Bachelor\x92s degree
333 High school graduate (high school diploma or the equivalent GED)
334 Some college or Associate degree
335 Some college or Associate degree
336 Bachelor\x92s degree
337 Some college or Associate degree
338 Bachelor\x92s degree
339 Bachelor\x92s degree
340 Master\x92s degree or above
341 Some college or Associate degree
342 Some college or Associate degree
343 No high school diploma or GED
344 No high school diploma or GED
345 Some college or Associate degree
346 High school graduate (high school diploma or the equivalent GED)
347 Some college or Associate degree
348 Master\x92s degree or above
349 Bachelor\x92s degree
350 High school graduate (high school diploma or the equivalent GED)
351 Bachelor\x92s degree
352 Some college or Associate degree
353 Bachelor\x92s degree
354 Master\x92s degree or above
355 Master\x92s degree or above
356 Some college or Associate degree
357 High school graduate (high school diploma or the equivalent GED)
358 Bachelor\x92s degree
359 Master\x92s degree or above
360 Bachelor\x92s degree
361 Bachelor\x92s degree
362 Master\x92s degree or above
363 No high school diploma or GED
364 Some college or Associate degree
365 Master\x92s degree or above
366 Master\x92s degree or above
367 No high school diploma or GED
368 Some college or Associate degree
369 Bachelor\x92s degree
370 Some college or Associate degree
371 Bachelor\x92s degree
372 Some college or Associate degree
373 Bachelor\x92s degree
374 Bachelor\x92s degree
375 High school graduate (high school diploma or the equivalent GED)
376 Master\x92s degree or above
377 High school graduate (high school diploma or the equivalent GED)
378 Master\x92s degree or above
379 Master\x92s degree or above
380 Some college or Associate degree
381 Some college or Associate degree
382 Master\x92s degree or above
383 High school graduate (high school diploma or the equivalent GED)
384 Master\x92s degree or above
385 Bachelor\x92s degree
386 Master\x92s degree or above
387 High school graduate (high school diploma or the equivalent GED)
388 Master\x92s degree or above
389 Master\x92s degree or above
390 Bachelor\x92s degree
391 No high school diploma or GED
392 Bachelor\x92s degree
393 High school graduate (high school diploma or the equivalent GED)
394 Master\x92s degree or above
395 Some college or Associate degree
396 High school graduate (high school diploma or the equivalent GED)
397 Some college or Associate degree
398 High school graduate (high school diploma or the equivalent GED)
399 Bachelor\x92s degree
400 Some college or Associate degree
401 Master\x92s degree or above
402 Bachelor\x92s degree
403 High school graduate (high school diploma or the equivalent GED)
404 Some college or Associate degree
405 Bachelor\x92s degree
406 Some college or Associate degree
407 Bachelor\x92s degree
408 Some college or Associate degree
409 Bachelor\x92s degree
410 Some college or Associate degree
411 Some college or Associate degree
412 Bachelor\x92s degree
413 Bachelor\x92s degree
414 Master\x92s degree or above
415 Some college or Associate degree
416 Master\x92s degree or above
417 High school graduate (high school diploma or the equivalent GED)
418 No high school diploma or GED
419 Bachelor\x92s degree
420 High school graduate (high school diploma or the equivalent GED)
421 No high school diploma or GED
422 Some college or Associate degree
423 Bachelor\x92s degree
424 Bachelor\x92s degree
425 Master\x92s degree or above
426 Bachelor\x92s degree
427 No high school diploma or GED
428 Master\x92s degree or above
429 Some college or Associate degree
430 Master\x92s degree or above
431 No high school diploma or GED
432 Master\x92s degree or above
433 High school graduate (high school diploma or the equivalent GED)
434 Some college or Associate degree
435 Some college or Associate degree
436 High school graduate (high school diploma or the equivalent GED)
437 Bachelor\x92s degree
438 No high school diploma or GED
439 Some college or Associate degree
440 High school graduate (high school diploma or the equivalent GED)
441 Some college or Associate degree
442 High school graduate (high school diploma or the equivalent GED)
443 Some college or Associate degree
444 High school graduate (high school diploma or the equivalent GED)
445 Bachelor\x92s degree
446 Master\x92s degree or above
447 High school graduate (high school diploma or the equivalent GED)
448 Master\x92s degree or above
449 Master\x92s degree or above
450 High school graduate (high school diploma or the equivalent GED)
451 Some college or Associate degree
452 Some college or Associate degree
453 Master\x92s degree or above
454 Bachelor\x92s degree
455 High school graduate (high school diploma or the equivalent GED)
456 Some college or Associate degree
457 High school graduate (high school diploma or the equivalent GED)
458 Some college or Associate degree
459 Bachelor\x92s degree
460 High school graduate (high school diploma or the equivalent GED)
461 High school graduate (high school diploma or the equivalent GED)
462 High school graduate (high school diploma or the equivalent GED)
463 Some college or Associate degree
464 Master\x92s degree or above
465 No high school diploma or GED
466 High school graduate (high school diploma or the equivalent GED)
467 Bachelor\x92s degree
ppeducat ppgender ppethm pphhsize
1 High school Female White, Non-Hispanic 2
2 Bachelors degree or higher Male White, Non-Hispanic 2
3 High school Male White, Non-Hispanic 2
4 Bachelors degree or higher Female White, Non-Hispanic 1
5 High school Male White, Non-Hispanic 3
6 Bachelors degree or higher Male White, Non-Hispanic 2
7 Bachelors degree or higher Male Black, Non-Hispanic 2
8 Bachelors degree or higher Female White, Non-Hispanic 2
9 Bachelors degree or higher Male Other, Non-Hispanic 4
10 High school Male White, Non-Hispanic 2
11 Bachelors degree or higher Male White, Non-Hispanic 1
12 Bachelors degree or higher Male White, Non-Hispanic 1
13 High school Female White, Non-Hispanic 2
14 High school Female White, Non-Hispanic 2
15 High school Male White, Non-Hispanic 3
16 Some college Male White, Non-Hispanic 2
17 Some college Female White, Non-Hispanic 2
18 High school Female White, Non-Hispanic 2
19 High school Male White, Non-Hispanic 1
20 Bachelors degree or higher Female White, Non-Hispanic 2
21 Bachelors degree or higher Male White, Non-Hispanic 2
22 Some college Male White, Non-Hispanic 3
23 Some college Male White, Non-Hispanic 2
24 High school Male White, Non-Hispanic 2
25 Bachelors degree or higher Female Hispanic 1
26 Bachelors degree or higher Male Other, Non-Hispanic 1
27 Bachelors degree or higher Male White, Non-Hispanic 2
28 Bachelors degree or higher Male White, Non-Hispanic 2
29 High school Male White, Non-Hispanic 2
30 Bachelors degree or higher Female White, Non-Hispanic 3
31 Bachelors degree or higher Female White, Non-Hispanic 2
32 Some college Female White, Non-Hispanic 2
33 Bachelors degree or higher Male White, Non-Hispanic 5
34 Bachelors degree or higher Male White, Non-Hispanic 1
35 Bachelors degree or higher Male Hispanic 2
36 High school Male White, Non-Hispanic 4
37 Bachelors degree or higher Female Other, Non-Hispanic 5
38 Some college Male White, Non-Hispanic 6 or more
39 High school Male White, Non-Hispanic 2
40 Some college Female White, Non-Hispanic 4
41 Bachelors degree or higher Male White, Non-Hispanic 1
42 Some college Female Black, Non-Hispanic 2
43 Bachelors degree or higher Female White, Non-Hispanic 2
44 Some college Female White, Non-Hispanic 2
45 Bachelors degree or higher Female White, Non-Hispanic 3
46 Bachelors degree or higher Female White, Non-Hispanic 2
47 Bachelors degree or higher Male White, Non-Hispanic 2
48 Some college Male White, Non-Hispanic 2
49 High school Male White, Non-Hispanic 2
50 Bachelors degree or higher Male White, Non-Hispanic 2
51 High school Female White, Non-Hispanic 2
52 Some college Female White, Non-Hispanic 2
53 Bachelors degree or higher Male White, Non-Hispanic 2
54 High school Female White, Non-Hispanic 1
55 Bachelors degree or higher Male Other, Non-Hispanic 4
56 High school Female White, Non-Hispanic 2
57 High school Female White, Non-Hispanic 2
58 Bachelors degree or higher Male Other, Non-Hispanic 2
59 Some college Female White, Non-Hispanic 2
60 Some college Female White, Non-Hispanic 2
61 Some college Female White, Non-Hispanic 4
62 High school Female White, Non-Hispanic 1
63 Some college Female White, Non-Hispanic 1
64 Some college Female White, Non-Hispanic 2
65 Bachelors degree or higher Female White, Non-Hispanic 2
66 Some college Female White, Non-Hispanic 2
67 High school Male Other, Non-Hispanic 5
68 Some college Female White, Non-Hispanic 4
69 Some college Male White, Non-Hispanic 2
70 High school Male White, Non-Hispanic 2
71 Bachelors degree or higher Male White, Non-Hispanic 3
72 High school Female White, Non-Hispanic 2
73 High school Female White, Non-Hispanic 1
74 High school Female White, Non-Hispanic 2
75 High school Male White, Non-Hispanic 2
76 Some college Male White, Non-Hispanic 2
77 Some college Female White, Non-Hispanic 3
78 Some college Male White, Non-Hispanic 2
79 Some college Female White, Non-Hispanic 5
80 High school Female White, Non-Hispanic 2
81 Bachelors degree or higher Male White, Non-Hispanic 2
82 High school Male Black, Non-Hispanic 2
83 Less than high school Female White, Non-Hispanic 2
84 Bachelors degree or higher Female Other, Non-Hispanic 3
85 Bachelors degree or higher Female White, Non-Hispanic 2
86 Bachelors degree or higher Female White, Non-Hispanic 2
87 Bachelors degree or higher Female White, Non-Hispanic 2
88 Bachelors degree or higher Male Hispanic 2
89 Some college Female White, Non-Hispanic 2
90 Bachelors degree or higher Male White, Non-Hispanic 2
91 High school Female White, Non-Hispanic 2
92 Some college Female White, Non-Hispanic 2
93 Bachelors degree or higher Male White, Non-Hispanic 1
94 Bachelors degree or higher Male White, Non-Hispanic 2
95 Bachelors degree or higher Male White, Non-Hispanic 4
96 Some college Female White, Non-Hispanic 2
97 Less than high school Female White, Non-Hispanic 6 or more
98 High school Female White, Non-Hispanic 4
99 Less than high school Male White, Non-Hispanic 2
100 Some college Female White, Non-Hispanic 2
101 Some college Female White, Non-Hispanic 1
102 Some college Female White, Non-Hispanic 1
103 High school Female 2+ Races, Non-Hispanic 2
104 Bachelors degree or higher Male White, Non-Hispanic 1
105 Bachelors degree or higher Female White, Non-Hispanic 1
106 High school Female White, Non-Hispanic 2
107 Bachelors degree or higher Male White, Non-Hispanic 4
108 High school Female White, Non-Hispanic 3
109 High school Female Hispanic 3
110 Some college Male White, Non-Hispanic 3
111 High school Male 2+ Races, Non-Hispanic 6 or more
112 Bachelors degree or higher Male White, Non-Hispanic 2
113 Bachelors degree or higher Male Hispanic 2
114 Bachelors degree or higher Male White, Non-Hispanic 2
115 Some college Male White, Non-Hispanic 6 or more
116 Bachelors degree or higher Male Hispanic 1
117 Bachelors degree or higher Male White, Non-Hispanic 4
118 Some college Female White, Non-Hispanic 3
119 Less than high school Female Hispanic 5
120 High school Male White, Non-Hispanic 2
121 Bachelors degree or higher Male Hispanic 3
122 Some college Male White, Non-Hispanic 3
123 High school Female White, Non-Hispanic 1
124 High school Male White, Non-Hispanic 2
125 Some college Female White, Non-Hispanic 3
126 High school Male White, Non-Hispanic 2
127 High school Female White, Non-Hispanic 2
128 Some college Female White, Non-Hispanic 5
129 Bachelors degree or higher Male White, Non-Hispanic 1
130 High school Male White, Non-Hispanic 2
131 Bachelors degree or higher Female White, Non-Hispanic 2
132 High school Female White, Non-Hispanic 2
133 Bachelors degree or higher Female 2+ Races, Non-Hispanic 3
134 Bachelors degree or higher Female 2+ Races, Non-Hispanic 1
135 Bachelors degree or higher Male White, Non-Hispanic 2
136 Bachelors degree or higher Female White, Non-Hispanic 3
137 Bachelors degree or higher Male White, Non-Hispanic 5
138 Bachelors degree or higher Male Other, Non-Hispanic 2
139 High school Male Black, Non-Hispanic 5
140 Bachelors degree or higher Male White, Non-Hispanic 4
141 Bachelors degree or higher Female Other, Non-Hispanic 2
142 Some college Male Other, Non-Hispanic 1
143 Bachelors degree or higher Male White, Non-Hispanic 5
144 Bachelors degree or higher Male White, Non-Hispanic 2
145 Some college Female White, Non-Hispanic 3
146 Some college Female White, Non-Hispanic 2
147 High school Female White, Non-Hispanic 2
148 High school Male White, Non-Hispanic 6 or more
149 Some college Female White, Non-Hispanic 3
150 High school Female Black, Non-Hispanic 2
151 Less than high school Male Hispanic 2
152 High school Male Black, Non-Hispanic 4
153 Bachelors degree or higher Female White, Non-Hispanic 1
154 Bachelors degree or higher Female White, Non-Hispanic 4
155 Bachelors degree or higher Male White, Non-Hispanic 6 or more
156 Some college Female White, Non-Hispanic 1
157 Bachelors degree or higher Female White, Non-Hispanic 2
158 Some college Male White, Non-Hispanic 2
159 High school Male White, Non-Hispanic 1
160 Some college Female White, Non-Hispanic 4
161 Some college Male White, Non-Hispanic 2
162 Bachelors degree or higher Female White, Non-Hispanic 3
163 Bachelors degree or higher Male White, Non-Hispanic 6 or more
164 Bachelors degree or higher Female White, Non-Hispanic 4
165 Some college Male White, Non-Hispanic 1
166 Some college Male White, Non-Hispanic 1
167 Bachelors degree or higher Female White, Non-Hispanic 6 or more
168 Some college Female White, Non-Hispanic 2
169 Bachelors degree or higher Male White, Non-Hispanic 3
170 Some college Female White, Non-Hispanic 2
171 High school Female Hispanic 3
172 Some college Male White, Non-Hispanic 2
173 Bachelors degree or higher Male White, Non-Hispanic 3
174 Bachelors degree or higher Male White, Non-Hispanic 2
175 High school Male White, Non-Hispanic 1
176 Less than high school Male Hispanic 2
177 Some college Female White, Non-Hispanic 2
178 Bachelors degree or higher Female White, Non-Hispanic 1
179 Some college Female White, Non-Hispanic 3
180 High school Female White, Non-Hispanic 2
181 Bachelors degree or higher Male White, Non-Hispanic 4
182 Bachelors degree or higher Female White, Non-Hispanic 5
183 High school Female White, Non-Hispanic 1
184 Some college Male White, Non-Hispanic 1
185 Bachelors degree or higher Male Black, Non-Hispanic 4
186 High school Female White, Non-Hispanic 1
187 Some college Male White, Non-Hispanic 3
188 Bachelors degree or higher Female White, Non-Hispanic 2
189 Some college Male White, Non-Hispanic 2
190 High school Male White, Non-Hispanic 1
191 Some college Male White, Non-Hispanic 5
192 Bachelors degree or higher Female White, Non-Hispanic 5
193 Some college Male White, Non-Hispanic 2
194 Bachelors degree or higher Female Black, Non-Hispanic 1
195 Bachelors degree or higher Female White, Non-Hispanic 3
196 Some college Female 2+ Races, Non-Hispanic 3
197 Some college Female White, Non-Hispanic 2
198 Bachelors degree or higher Female White, Non-Hispanic 4
199 High school Male White, Non-Hispanic 4
200 Some college Male White, Non-Hispanic 2
201 Bachelors degree or higher Female Other, Non-Hispanic 4
202 Bachelors degree or higher Male White, Non-Hispanic 3
203 Less than high school Male Black, Non-Hispanic 3
204 High school Female Black, Non-Hispanic 2
205 Some college Female White, Non-Hispanic 3
206 Bachelors degree or higher Male White, Non-Hispanic 3
207 Some college Male White, Non-Hispanic 1
208 Bachelors degree or higher Female White, Non-Hispanic 2
209 Some college Male White, Non-Hispanic 6 or more
210 Bachelors degree or higher Female Other, Non-Hispanic 1
211 High school Female White, Non-Hispanic 2
212 Bachelors degree or higher Female Black, Non-Hispanic 1
213 High school Male White, Non-Hispanic 4
214 Bachelors degree or higher Male White, Non-Hispanic 2
215 High school Male White, Non-Hispanic 2
216 High school Female White, Non-Hispanic 2
217 High school Female White, Non-Hispanic 1
218 Some college Female White, Non-Hispanic 1
219 Bachelors degree or higher Female White, Non-Hispanic 2
220 Some college Male Black, Non-Hispanic 2
221 Bachelors degree or higher Female White, Non-Hispanic 3
222 High school Female White, Non-Hispanic 2
223 Less than high school Male Hispanic 4
224 Some college Male White, Non-Hispanic 2
225 Bachelors degree or higher Male White, Non-Hispanic 2
226 Some college Female 2+ Races, Non-Hispanic 3
227 High school Female 2+ Races, Non-Hispanic 5
228 Bachelors degree or higher Male White, Non-Hispanic 4
229 Bachelors degree or higher Female White, Non-Hispanic 3
230 Bachelors degree or higher Female Other, Non-Hispanic 3
231 Bachelors degree or higher Male Hispanic 2
232 Some college Male White, Non-Hispanic 2
233 High school Female Black, Non-Hispanic 4
234 High school Male White, Non-Hispanic 2
235 Bachelors degree or higher Female White, Non-Hispanic 1
236 High school Female White, Non-Hispanic 2
237 Some college Male Black, Non-Hispanic 2
238 Some college Male Hispanic 3
239 Some college Female Hispanic 3
240 Bachelors degree or higher Male White, Non-Hispanic 4
241 Bachelors degree or higher Male White, Non-Hispanic 4
242 Bachelors degree or higher Male White, Non-Hispanic 2
243 Bachelors degree or higher Male White, Non-Hispanic 1
244 Some college Female White, Non-Hispanic 2
245 Some college Male White, Non-Hispanic 2
246 High school Male White, Non-Hispanic 4
247 Some college Female White, Non-Hispanic 4
248 Some college Male White, Non-Hispanic 5
249 Bachelors degree or higher Female White, Non-Hispanic 6 or more
250 Less than high school Female White, Non-Hispanic 1
251 Less than high school Female White, Non-Hispanic 3
252 Bachelors degree or higher Male White, Non-Hispanic 3
253 High school Female White, Non-Hispanic 1
254 Some college Male White, Non-Hispanic 2
255 High school Female Hispanic 2
256 High school Female White, Non-Hispanic 2
257 Some college Female White, Non-Hispanic 1
258 Some college Male Hispanic 5
259 Some college Female White, Non-Hispanic 2
260 High school Male White, Non-Hispanic 2
261 Bachelors degree or higher Male White, Non-Hispanic 3
262 Some college Male White, Non-Hispanic 4
263 Bachelors degree or higher Female White, Non-Hispanic 5
264 Bachelors degree or higher Male 2+ Races, Non-Hispanic 2
265 Bachelors degree or higher Female White, Non-Hispanic 4
266 High school Female White, Non-Hispanic 1
267 Bachelors degree or higher Male Other, Non-Hispanic 4
268 High school Male White, Non-Hispanic 2
269 Bachelors degree or higher Male White, Non-Hispanic 3
270 Some college Female Black, Non-Hispanic 4
271 High school Female White, Non-Hispanic 1
272 Some college Female Black, Non-Hispanic 2
273 Less than high school Male Hispanic 2
274 Bachelors degree or higher Male White, Non-Hispanic 2
275 Some college Female White, Non-Hispanic 2
276 Bachelors degree or higher Male White, Non-Hispanic 3
277 High school Female White, Non-Hispanic 2
278 Less than high school Male White, Non-Hispanic 2
279 Some college Male Black, Non-Hispanic 2
280 High school Female White, Non-Hispanic 4
281 Bachelors degree or higher Female Other, Non-Hispanic 1
282 High school Male White, Non-Hispanic 5
283 Bachelors degree or higher Male White, Non-Hispanic 2
284 Some college Female White, Non-Hispanic 3
285 Some college Male Hispanic 4
286 Some college Male White, Non-Hispanic 2
287 High school Male White, Non-Hispanic 3
288 Bachelors degree or higher Male White, Non-Hispanic 3
289 High school Female White, Non-Hispanic 1
290 High school Male White, Non-Hispanic 2
291 Some college Female White, Non-Hispanic 3
292 Some college Male White, Non-Hispanic 4
293 Bachelors degree or higher Female White, Non-Hispanic 3
294 High school Female White, Non-Hispanic 3
295 High school Male White, Non-Hispanic 3
296 Some college Male White, Non-Hispanic 3
297 High school Male White, Non-Hispanic 3
298 Bachelors degree or higher Female White, Non-Hispanic 5
299 Bachelors degree or higher Male White, Non-Hispanic 2
300 High school Female White, Non-Hispanic 2
301 Bachelors degree or higher Male White, Non-Hispanic 2
302 Some college Female White, Non-Hispanic 2
303 Bachelors degree or higher Male White, Non-Hispanic 1
304 Some college Female Black, Non-Hispanic 2
305 Some college Male White, Non-Hispanic 4
306 Bachelors degree or higher Female White, Non-Hispanic 4
307 High school Female White, Non-Hispanic 3
308 Bachelors degree or higher Female Hispanic 3
309 Bachelors degree or higher Female 2+ Races, Non-Hispanic 2
310 Some college Male Hispanic 3
311 Bachelors degree or higher Male Other, Non-Hispanic 4
312 High school Female 2+ Races, Non-Hispanic 5
313 Bachelors degree or higher Male White, Non-Hispanic 5
314 Less than high school Male Hispanic 3
315 Some college Male White, Non-Hispanic 2
316 Some college Female White, Non-Hispanic 3
317 Some college Male White, Non-Hispanic 3
318 Bachelors degree or higher Female White, Non-Hispanic 1
319 High school Male White, Non-Hispanic 2
320 High school Male 2+ Races, Non-Hispanic 2
321 Some college Male White, Non-Hispanic 2
322 Some college Male White, Non-Hispanic 2
323 Some college Male White, Non-Hispanic 1
324 Some college Male White, Non-Hispanic 6 or more
325 High school Male White, Non-Hispanic 2
326 Some college Male White, Non-Hispanic 1
327 Bachelors degree or higher Male Hispanic 1
328 Less than high school Female Hispanic 2
329 Bachelors degree or higher Female White, Non-Hispanic 1
330 Some college Female White, Non-Hispanic 2
331 Bachelors degree or higher Female Other, Non-Hispanic 4
332 Bachelors degree or higher Male Other, Non-Hispanic 2
333 High school Male White, Non-Hispanic 1
334 Some college Female White, Non-Hispanic 3
335 Some college Male White, Non-Hispanic 2
336 Bachelors degree or higher Male Other, Non-Hispanic 5
337 Some college Male Hispanic 3
338 Bachelors degree or higher Female White, Non-Hispanic 3
339 Bachelors degree or higher Male White, Non-Hispanic 2
340 Bachelors degree or higher Female 2+ Races, Non-Hispanic 5
341 Some college Female White, Non-Hispanic 4
342 Some college Male White, Non-Hispanic 5
343 Less than high school Male White, Non-Hispanic 1
344 Less than high school Male Hispanic 1
345 Some college Male White, Non-Hispanic 1
346 High school Female White, Non-Hispanic 1
347 Some college Male White, Non-Hispanic 3
348 Bachelors degree or higher Male White, Non-Hispanic 4
349 Bachelors degree or higher Female White, Non-Hispanic 3
350 High school Female Hispanic 1
351 Bachelors degree or higher Female White, Non-Hispanic 2
352 Some college Female 2+ Races, Non-Hispanic 6 or more
353 Bachelors degree or higher Male White, Non-Hispanic 3
354 Bachelors degree or higher Male White, Non-Hispanic 5
355 Bachelors degree or higher Male Hispanic 5
356 Some college Female White, Non-Hispanic 4
357 High school Female Hispanic 2
358 Bachelors degree or higher Male White, Non-Hispanic 2
359 Bachelors degree or higher Female Other, Non-Hispanic 1
360 Bachelors degree or higher Female White, Non-Hispanic 2
361 Bachelors degree or higher Male White, Non-Hispanic 2
362 Bachelors degree or higher Male Hispanic 3
363 Less than high school Male White, Non-Hispanic 2
364 Some college Male White, Non-Hispanic 4
365 Bachelors degree or higher Female White, Non-Hispanic 2
366 Bachelors degree or higher Male White, Non-Hispanic 2
367 Less than high school Male White, Non-Hispanic 1
368 Some college Female White, Non-Hispanic 2
369 Bachelors degree or higher Female Other, Non-Hispanic 2
370 Some college Male White, Non-Hispanic 5
371 Bachelors degree or higher Male White, Non-Hispanic 3
372 Some college Male White, Non-Hispanic 2
373 Bachelors degree or higher Male White, Non-Hispanic 1
374 Bachelors degree or higher Female White, Non-Hispanic 2
375 High school Male White, Non-Hispanic 1
376 Bachelors degree or higher Male White, Non-Hispanic 2
377 High school Female White, Non-Hispanic 1
378 Bachelors degree or higher Male White, Non-Hispanic 1
379 Bachelors degree or higher Male Hispanic 2
380 Some college Male 2+ Races, Non-Hispanic 2
381 Some college Male Black, Non-Hispanic 4
382 Bachelors degree or higher Male White, Non-Hispanic 2
383 High school Female White, Non-Hispanic 5
384 Bachelors degree or higher Male White, Non-Hispanic 2
385 Bachelors degree or higher Female White, Non-Hispanic 2
386 Bachelors degree or higher Male Other, Non-Hispanic 3
387 High school Female Hispanic 4
388 Bachelors degree or higher Male White, Non-Hispanic 2
389 Bachelors degree or higher Female White, Non-Hispanic 4
390 Bachelors degree or higher Female White, Non-Hispanic 4
391 Less than high school Male White, Non-Hispanic 2
392 Bachelors degree or higher Female White, Non-Hispanic 3
393 High school Male White, Non-Hispanic 4
394 Bachelors degree or higher Female White, Non-Hispanic 2
395 Some college Female Hispanic 3
396 High school Male White, Non-Hispanic 1
397 Some college Male White, Non-Hispanic 4
398 High school Female Hispanic 5
399 Bachelors degree or higher Male White, Non-Hispanic 4
400 Some college Male White, Non-Hispanic 1
401 Bachelors degree or higher Female White, Non-Hispanic 4
402 Bachelors degree or higher Female White, Non-Hispanic 4
403 High school Male White, Non-Hispanic 2
404 Some college Female Hispanic 4
405 Bachelors degree or higher Female White, Non-Hispanic 2
406 Some college Female White, Non-Hispanic 2
407 Bachelors degree or higher Female White, Non-Hispanic 3
408 Some college Male White, Non-Hispanic 3
409 Bachelors degree or higher Male Black, Non-Hispanic 2
410 Some college Female White, Non-Hispanic 5
411 Some college Male White, Non-Hispanic 2
412 Bachelors degree or higher Male 2+ Races, Non-Hispanic 2
413 Bachelors degree or higher Male White, Non-Hispanic 2
414 Bachelors degree or higher Male White, Non-Hispanic 4
415 Some college Female White, Non-Hispanic 6 or more
416 Bachelors degree or higher Male White, Non-Hispanic 2
417 High school Female Black, Non-Hispanic 2
418 Less than high school Male White, Non-Hispanic 3
419 Bachelors degree or higher Female White, Non-Hispanic 1
420 High school Male White, Non-Hispanic 2
421 Less than high school Male Hispanic 5
422 Some college Female Hispanic 4
423 Bachelors degree or higher Male Hispanic 2
424 Bachelors degree or higher Male White, Non-Hispanic 2
425 Bachelors degree or higher Male White, Non-Hispanic 3
426 Bachelors degree or higher Female White, Non-Hispanic 4
427 Less than high school Male Hispanic 1
428 Bachelors degree or higher Male White, Non-Hispanic 4
429 Some college Male White, Non-Hispanic 4
430 Bachelors degree or higher Female White, Non-Hispanic 2
431 Less than high school Male Hispanic 4
432 Bachelors degree or higher Female White, Non-Hispanic 2
433 High school Female White, Non-Hispanic 3
434 Some college Male White, Non-Hispanic 2
435 Some college Female White, Non-Hispanic 3
436 High school Female Hispanic 2
437 Bachelors degree or higher Female 2+ Races, Non-Hispanic 3
438 Less than high school Female Black, Non-Hispanic 3
439 Some college Female Hispanic 2
440 High school Female White, Non-Hispanic 2
441 Some college Female 2+ Races, Non-Hispanic 2
442 High school Female White, Non-Hispanic 4
443 Some college Male White, Non-Hispanic 2
444 High school Female White, Non-Hispanic 2
445 Bachelors degree or higher Female White, Non-Hispanic 1
446 Bachelors degree or higher Female White, Non-Hispanic 1
447 High school Male White, Non-Hispanic 5
448 Bachelors degree or higher Female White, Non-Hispanic 2
449 Bachelors degree or higher Male White, Non-Hispanic 5
450 High school Female Black, Non-Hispanic 2
451 Some college Female White, Non-Hispanic 3
452 Some college Female White, Non-Hispanic 3
453 Bachelors degree or higher Male White, Non-Hispanic 2
454 Bachelors degree or higher Female White, Non-Hispanic 2
455 High school Female White, Non-Hispanic 2
456 Some college Female White, Non-Hispanic 2
457 High school Female White, Non-Hispanic 2
458 Some college Female White, Non-Hispanic 2
459 Bachelors degree or higher Male White, Non-Hispanic 2
460 High school Male White, Non-Hispanic 2
461 High school Female Hispanic 2
462 High school Male White, Non-Hispanic 2
463 Some college Female White, Non-Hispanic 4
464 Bachelors degree or higher Male White, Non-Hispanic 3
465 Less than high school Female 2+ Races, Non-Hispanic 2
466 High school Male White, Non-Hispanic 3
467 Bachelors degree or higher Female White, Non-Hispanic 4
ppinc7 ppmarit5 ppmsacat ppreg4
1 $25,000 to $49,999 Now Married Metro area South
2 $150,000 or more Now Married Metro area South
3 $100,000 to $149,999 Now Married Metro area South
4 $25,000 to $49,999 Divorced Metro area NorthEast
5 $10,000 to $24,999 Now Married Metro area MidWest
6 $75,000 to $99,999 Now Married Metro area MidWest
7 $50,000 to $74,999 Now Married Metro area South
8 $150,000 or more Now Married Metro area West
9 $150,000 or more Now Married Non-metro area NorthEast
10 $25,000 to $49,999 Never married Metro area NorthEast
11 $100,000 to $149,999 Divorced Metro area South
12 $100,000 to $149,999 Widowed Metro area West
13 $75,000 to $99,999 Now Married Metro area West
14 $75,000 to $99,999 Widowed Metro area South
15 $100,000 to $149,999 Now Married Metro area NorthEast
16 $75,000 to $99,999 Now Married Non-metro area MidWest
17 $50,000 to $74,999 Now Married Metro area NorthEast
18 $25,000 to $49,999 Now Married Metro area MidWest
19 $25,000 to $49,999 Now Married Metro area MidWest
20 $150,000 or more Now Married Metro area NorthEast
21 $150,000 or more Now Married Metro area West
22 $75,000 to $99,999 Now Married Metro area West
23 $100,000 to $149,999 Now Married Metro area West
24 $25,000 to $49,999 Now Married Non-metro area South
25 $100,000 to $149,999 Now Married Metro area West
26 $100,000 to $149,999 Never married Metro area MidWest
27 $25,000 to $49,999 Now Married Metro area South
28 $150,000 or more Now Married Non-metro area South
29 $75,000 to $99,999 Now Married Metro area NorthEast
30 $150,000 or more Now Married Metro area South
31 $50,000 to $74,999 Now Married Metro area West
32 $100,000 to $149,999 Now Married Metro area West
33 $150,000 or more Now Married Metro area MidWest
34 $150,000 or more Now Married Metro area NorthEast
35 $150,000 or more Now Married Metro area South
36 $100,000 to $149,999 Now Married Metro area NorthEast
37 $150,000 or more Now Married Metro area West
38 $25,000 to $49,999 Never married Metro area NorthEast
39 $150,000 or more Now Married Metro area West
40 $10,000 to $24,999 Never married Metro area West
41 $150,000 or more Now Married Metro area South
42 $100,000 to $149,999 Now Married Metro area South
43 $25,000 to $49,999 Now Married Metro area South
44 $150,000 or more Now Married Metro area South
45 $150,000 or more Now Married Metro area South
46 $150,000 or more Now Married Metro area MidWest
47 $150,000 or more Now Married Metro area MidWest
48 $50,000 to $74,999 Now Married Non-metro area NorthEast
49 $50,000 to $74,999 Now Married Metro area South
50 $150,000 or more Now Married Metro area MidWest
51 $25,000 to $49,999 Now Married Metro area NorthEast
52 $150,000 or more Now Married Non-metro area MidWest
53 $100,000 to $149,999 Now Married Metro area South
54 $75,000 to $99,999 Now Married Metro area NorthEast
55 $100,000 to $149,999 Divorced Metro area NorthEast
56 $50,000 to $74,999 Now Married Metro area South
57 $25,000 to $49,999 Now Married Metro area South
58 $150,000 or more Divorced Metro area West
59 $50,000 to $74,999 Never married Metro area NorthEast
60 $75,000 to $99,999 Now Married Metro area MidWest
61 $100,000 to $149,999 Now Married Metro area MidWest
62 $10,000 to $24,999 Divorced Metro area West
63 $25,000 to $49,999 Widowed Metro area South
64 $75,000 to $99,999 Never married Metro area NorthEast
65 $150,000 or more Now Married Metro area South
66 $50,000 to $74,999 Widowed Non-metro area MidWest
67 $150,000 or more Now Married Metro area West
68 $50,000 to $74,999 Now Married Non-metro area West
69 $75,000 to $99,999 Now Married Metro area NorthEast
70 $25,000 to $49,999 Now Married Non-metro area MidWest
71 $100,000 to $149,999 Now Married Metro area South
72 $25,000 to $49,999 Now Married Non-metro area South
73 $150,000 or more Now Married Non-metro area MidWest
74 $50,000 to $74,999 Now Married Metro area South
75 $25,000 to $49,999 Now Married Metro area NorthEast
76 $50,000 to $74,999 Now Married Non-metro area South
77 Less than $10,000 Divorced Non-metro area South
78 $100,000 to $149,999 Never married Metro area South
79 $150,000 or more Now Married Metro area NorthEast
80 $100,000 to $149,999 Now Married Metro area MidWest
81 $75,000 to $99,999 Now Married Metro area NorthEast
82 $10,000 to $24,999 Now Married Metro area South
83 $25,000 to $49,999 Now Married Metro area South
84 $75,000 to $99,999 Now Married Metro area West
85 $100,000 to $149,999 Now Married Metro area MidWest
86 $25,000 to $49,999 Never married Metro area NorthEast
87 $150,000 or more Never married Metro area MidWest
88 $150,000 or more Never married Metro area MidWest
89 $50,000 to $74,999 Now Married Non-metro area West
90 $150,000 or more Now Married Metro area MidWest
91 $100,000 to $149,999 Now Married Metro area NorthEast
92 $50,000 to $74,999 Now Married Non-metro area West
93 $75,000 to $99,999 Divorced Metro area West
94 $50,000 to $74,999 Now Married Metro area West
95 $150,000 or more Now Married Metro area West
96 $150,000 or more Now Married Metro area West
97 $50,000 to $74,999 Widowed Non-metro area MidWest
98 $150,000 or more Now Married Metro area MidWest
99 $150,000 or more Now Married Metro area South
100 $100,000 to $149,999 Now Married Metro area South
101 $100,000 to $149,999 Widowed Metro area South
102 $50,000 to $74,999 Divorced Metro area South
103 $25,000 to $49,999 Now Married Metro area South
104 $75,000 to $99,999 Never married Metro area West
105 $10,000 to $24,999 Divorced Metro area MidWest
106 $100,000 to $149,999 Now Married Metro area South
107 $150,000 or more Now Married Metro area NorthEast
108 $10,000 to $24,999 Now Married Non-metro area MidWest
109 $100,000 to $149,999 Now Married Metro area West
110 $50,000 to $74,999 Now Married Non-metro area NorthEast
111 $100,000 to $149,999 Now Married Metro area South
112 $100,000 to $149,999 Now Married Metro area MidWest
113 $100,000 to $149,999 Now Married Metro area MidWest
114 $50,000 to $74,999 Now Married Non-metro area MidWest
115 $25,000 to $49,999 Now Married Non-metro area MidWest
116 $75,000 to $99,999 Never married Metro area South
117 $150,000 or more Now Married Metro area MidWest
118 $10,000 to $24,999 Never married Non-metro area MidWest
119 $50,000 to $74,999 Now Married Metro area South
120 $50,000 to $74,999 Now Married Metro area West
121 $150,000 or more Now Married Metro area West
122 $75,000 to $99,999 Now Married Metro area South
123 $75,000 to $99,999 Divorced Non-metro area West
124 $150,000 or more Now Married Metro area NorthEast
125 $10,000 to $24,999 Now Married Metro area MidWest
126 $50,000 to $74,999 Now Married Metro area West
127 $25,000 to $49,999 Divorced Metro area MidWest
128 $25,000 to $49,999 Now Married Metro area NorthEast
129 $150,000 or more Now Married Metro area NorthEast
130 $100,000 to $149,999 Now Married Non-metro area South
131 $25,000 to $49,999 Widowed Non-metro area MidWest
132 $75,000 to $99,999 Now Married Metro area MidWest
133 $150,000 or more Now Married Metro area South
134 $50,000 to $74,999 Never married Metro area NorthEast
135 $150,000 or more Now Married Metro area West
136 $150,000 or more Now Married Metro area South
137 $75,000 to $99,999 Now Married Metro area South
138 $150,000 or more Now Married Metro area West
139 $100,000 to $149,999 Now Married Metro area South
140 $150,000 or more Now Married Metro area South
141 $100,000 to $149,999 Now Married Metro area West
142 $100,000 to $149,999 Now Married Non-metro area South
143 $150,000 or more Widowed Metro area NorthEast
144 $150,000 or more Now Married Metro area West
145 $10,000 to $24,999 Never married Metro area MidWest
146 $50,000 to $74,999 Now Married Metro area South
147 $100,000 to $149,999 Now Married Metro area South
148 $100,000 to $149,999 Now Married Metro area MidWest
149 $100,000 to $149,999 Now Married Metro area West
150 Less than $10,000 Never married Metro area South
151 $75,000 to $99,999 Now Married Metro area South
152 $25,000 to $49,999 Now Married Metro area South
153 $75,000 to $99,999 Never married Metro area West
154 $100,000 to $149,999 Now Married Non-metro area MidWest
155 $150,000 or more Now Married Metro area South
156 $100,000 to $149,999 Now Married Metro area West
157 $100,000 to $149,999 Now Married Metro area NorthEast
158 $100,000 to $149,999 Now Married Metro area South
159 $25,000 to $49,999 Now Married Non-metro area West
160 $25,000 to $49,999 Now Married Metro area MidWest
161 $75,000 to $99,999 Widowed Non-metro area MidWest
162 $100,000 to $149,999 Now Married Metro area South
163 $100,000 to $149,999 Now Married Non-metro area MidWest
164 $150,000 or more Now Married Metro area South
165 $10,000 to $24,999 Divorced Metro area South
166 $50,000 to $74,999 Never married Metro area South
167 $150,000 or more Now Married Metro area West
168 $75,000 to $99,999 Now Married Non-metro area South
169 $150,000 or more Now Married Metro area West
170 $150,000 or more Now Married Metro area South
171 $25,000 to $49,999 Now Married Metro area West
172 $150,000 or more Now Married Metro area MidWest
173 $25,000 to $49,999 Never married Metro area NorthEast
174 $100,000 to $149,999 Now Married Metro area South
175 Less than $10,000 Never married Non-metro area MidWest
176 $10,000 to $24,999 Now Married Metro area South
177 $25,000 to $49,999 Divorced Non-metro area MidWest
178 $75,000 to $99,999 Never married Metro area South
179 Less than $10,000 Divorced Non-metro area West
180 $25,000 to $49,999 Now Married Metro area MidWest
181 Less than $10,000 Now Married Metro area NorthEast
182 $150,000 or more Now Married Metro area South
183 $25,000 to $49,999 Divorced Metro area South
184 $25,000 to $49,999 Divorced Metro area NorthEast
185 $100,000 to $149,999 Divorced Metro area West
186 $50,000 to $74,999 Widowed Metro area West
187 $100,000 to $149,999 Never married Metro area NorthEast
188 $150,000 or more Now Married Metro area South
189 $150,000 or more Now Married Metro area MidWest
190 $25,000 to $49,999 Now Married Metro area MidWest
191 $50,000 to $74,999 Divorced Metro area South
192 $75,000 to $99,999 Now Married Metro area MidWest
193 $150,000 or more Now Married Metro area West
194 $75,000 to $99,999 Divorced Metro area South
195 $150,000 or more Now Married Metro area South
196 $50,000 to $74,999 Divorced Metro area West
197 $150,000 or more Now Married Non-metro area South
198 $100,000 to $149,999 Now Married Metro area South
199 Less than $10,000 Never married Non-metro area South
200 $50,000 to $74,999 Now Married Metro area South
201 $150,000 or more Now Married Metro area MidWest
202 $100,000 to $149,999 Now Married Metro area South
203 $75,000 to $99,999 Never married Metro area West
204 $50,000 to $74,999 Never married Metro area NorthEast
205 $75,000 to $99,999 Now Married Metro area MidWest
206 $150,000 or more Now Married Metro area West
207 $10,000 to $24,999 Never married Metro area NorthEast
208 $25,000 to $49,999 Now Married Metro area MidWest
209 $100,000 to $149,999 Now Married Non-metro area MidWest
210 $100,000 to $149,999 Divorced Metro area NorthEast
211 $10,000 to $24,999 Divorced Metro area South
212 $75,000 to $99,999 Never married Metro area South
213 $150,000 or more Never married Metro area West
214 $75,000 to $99,999 Now Married Metro area South
215 $50,000 to $74,999 Now Married Non-metro area MidWest
216 $150,000 or more Now Married Metro area South
217 $25,000 to $49,999 Now Married Metro area NorthEast
218 $50,000 to $74,999 Divorced Metro area South
219 $150,000 or more Now Married Metro area South
220 $100,000 to $149,999 Now Married Metro area NorthEast
221 $100,000 to $149,999 Now Married Metro area MidWest
222 $100,000 to $149,999 Now Married Metro area South
223 $50,000 to $74,999 Now Married Metro area West
224 $50,000 to $74,999 Now Married Metro area South
225 $150,000 or more Now Married Metro area South
226 $150,000 or more Now Married Metro area NorthEast
227 $50,000 to $74,999 Now Married Metro area NorthEast
228 $50,000 to $74,999 Now Married Metro area West
229 $150,000 or more Now Married Metro area NorthEast
230 $75,000 to $99,999 Now Married Metro area NorthEast
231 $100,000 to $149,999 Divorced Metro area West
232 $100,000 to $149,999 Now Married Metro area MidWest
233 $25,000 to $49,999 Never married Metro area South
234 $25,000 to $49,999 Now Married Metro area South
235 $150,000 or more Never married Metro area South
236 $50,000 to $74,999 Now Married Non-metro area South
237 $50,000 to $74,999 Divorced Non-metro area South
238 $150,000 or more Now Married Metro area West
239 $25,000 to $49,999 Now Married Metro area West
240 $100,000 to $149,999 Now Married Metro area South
241 $150,000 or more Now Married Metro area MidWest
242 $25,000 to $49,999 Now Married Non-metro area West
243 $75,000 to $99,999 Divorced Metro area West
244 $25,000 to $49,999 Never married Metro area MidWest
245 $25,000 to $49,999 Now Married Metro area NorthEast
246 $150,000 or more Now Married Metro area South
247 $100,000 to $149,999 Now Married Metro area South
248 $50,000 to $74,999 Now Married Metro area West
249 $75,000 to $99,999 Now Married Metro area West
250 $75,000 to $99,999 Now Married Metro area West
251 $10,000 to $24,999 Now Married Metro area MidWest
252 $150,000 or more Now Married Metro area MidWest
253 $25,000 to $49,999 Now Married Metro area South
254 $75,000 to $99,999 Now Married Metro area South
255 $100,000 to $149,999 Separated Non-metro area South
256 $50,000 to $74,999 Now Married Metro area NorthEast
257 $25,000 to $49,999 Widowed Non-metro area South
258 $25,000 to $49,999 Now Married Metro area NorthEast
259 $100,000 to $149,999 Now Married Metro area South
260 $100,000 to $149,999 Now Married Metro area NorthEast
261 $100,000 to $149,999 Now Married Metro area South
262 $100,000 to $149,999 Now Married Metro area South
263 $150,000 or more Separated Metro area South
264 $50,000 to $74,999 Now Married Non-metro area South
265 $100,000 to $149,999 Widowed Metro area West
266 $10,000 to $24,999 Divorced Metro area MidWest
267 $150,000 or more Now Married Metro area West
268 $100,000 to $149,999 Now Married Metro area MidWest
269 $25,000 to $49,999 Now Married Metro area NorthEast
270 $75,000 to $99,999 Now Married Metro area South
271 Less than $10,000 Widowed Non-metro area South
272 $25,000 to $49,999 Never married Metro area NorthEast
273 $100,000 to $149,999 Separated Metro area West
274 $100,000 to $149,999 Now Married Metro area NorthEast
275 $50,000 to $74,999 Now Married Non-metro area NorthEast
276 $100,000 to $149,999 Now Married Metro area NorthEast
277 $100,000 to $149,999 Now Married Metro area West
278 $25,000 to $49,999 Now Married Non-metro area South
279 $50,000 to $74,999 Now Married Metro area South
280 $100,000 to $149,999 Now Married Metro area NorthEast
281 $50,000 to $74,999 Now Married Metro area West
282 $25,000 to $49,999 Now Married Metro area South
283 $100,000 to $149,999 Now Married Metro area South
284 $50,000 to $74,999 Separated Metro area West
285 $25,000 to $49,999 Now Married Metro area West
286 $75,000 to $99,999 Now Married Metro area South
287 $75,000 to $99,999 Now Married Metro area MidWest
288 $10,000 to $24,999 Never married Metro area MidWest
289 $25,000 to $49,999 Widowed Metro area South
290 $50,000 to $74,999 Never married Metro area MidWest
291 $100,000 to $149,999 Now Married Metro area West
292 $25,000 to $49,999 Now Married Metro area West
293 $25,000 to $49,999 Never married Non-metro area MidWest
294 $50,000 to $74,999 Now Married Non-metro area South
295 $50,000 to $74,999 Now Married Metro area South
296 $75,000 to $99,999 Now Married Metro area South
297 $100,000 to $149,999 Divorced Metro area West
298 $150,000 or more Now Married Metro area West
299 $150,000 or more Now Married Metro area MidWest
300 $50,000 to $74,999 Now Married Metro area NorthEast
301 $150,000 or more Now Married Metro area NorthEast
302 $150,000 or more Now Married Metro area South
303 $150,000 or more Divorced Metro area NorthEast
304 $10,000 to $24,999 Now Married Metro area South
305 $75,000 to $99,999 Now Married Metro area South
306 $150,000 or more Now Married Metro area MidWest
307 $10,000 to $24,999 Now Married Non-metro area MidWest
308 $150,000 or more Never married Metro area West
309 $100,000 to $149,999 Widowed Metro area West
310 $100,000 to $149,999 Now Married Metro area West
311 $150,000 or more Now Married Metro area South
312 $50,000 to $74,999 Now Married Metro area West
313 $150,000 or more Now Married Metro area West
314 $25,000 to $49,999 Now Married Metro area South
315 $100,000 to $149,999 Now Married Metro area MidWest
316 $150,000 or more Now Married Metro area NorthEast
317 $100,000 to $149,999 Now Married Non-metro area South
318 $25,000 to $49,999 Divorced Non-metro area West
319 $100,000 to $149,999 Now Married Metro area South
320 $100,000 to $149,999 Now Married Metro area NorthEast
321 $50,000 to $74,999 Now Married Metro area South
322 $10,000 to $24,999 Now Married Non-metro area MidWest
323 $75,000 to $99,999 Now Married Non-metro area MidWest
324 $100,000 to $149,999 Now Married Metro area South
325 $150,000 or more Now Married Metro area NorthEast
326 $75,000 to $99,999 Now Married Metro area NorthEast
327 $50,000 to $74,999 Never married Metro area South
328 $25,000 to $49,999 Now Married Metro area West
329 $50,000 to $74,999 Widowed Non-metro area NorthEast
330 $75,000 to $99,999 Now Married Metro area West
331 $150,000 or more Never married Metro area West
332 $150,000 or more Now Married Metro area MidWest
333 $25,000 to $49,999 Widowed Metro area NorthEast
334 $75,000 to $99,999 Divorced Metro area South
335 $100,000 to $149,999 Now Married Metro area West
336 $100,000 to $149,999 Never married Metro area South
337 $150,000 or more Now Married Metro area NorthEast
338 $150,000 or more Now Married Metro area MidWest
339 $150,000 or more Now Married Metro area West
340 $150,000 or more Now Married Metro area MidWest
341 $10,000 to $24,999 Now Married Non-metro area South
342 $25,000 to $49,999 Now Married Non-metro area MidWest
343 $75,000 to $99,999 Widowed Metro area MidWest
344 $10,000 to $24,999 Never married Metro area NorthEast
345 $75,000 to $99,999 Now Married Metro area MidWest
346 Less than $10,000 Never married Metro area South
347 $50,000 to $74,999 Now Married Metro area MidWest
348 $150,000 or more Now Married Metro area West
349 $25,000 to $49,999 Widowed Metro area NorthEast
350 $10,000 to $24,999 Divorced Metro area South
351 $75,000 to $99,999 Now Married Non-metro area MidWest
352 $10,000 to $24,999 Now Married Metro area South
353 $150,000 or more Now Married Non-metro area West
354 $75,000 to $99,999 Now Married Metro area MidWest
355 $75,000 to $99,999 Separated Metro area NorthEast
356 $150,000 or more Now Married Metro area MidWest
357 $150,000 or more Now Married Metro area West
358 $50,000 to $74,999 Now Married Metro area West
359 $150,000 or more Never married Metro area West
360 $75,000 to $99,999 Now Married Metro area MidWest
361 $100,000 to $149,999 Now Married Non-metro area MidWest
362 $150,000 or more Now Married Metro area MidWest
363 $50,000 to $74,999 Now Married Metro area West
364 $150,000 or more Now Married Metro area West
365 $150,000 or more Now Married Metro area West
366 $150,000 or more Never married Metro area South
367 $25,000 to $49,999 Never married Metro area MidWest
368 $25,000 to $49,999 Now Married Metro area South
369 $150,000 or more Never married Metro area NorthEast
370 $100,000 to $149,999 Now Married Metro area West
371 $150,000 or more Divorced Metro area NorthEast
372 $25,000 to $49,999 Divorced Metro area South
373 $50,000 to $74,999 Never married Metro area South
374 $150,000 or more Now Married Metro area South
375 Less than $10,000 Never married Metro area South
376 $150,000 or more Now Married Non-metro area South
377 $25,000 to $49,999 Divorced Non-metro area South
378 $150,000 or more Never married Metro area MidWest
379 $150,000 or more Now Married Metro area NorthEast
380 $50,000 to $74,999 Now Married Metro area MidWest
381 $75,000 to $99,999 Now Married Metro area NorthEast
382 $150,000 or more Divorced Metro area South
383 $50,000 to $74,999 Now Married Metro area MidWest
384 $50,000 to $74,999 Now Married Metro area South
385 $100,000 to $149,999 Now Married Metro area MidWest
386 $25,000 to $49,999 Now Married Metro area NorthEast
387 $25,000 to $49,999 Separated Metro area NorthEast
388 $100,000 to $149,999 Now Married Metro area MidWest
389 $75,000 to $99,999 Now Married Metro area South
390 $150,000 or more Now Married Metro area West
391 $25,000 to $49,999 Now Married Metro area South
392 $25,000 to $49,999 Widowed Metro area West
393 $100,000 to $149,999 Now Married Metro area South
394 $50,000 to $74,999 Widowed Non-metro area South
395 $150,000 or more Now Married Metro area West
396 $75,000 to $99,999 Never married Metro area NorthEast
397 $100,000 to $149,999 Now Married Metro area NorthEast
398 $25,000 to $49,999 Never married Metro area MidWest
399 $75,000 to $99,999 Now Married Metro area South
400 $50,000 to $74,999 Never married Metro area South
401 $100,000 to $149,999 Now Married Metro area South
402 $150,000 or more Now Married Metro area South
403 $25,000 to $49,999 Divorced Metro area MidWest
404 $50,000 to $74,999 Now Married Metro area West
405 $25,000 to $49,999 Widowed Metro area South
406 $150,000 or more Now Married Metro area South
407 $150,000 or more Now Married Metro area MidWest
408 $100,000 to $149,999 Never married Metro area West
409 $75,000 to $99,999 Now Married Metro area South
410 $75,000 to $99,999 Now Married Non-metro area South
411 $100,000 to $149,999 Divorced Metro area NorthEast
412 $25,000 to $49,999 Now Married Metro area West
413 $150,000 or more Now Married Metro area MidWest
414 $150,000 or more Now Married Metro area South
415 $150,000 or more Widowed Metro area West
416 $150,000 or more Now Married Metro area NorthEast
417 $25,000 to $49,999 Widowed Metro area South
418 $10,000 to $24,999 Separated Metro area South
419 $100,000 to $149,999 Now Married Metro area NorthEast
420 $100,000 to $149,999 Now Married Metro area South
421 $25,000 to $49,999 Separated Metro area South
422 $50,000 to $74,999 Never married Metro area West
423 $100,000 to $149,999 Now Married Metro area South
424 $25,000 to $49,999 Now Married Metro area MidWest
425 $150,000 or more Now Married Metro area West
426 $150,000 or more Now Married Non-metro area MidWest
427 $50,000 to $74,999 Divorced Metro area South
428 $150,000 or more Now Married Metro area West
429 $75,000 to $99,999 Now Married Metro area West
430 $100,000 to $149,999 Never married Metro area West
431 $10,000 to $24,999 Now Married Metro area West
432 $50,000 to $74,999 Divorced Metro area West
433 $10,000 to $24,999 Widowed Metro area West
434 $150,000 or more Now Married Metro area West
435 $150,000 or more Now Married Metro area West
436 Less than $10,000 Now Married Metro area South
437 $100,000 to $149,999 Now Married Metro area West
438 $25,000 to $49,999 Now Married Metro area South
439 $75,000 to $99,999 Now Married Metro area West
440 $25,000 to $49,999 Now Married Metro area South
441 $50,000 to $74,999 Now Married Metro area South
442 $50,000 to $74,999 Never married Metro area West
443 $150,000 or more Now Married Non-metro area MidWest
444 $25,000 to $49,999 Widowed Non-metro area MidWest
445 $50,000 to $74,999 Divorced Non-metro area NorthEast
446 $100,000 to $149,999 Now Married Metro area South
447 $50,000 to $74,999 Now Married Non-metro area MidWest
448 $150,000 or more Never married Metro area South
449 $150,000 or more Now Married Metro area MidWest
450 Less than $10,000 Never married Metro area South
451 $10,000 to $24,999 Never married Non-metro area South
452 $50,000 to $74,999 Now Married Metro area South
453 $150,000 or more Now Married Metro area South
454 $50,000 to $74,999 Now Married Non-metro area West
455 $150,000 or more Divorced Metro area MidWest
456 $50,000 to $74,999 Widowed Metro area West
457 $25,000 to $49,999 Never married Non-metro area South
458 $100,000 to $149,999 Now Married Non-metro area NorthEast
459 $150,000 or more Now Married Metro area West
460 $50,000 to $74,999 Now Married Non-metro area MidWest
461 $10,000 to $24,999 Now Married Metro area West
462 $50,000 to $74,999 Now Married Metro area South
463 $100,000 to $149,999 Now Married Metro area West
464 $100,000 to $149,999 Now Married Metro area West
465 $50,000 to $74,999 Now Married Metro area NorthEast
466 $150,000 or more Never married Metro area South
467 $75,000 to $99,999 Divorced Metro area NorthEast
pprent
1 Owned or being bought by you or someone in your household
2 Owned or being bought by you or someone in your household
3 Owned or being bought by you or someone in your household
4 Owned or being bought by you or someone in your household
5 Owned or being bought by you or someone in your household
6 Owned or being bought by you or someone in your household
7 Owned or being bought by you or someone in your household
8 Owned or being bought by you or someone in your household
9 Owned or being bought by you or someone in your household
10 Occupied without payment of cash rent
11 Rented for cash
12 Owned or being bought by you or someone in your household
13 Rented for cash
14 Owned or being bought by you or someone in your household
15 Owned or being bought by you or someone in your household
16 Owned or being bought by you or someone in your household
17 Owned or being bought by you or someone in your household
18 Owned or being bought by you or someone in your household
19 Owned or being bought by you or someone in your household
20 Owned or being bought by you or someone in your household
21 Rented for cash
22 Owned or being bought by you or someone in your household
23 Owned or being bought by you or someone in your household
24 Owned or being bought by you or someone in your household
25 Owned or being bought by you or someone in your household
26 Owned or being bought by you or someone in your household
27 Owned or being bought by you or someone in your household
28 Owned or being bought by you or someone in your household
29 Owned or being bought by you or someone in your household
30 Owned or being bought by you or someone in your household
31 Owned or being bought by you or someone in your household
32 Owned or being bought by you or someone in your household
33 Owned or being bought by you or someone in your household
34 Owned or being bought by you or someone in your household
35 Owned or being bought by you or someone in your household
36 Owned or being bought by you or someone in your household
37 Owned or being bought by you or someone in your household
38 Rented for cash
39 Owned or being bought by you or someone in your household
40 Rented for cash
41 Owned or being bought by you or someone in your household
42 Rented for cash
43 Owned or being bought by you or someone in your household
44 Rented for cash
45 Owned or being bought by you or someone in your household
46 Owned or being bought by you or someone in your household
47 Owned or being bought by you or someone in your household
48 Owned or being bought by you or someone in your household
49 Owned or being bought by you or someone in your household
50 Owned or being bought by you or someone in your household
51 Owned or being bought by you or someone in your household
52 Rented for cash
53 Owned or being bought by you or someone in your household
54 Owned or being bought by you or someone in your household
55 Owned or being bought by you or someone in your household
56 Owned or being bought by you or someone in your household
57 Owned or being bought by you or someone in your household
58 Owned or being bought by you or someone in your household
59 Owned or being bought by you or someone in your household
60 Owned or being bought by you or someone in your household
61 Occupied without payment of cash rent
62 Rented for cash
63 Owned or being bought by you or someone in your household
64 Owned or being bought by you or someone in your household
65 Owned or being bought by you or someone in your household
66 Owned or being bought by you or someone in your household
67 Owned or being bought by you or someone in your household
68 Owned or being bought by you or someone in your household
69 Owned or being bought by you or someone in your household
70 Owned or being bought by you or someone in your household
71 Owned or being bought by you or someone in your household
72 Owned or being bought by you or someone in your household
73 Owned or being bought by you or someone in your household
74 Owned or being bought by you or someone in your household
75 Owned or being bought by you or someone in your household
76 Owned or being bought by you or someone in your household
77 Occupied without payment of cash rent
78 Owned or being bought by you or someone in your household
79 Owned or being bought by you or someone in your household
80 Owned or being bought by you or someone in your household
81 Rented for cash
82 Owned or being bought by you or someone in your household
83 Owned or being bought by you or someone in your household
84 Owned or being bought by you or someone in your household
85 Owned or being bought by you or someone in your household
86 Occupied without payment of cash rent
87 Owned or being bought by you or someone in your household
88 Owned or being bought by you or someone in your household
89 Owned or being bought by you or someone in your household
90 Owned or being bought by you or someone in your household
91 Owned or being bought by you or someone in your household
92 Owned or being bought by you or someone in your household
93 Rented for cash
94 Owned or being bought by you or someone in your household
95 Owned or being bought by you or someone in your household
96 Owned or being bought by you or someone in your household
97 Owned or being bought by you or someone in your household
98 Owned or being bought by you or someone in your household
99 Owned or being bought by you or someone in your household
100 Owned or being bought by you or someone in your household
101 Rented for cash
102 Owned or being bought by you or someone in your household
103 Owned or being bought by you or someone in your household
104 Rented for cash
105 Rented for cash
106 Owned or being bought by you or someone in your household
107 Owned or being bought by you or someone in your household
108 Owned or being bought by you or someone in your household
109 Owned or being bought by you or someone in your household
110 Owned or being bought by you or someone in your household
111 Owned or being bought by you or someone in your household
112 Owned or being bought by you or someone in your household
113 Owned or being bought by you or someone in your household
114 Owned or being bought by you or someone in your household
115 Owned or being bought by you or someone in your household
116 Owned or being bought by you or someone in your household
117 Owned or being bought by you or someone in your household
118 Owned or being bought by you or someone in your household
119 Rented for cash
120 Owned or being bought by you or someone in your household
121 Owned or being bought by you or someone in your household
122 Owned or being bought by you or someone in your household
123 Owned or being bought by you or someone in your household
124 Owned or being bought by you or someone in your household
125 Rented for cash
126 Owned or being bought by you or someone in your household
127 Owned or being bought by you or someone in your household
128 Owned or being bought by you or someone in your household
129 Owned or being bought by you or someone in your household
130 Owned or being bought by you or someone in your household
131 Owned or being bought by you or someone in your household
132 Owned or being bought by you or someone in your household
133 Owned or being bought by you or someone in your household
134 Rented for cash
135 Owned or being bought by you or someone in your household
136 Owned or being bought by you or someone in your household
137 Owned or being bought by you or someone in your household
138 Owned or being bought by you or someone in your household
139 Owned or being bought by you or someone in your household
140 Owned or being bought by you or someone in your household
141 Owned or being bought by you or someone in your household
142 Rented for cash
143 Owned or being bought by you or someone in your household
144 Owned or being bought by you or someone in your household
145 Owned or being bought by you or someone in your household
146 Owned or being bought by you or someone in your household
147 Owned or being bought by you or someone in your household
148 Rented for cash
149 Owned or being bought by you or someone in your household
150 Rented for cash
151 Owned or being bought by you or someone in your household
152 Owned or being bought by you or someone in your household
153 Owned or being bought by you or someone in your household
154 Owned or being bought by you or someone in your household
155 Owned or being bought by you or someone in your household
156 Occupied without payment of cash rent
157 Owned or being bought by you or someone in your household
158 Owned or being bought by you or someone in your household
159 Owned or being bought by you or someone in your household
160 Owned or being bought by you or someone in your household
161 Owned or being bought by you or someone in your household
162 Owned or being bought by you or someone in your household
163 Owned or being bought by you or someone in your household
164 Owned or being bought by you or someone in your household
165 Owned or being bought by you or someone in your household
166 Owned or being bought by you or someone in your household
167 Owned or being bought by you or someone in your household
168 Owned or being bought by you or someone in your household
169 Owned or being bought by you or someone in your household
170 Owned or being bought by you or someone in your household
171 Owned or being bought by you or someone in your household
172 Owned or being bought by you or someone in your household
173 Owned or being bought by you or someone in your household
174 Owned or being bought by you or someone in your household
175 Occupied without payment of cash rent
176 Owned or being bought by you or someone in your household
177 Rented for cash
178 Owned or being bought by you or someone in your household
179 Rented for cash
180 Owned or being bought by you or someone in your household
181 Owned or being bought by you or someone in your household
182 Owned or being bought by you or someone in your household
183 Rented for cash
184 Rented for cash
185 Rented for cash
186 Owned or being bought by you or someone in your household
187 Owned or being bought by you or someone in your household
188 Owned or being bought by you or someone in your household
189 Owned or being bought by you or someone in your household
190 Owned or being bought by you or someone in your household
191 Owned or being bought by you or someone in your household
192 Owned or being bought by you or someone in your household
193 Owned or being bought by you or someone in your household
194 Owned or being bought by you or someone in your household
195 Owned or being bought by you or someone in your household
196 Rented for cash
197 Owned or being bought by you or someone in your household
198 Owned or being bought by you or someone in your household
199 Owned or being bought by you or someone in your household
200 Owned or being bought by you or someone in your household
201 Owned or being bought by you or someone in your household
202 Owned or being bought by you or someone in your household
203 Owned or being bought by you or someone in your household
204 Rented for cash
205 Owned or being bought by you or someone in your household
206 Owned or being bought by you or someone in your household
207 Rented for cash
208 Owned or being bought by you or someone in your household
209 Owned or being bought by you or someone in your household
210 Owned or being bought by you or someone in your household
211 Rented for cash
212 Owned or being bought by you or someone in your household
213 Rented for cash
214 Owned or being bought by you or someone in your household
215 Owned or being bought by you or someone in your household
216 Owned or being bought by you or someone in your household
217 Owned or being bought by you or someone in your household
218 Owned or being bought by you or someone in your household
219 Owned or being bought by you or someone in your household
220 Owned or being bought by you or someone in your household
221 Owned or being bought by you or someone in your household
222 Owned or being bought by you or someone in your household
223 Rented for cash
224 Owned or being bought by you or someone in your household
225 Owned or being bought by you or someone in your household
226 Owned or being bought by you or someone in your household
227 Owned or being bought by you or someone in your household
228 Owned or being bought by you or someone in your household
229 Owned or being bought by you or someone in your household
230 Owned or being bought by you or someone in your household
231 Owned or being bought by you or someone in your household
232 Owned or being bought by you or someone in your household
233 Rented for cash
234 Owned or being bought by you or someone in your household
235 Owned or being bought by you or someone in your household
236 Owned or being bought by you or someone in your household
237 Owned or being bought by you or someone in your household
238 Owned or being bought by you or someone in your household
239 Owned or being bought by you or someone in your household
240 Owned or being bought by you or someone in your household
241 Owned or being bought by you or someone in your household
242 Rented for cash
243 Owned or being bought by you or someone in your household
244 Rented for cash
245 Owned or being bought by you or someone in your household
246 Owned or being bought by you or someone in your household
247 Rented for cash
248 Owned or being bought by you or someone in your household
249 Owned or being bought by you or someone in your household
250 Owned or being bought by you or someone in your household
251 Rented for cash
252 Owned or being bought by you or someone in your household
253 Rented for cash
254 Rented for cash
255 Owned or being bought by you or someone in your household
256 Owned or being bought by you or someone in your household
257 Owned or being bought by you or someone in your household
258 Owned or being bought by you or someone in your household
259 Owned or being bought by you or someone in your household
260 Owned or being bought by you or someone in your household
261 Rented for cash
262 Owned or being bought by you or someone in your household
263 Owned or being bought by you or someone in your household
264 Owned or being bought by you or someone in your household
265 Owned or being bought by you or someone in your household
266 Owned or being bought by you or someone in your household
267 Owned or being bought by you or someone in your household
268 Owned or being bought by you or someone in your household
269 Owned or being bought by you or someone in your household
270 Rented for cash
271 Rented for cash
272 Owned or being bought by you or someone in your household
273 Rented for cash
274 Owned or being bought by you or someone in your household
275 Owned or being bought by you or someone in your household
276 Owned or being bought by you or someone in your household
277 Owned or being bought by you or someone in your household
278 Owned or being bought by you or someone in your household
279 Owned or being bought by you or someone in your household
280 Rented for cash
281 Rented for cash
282 Owned or being bought by you or someone in your household
283 Owned or being bought by you or someone in your household
284 Owned or being bought by you or someone in your household
285 Owned or being bought by you or someone in your household
286 Owned or being bought by you or someone in your household
287 Owned or being bought by you or someone in your household
288 Rented for cash
289 Owned or being bought by you or someone in your household
290 Owned or being bought by you or someone in your household
291 Owned or being bought by you or someone in your household
292 Rented for cash
293 Owned or being bought by you or someone in your household
294 Owned or being bought by you or someone in your household
295 Owned or being bought by you or someone in your household
296 Owned or being bought by you or someone in your household
297 Owned or being bought by you or someone in your household
298 Owned or being bought by you or someone in your household
299 Owned or being bought by you or someone in your household
300 Owned or being bought by you or someone in your household
301 Owned or being bought by you or someone in your household
302 Owned or being bought by you or someone in your household
303 Rented for cash
304 Owned or being bought by you or someone in your household
305 Rented for cash
306 Owned or being bought by you or someone in your household
307 Owned or being bought by you or someone in your household
308 Owned or being bought by you or someone in your household
309 Owned or being bought by you or someone in your household
310 Owned or being bought by you or someone in your household
311 Owned or being bought by you or someone in your household
312 Rented for cash
313 Owned or being bought by you or someone in your household
314 Owned or being bought by you or someone in your household
315 Rented for cash
316 Owned or being bought by you or someone in your household
317 Owned or being bought by you or someone in your household
318 Owned or being bought by you or someone in your household
319 Rented for cash
320 Owned or being bought by you or someone in your household
321 Owned or being bought by you or someone in your household
322 Rented for cash
323 Owned or being bought by you or someone in your household
324 Owned or being bought by you or someone in your household
325 Owned or being bought by you or someone in your household
326 Owned or being bought by you or someone in your household
327 Rented for cash
328 Rented for cash
329 Owned or being bought by you or someone in your household
330 Rented for cash
331 Owned or being bought by you or someone in your household
332 Owned or being bought by you or someone in your household
333 Owned or being bought by you or someone in your household
334 Owned or being bought by you or someone in your household
335 Owned or being bought by you or someone in your household
336 Owned or being bought by you or someone in your household
337 Owned or being bought by you or someone in your household
338 Owned or being bought by you or someone in your household
339 Owned or being bought by you or someone in your household
340 Owned or being bought by you or someone in your household
341 Rented for cash
342 Owned or being bought by you or someone in your household
343 Owned or being bought by you or someone in your household
344 Rented for cash
345 Owned or being bought by you or someone in your household
346 Rented for cash
347 Owned or being bought by you or someone in your household
348 Occupied without payment of cash rent
349 Owned or being bought by you or someone in your household
350 Rented for cash
351 Owned or being bought by you or someone in your household
352 Owned or being bought by you or someone in your household
353 Owned or being bought by you or someone in your household
354 Owned or being bought by you or someone in your household
355 Rented for cash
356 Rented for cash
357 Owned or being bought by you or someone in your household
358 Owned or being bought by you or someone in your household
359 Rented for cash
360 Owned or being bought by you or someone in your household
361 Owned or being bought by you or someone in your household
362 Owned or being bought by you or someone in your household
363 Owned or being bought by you or someone in your household
364 Rented for cash
365 Owned or being bought by you or someone in your household
366 Owned or being bought by you or someone in your household
367 Rented for cash
368 Owned or being bought by you or someone in your household
369 Rented for cash
370 Owned or being bought by you or someone in your household
371 Rented for cash
372 Owned or being bought by you or someone in your household
373 Owned or being bought by you or someone in your household
374 Owned or being bought by you or someone in your household
375 Owned or being bought by you or someone in your household
376 Owned or being bought by you or someone in your household
377 Owned or being bought by you or someone in your household
378 Rented for cash
379 Owned or being bought by you or someone in your household
380 Owned or being bought by you or someone in your household
381 Rented for cash
382 Owned or being bought by you or someone in your household
383 Owned or being bought by you or someone in your household
384 Owned or being bought by you or someone in your household
385 Owned or being bought by you or someone in your household
386 Rented for cash
387 Rented for cash
388 Owned or being bought by you or someone in your household
389 Owned or being bought by you or someone in your household
390 Owned or being bought by you or someone in your household
391 Owned or being bought by you or someone in your household
392 Owned or being bought by you or someone in your household
393 Owned or being bought by you or someone in your household
394 Owned or being bought by you or someone in your household
395 Owned or being bought by you or someone in your household
396 Owned or being bought by you or someone in your household
397 Owned or being bought by you or someone in your household
398 Rented for cash
399 Owned or being bought by you or someone in your household
400 Owned or being bought by you or someone in your household
401 Owned or being bought by you or someone in your household
402 Occupied without payment of cash rent
403 Rented for cash
404 Rented for cash
405 Owned or being bought by you or someone in your household
406 Owned or being bought by you or someone in your household
407 Owned or being bought by you or someone in your household
408 Owned or being bought by you or someone in your household
409 Rented for cash
410 Rented for cash
411 Rented for cash
412 Owned or being bought by you or someone in your household
413 Owned or being bought by you or someone in your household
414 Owned or being bought by you or someone in your household
415 Owned or being bought by you or someone in your household
416 Owned or being bought by you or someone in your household
417 Rented for cash
418 Rented for cash
419 Owned or being bought by you or someone in your household
420 Owned or being bought by you or someone in your household
421 Rented for cash
422 Owned or being bought by you or someone in your household
423 Owned or being bought by you or someone in your household
424 Owned or being bought by you or someone in your household
425 Owned or being bought by you or someone in your household
426 Owned or being bought by you or someone in your household
427 Owned or being bought by you or someone in your household
428 Owned or being bought by you or someone in your household
429 Rented for cash
430 Owned or being bought by you or someone in your household
431 Rented for cash
432 Owned or being bought by you or someone in your household
433 Owned or being bought by you or someone in your household
434 Owned or being bought by you or someone in your household
435 Owned or being bought by you or someone in your household
436 Rented for cash
437 Owned or being bought by you or someone in your household
438 Rented for cash
439 Rented for cash
440 Owned or being bought by you or someone in your household
441 Owned or being bought by you or someone in your household
442 Owned or being bought by you or someone in your household
443 Owned or being bought by you or someone in your household
444 Owned or being bought by you or someone in your household
445 Rented for cash
446 Owned or being bought by you or someone in your household
447 Owned or being bought by you or someone in your household
448 Owned or being bought by you or someone in your household
449 Owned or being bought by you or someone in your household
450 Rented for cash
451 Occupied without payment of cash rent
452 Owned or being bought by you or someone in your household
453 Owned or being bought by you or someone in your household
454 Owned or being bought by you or someone in your household
455 Owned or being bought by you or someone in your household
456 Owned or being bought by you or someone in your household
457 Rented for cash
458 Owned or being bought by you or someone in your household
459 Owned or being bought by you or someone in your household
460 Owned or being bought by you or someone in your household
461 Owned or being bought by you or someone in your household
462 Owned or being bought by you or someone in your household
463 Owned or being bought by you or someone in your household
464 Owned or being bought by you or someone in your household
465 Owned or being bought by you or someone in your household
466 Owned or being bought by you or someone in your household
467 Owned or being bought by you or someone in your household
ppstaten PPWORKA ppemploy
1 Florida Retired Not working
2 Kentucky Retired Not working
3 Florida Retired Not working
4 Pennsylvania Retired Not working
5 Michigan Retired Not working
6 Missouri Employed part-time (by someone else) Working part-time
7 Georgia Retired Not working
8 Washington Homemaker Not working
9 New Hampshire Employed full-time (by someone else) Working full-time
10 Pennsylvania Other Not working
11 Maryland Employed full-time (by someone else) Working full-time
12 California Retired Not working
13 Arizona Employed full-time (by someone else) Working full-time
14 Texas Retired Not working
15 New Jersey Employed full-time (by someone else) Working full-time
16 North Dakota Employed full-time (by someone else) Working full-time
17 Connecticut Employed full-time (by someone else) Working full-time
18 Michigan Retired Not working
19 Michigan Retired Not working
20 Massachusetts Employed full-time (by someone else) Working full-time
21 California Employed full-time (by someone else) Working full-time
22 Oregon Employed full-time (by someone else) Working full-time
23 California Retired Not working
24 Texas Retired Not working
25 California Employed full-time (by someone else) Working full-time
26 Illinois Employed full-time (by someone else) Working full-time
27 Arkansas Retired Not working
28 South Carolina Retired Not working
29 Pennsylvania Retired Not working
30 Tennessee Employed full-time (by someone else) Working full-time
31 Arizona Homemaker Not working
32 Hawaii Retired Not working
33 Kansas Employed full-time (by someone else) Working full-time
34 Pennsylvania Retired Working full-time
35 Texas Employed full-time (by someone else) Working full-time
36 Pennsylvania Employed full-time (by someone else) Working full-time
37 California Homemaker Not working
38 Pennsylvania Employed full-time (by someone else) Working full-time
39 Colorado Self-employed Working full-time
40 Washington Employed full-time (by someone else) Working part-time
41 Louisiana Employed full-time (by someone else) Working full-time
42 Georgia Homemaker Not working
43 Texas Retired Not working
44 Virginia Other Working full-time
45 Georgia Employed full-time (by someone else) Working full-time
46 Wisconsin Retired Not working
47 Wisconsin Retired Not working
48 Vermont Retired Not working
49 Florida Retired Not working
50 Ohio Self-employed Working full-time
51 Pennsylvania Retired Not working
52 Missouri Retired Not working
53 North Carolina Retired Not working
54 New Jersey Retired Not working
55 New York Employed full-time (by someone else) Working full-time
56 Kentucky Retired Not working
57 Texas Retired Not working
58 Nevada Employed full-time (by someone else) Working full-time
59 Pennsylvania Self-employed Working full-time
60 Ohio Retired Not working
61 Michigan Retired Not working
62 Arizona Retired Not working
63 Texas Retired Not working
64 New York Retired Not working
65 Florida Retired Working part-time
66 Nebraska Retired Not working
67 Hawaii Retired Not working
68 Idaho Retired Not working
69 Connecticut Retired Not working
70 Ohio Retired Not working
71 Louisiana Employed full-time (by someone else) Working full-time
72 South Carolina Retired Not working
73 Wisconsin Employed full-time (by someone else) Working full-time
74 Kentucky Retired Not working
75 Pennsylvania Retired Not working
76 Florida Retired Not working
77 Louisiana Retired Not working
78 Florida Employed full-time (by someone else) Working full-time
79 Pennsylvania Employed full-time (by someone else) Working full-time
80 Ohio Homemaker Not working
81 New York Self-employed Working full-time
82 Texas Retired Not working
83 Alabama Retired Not working
84 California Homemaker Not working
85 Minnesota Retired Not working
86 Pennsylvania Homemaker Not working
87 Illinois Employed full-time (by someone else) Working full-time
88 Illinois Self-employed Working part-time
89 Colorado Retired Not working
90 Illinois Employed full-time (by someone else) Working full-time
91 New Jersey Retired Not working
92 Montana Retired Not working
93 Utah Employed full-time (by someone else) Working full-time
94 New Mexico Retired Not working
95 California Employed full-time (by someone else) Working full-time
96 Nevada Retired Not working
97 Michigan Homemaker Not working
98 Ohio Employed full-time (by someone else) Working full-time
99 Florida Employed full-time (by someone else) Working full-time
100 Florida Employed full-time (by someone else) Working full-time
101 Maryland Retired Not working
102 Florida Employed full-time (by someone else) Working full-time
103 Arkansas Employed part-time (by someone else) Working part-time
104 California Retired Working part-time
105 Kansas Currently laid off Not working
106 Oklahoma Currently laid off Not working
107 New York Retired Not working
108 Ohio Employed part-time (by someone else) Working full-time
109 New Mexico Employed full-time (by someone else) Working full-time
110 Pennsylvania Retired Not working
111 Texas Employed full-time (by someone else) Working full-time
112 Michigan Retired Not working
113 Ohio Retired Not working
114 Illinois Retired Not working
115 Illinois Employed full-time (by someone else) Working full-time
116 Florida Employed full-time (by someone else) Working full-time
117 Ohio Employed full-time (by someone else) Working full-time
118 Wisconsin Employed part-time (by someone else) Working part-time
119 Texas Homemaker Not working
120 California Retired Not working
121 California Self-employed Working full-time
122 Florida Employed full-time (by someone else) Working full-time
123 Oregon Other Working full-time
124 New Hampshire Employed full-time (by someone else) Working full-time
125 Ohio Retired Not working
126 Washington Retired Not working
127 Wisconsin Other Working part-time
128 Massachusetts Employed full-time (by someone else) Working full-time
129 New Jersey Employed full-time (by someone else) Working full-time
130 Georgia Employed full-time (by someone else) Working full-time
131 Ohio Retired Not working
132 Michigan Retired Not working
133 Alabama Employed full-time (by someone else) Working full-time
134 Pennsylvania Employed full-time (by someone else) Working full-time
135 Arizona Employed full-time (by someone else) Working full-time
136 Tennessee Employed full-time (by someone else) Working full-time
137 Florida Employed full-time (by someone else) Working full-time
138 California Employed full-time (by someone else) Working full-time
139 Georgia Employed full-time (by someone else) Working full-time
140 Texas Employed full-time (by someone else) Working full-time
141 California Retired Not working
142 Oklahoma Retired Working full-time
143 New Jersey Retired Not working
144 Arizona Employed full-time (by someone else) Working full-time
145 Kansas Employed full-time (by someone else) Working part-time
146 Florida Retired Not working
147 Florida Retired Not working
148 Ohio Employed full-time (by someone else) Working full-time
149 Utah Employed full-time (by someone else) Working full-time
150 Texas Other Not working
151 Maryland Employed full-time (by someone else) Working full-time
152 Louisiana Employed full-time (by someone else) Working full-time
153 Oregon Employed full-time (by someone else) Working full-time
154 Minnesota Employed full-time (by someone else) Working full-time
155 Florida Employed full-time (by someone else) Working full-time
156 California Employed full-time (by someone else) Working full-time
157 New Jersey Employed full-time (by someone else) Working full-time
158 Georgia Employed full-time (by someone else) Working full-time
159 Oregon Retired Not working
160 Wisconsin Employed full-time (by someone else) Working full-time
161 Indiana Retired Not working
162 North Carolina Employed part-time (by someone else) Working part-time
163 Illinois Employed full-time (by someone else) Working full-time
164 Texas Homemaker Not working
165 Texas Retired Not working
166 Georgia Employed full-time (by someone else) Working full-time
167 Hawaii Employed full-time (by someone else) Working full-time
168 North Carolina Employed full-time (by someone else) Working full-time
169 Washington Employed full-time (by someone else) Working full-time
170 Tennessee Retired Not working
171 Colorado Employed full-time (by someone else) Working full-time
172 Missouri Retired Not working
173 Pennsylvania Employed part-time (by someone else) Working part-time
174 South Carolina Self-employed Working part-time
175 Missouri Self-employed Not working
176 Texas Retired Not working
177 Illinois Employed full-time (by someone else) Working full-time
178 Florida Retired Not working
179 California Employed part-time (by someone else) Not working
180 Wisconsin Retired Not working
181 Massachusetts Retired Not working
182 Kentucky Self-employed Working full-time
183 Texas Employed full-time (by someone else) Working full-time
184 Pennsylvania Employed full-time (by someone else) Working full-time
185 California Retired Working full-time
186 Washington Retired Not working
187 Massachusetts Self-employed Working full-time
188 Texas Retired Not working
189 Illinois Employed full-time (by someone else) Working full-time
190 Michigan Retired Not working
191 Florida Retired Not working
192 Illinois Employed part-time (by someone else) Working part-time
193 Utah Self-employed Working part-time
194 Florida Employed full-time (by someone else) Working full-time
195 Maryland Employed full-time (by someone else) Working full-time
196 Oregon Retired Not working
197 Alabama Employed full-time (by someone else) Working full-time
198 North Carolina Employed full-time (by someone else) Working full-time
199 Arkansas Other Not working
200 Kentucky Retired Not working
201 Illinois Employed full-time (by someone else) Working full-time
202 Virginia Employed full-time (by someone else) Working full-time
203 Arizona Homemaker Working full-time
204 New Jersey Employed full-time (by someone else) Working full-time
205 Illinois Employed full-time (by someone else) Working full-time
206 California Retired Working part-time
207 Pennsylvania Employed part-time (by someone else) Working part-time
208 Ohio Retired Not working
209 South Dakota Employed full-time (by someone else) Working full-time
210 Pennsylvania Retired Not working
211 Tennessee Other Not working
212 North Carolina Employed full-time (by someone else) Working full-time
213 Oregon Employed full-time (by someone else) Working full-time
214 Mississippi Retired Not working
215 Nebraska Retired Not working
216 Maryland Employed full-time (by someone else) Working full-time
217 Massachusetts Homemaker Working full-time
218 Florida Retired Not working
219 Texas Retired Working part-time
220 Massachusetts Retired Not working
221 Illinois Employed full-time (by someone else) Working full-time
222 North Carolina Retired Not working
223 California Employed full-time (by someone else) Working full-time
224 Texas Retired Not working
225 Virginia Retired Not working
226 Pennsylvania Retired Not working
227 Pennsylvania Self-employed Working part-time
228 Utah Employed full-time (by someone else) Working full-time
229 Massachusetts Self-employed Working part-time
230 Massachusetts Employed full-time (by someone else) Working full-time
231 Nevada Self-employed Working full-time
232 Illinois Employed part-time (by someone else) Working part-time
233 Arkansas Retired Working part-time
234 Arkansas Employed full-time (by someone else) Working full-time
235 Tennessee Employed full-time (by someone else) Working full-time
236 Kentucky Retired Not working
237 Georgia Retired Not working
238 Nevada Retired Not working
239 California Retired Not working
240 Kentucky Employed full-time (by someone else) Working full-time
241 Missouri Self-employed Working full-time
242 Oregon Retired Not working
243 California Retired Not working
244 Michigan Retired Not working
245 Pennsylvania Retired Not working
246 Texas Employed full-time (by someone else) Working full-time
247 South Carolina On furlough Working part-time
248 Washington Employed full-time (by someone else) Working full-time
249 Utah Employed part-time (by someone else) Working part-time
250 Washington Homemaker Not working
251 Michigan Homemaker Not working
252 Ohio Employed full-time (by someone else) Working full-time
253 Delaware Retired Not working
254 Georgia Employed full-time (by someone else) Working full-time
255 Texas Employed part-time (by someone else) Working part-time
256 New Jersey Homemaker Not working
257 Virginia Employed full-time (by someone else) Working full-time
258 New York Employed full-time (by someone else) Working full-time
259 North Carolina Retired Not working
260 New Jersey Employed full-time (by someone else) Working full-time
261 Virginia Retired Working part-time
262 South Carolina Employed full-time (by someone else) Working full-time
263 Virginia Employed full-time (by someone else) Working full-time
264 Oklahoma Retired Working part-time
265 Washington Employed full-time (by someone else) Working full-time
266 Ohio Retired Not working
267 California Employed full-time (by someone else) Working full-time
268 Wisconsin Employed full-time (by someone else) Working full-time
269 Connecticut Employed full-time (by someone else) Working full-time
270 Mississippi Homemaker Not working
271 Texas Retired Not working
272 New Jersey Currently laid off Not working
273 California Employed full-time (by someone else) Working full-time
274 New Jersey Retired Not working
275 Pennsylvania Retired Not working
276 Massachusetts Employed full-time (by someone else) Working full-time
277 California Retired Not working
278 North Carolina Employed full-time (by someone else) Working full-time
279 Florida Retired Not working
280 Pennsylvania Employed full-time (by someone else) Working full-time
281 California Employed part-time (by someone else) Working part-time
282 Kentucky Homemaker Not working
283 District of Columbia Retired Not working
284 California Other Working full-time
285 Oregon Employed part-time (by someone else) Working part-time
286 South Carolina Retired Not working
287 South Dakota Employed full-time (by someone else) Working full-time
288 Illinois Currently laid off Not working
289 West Virginia Employed full-time (by someone else) Working full-time
290 Illinois Self-employed Working full-time
291 Arizona Employed full-time (by someone else) Working full-time
292 Arizona Employed full-time (by someone else) Working full-time
293 Michigan Retired Not working
294 Virginia Other Not working
295 Florida Retired Not working
296 Kentucky Employed full-time (by someone else) Working full-time
297 Wyoming Other Working full-time
298 Utah Employed full-time (by someone else) Working full-time
299 Illinois Employed full-time (by someone else) Working full-time
300 New York Retired Not working
301 New York Retired Not working
302 Georgia Homemaker Not working
303 New Jersey Self-employed Working full-time
304 South Carolina Retired Not working
305 Maryland Employed full-time (by someone else) Working full-time
306 North Dakota Employed full-time (by someone else) Working full-time
307 Missouri Homemaker Not working
308 Utah Employed full-time (by someone else) Working full-time
309 Oregon Self-employed Working full-time
310 California Retired Not working
311 Texas Employed full-time (by someone else) Working full-time
312 California Homemaker Not working
313 Washington Employed full-time (by someone else) Working full-time
314 Florida Self-employed Working part-time
315 Ohio Employed full-time (by someone else) Working full-time
316 Massachusetts Retired Working part-time
317 North Carolina Employed full-time (by someone else) Not working
318 Montana Retired Not working
319 Texas Self-employed Working full-time
320 Maine Employed full-time (by someone else) Working full-time
321 Georgia Retired Not working
322 Iowa Employed part-time (by someone else) Working full-time
323 Michigan Retired Not working
324 Maryland Employed full-time (by someone else) Working full-time
325 Pennsylvania Self-employed Working full-time
326 Massachusetts Employed full-time (by someone else) Working full-time
327 Texas Currently laid off Not working
328 California Homemaker Not working
329 Maine Retired Not working
330 California Retired Working full-time
331 California Employed full-time (by someone else) Working full-time
332 Missouri Employed full-time (by someone else) Working full-time
333 Massachusetts Retired Not working
334 Florida Employed full-time (by someone else) Working full-time
335 Arizona Retired Not working
336 Texas Employed full-time (by someone else) Working full-time
337 New Jersey Self-employed Working full-time
338 Michigan Employed part-time (by someone else) Working part-time
339 Utah Employed full-time (by someone else) Working full-time
340 Ohio Employed full-time (by someone else) Working full-time
341 Texas Employed full-time (by someone else) Working full-time
342 Kansas Self-employed Working full-time
343 North Dakota Retired Not working
344 New York Other Not working
345 Illinois Retired Not working
346 North Carolina Employed full-time (by someone else) Not working
347 Ohio Employed full-time (by someone else) Working full-time
348 Colorado Employed full-time (by someone else) Working full-time
349 New Jersey Employed part-time (by someone else) Working part-time
350 Florida Currently laid off Not working
351 Iowa Employed full-time (by someone else) Working full-time
352 North Carolina Homemaker Working part-time
353 California Employed full-time (by someone else) Working full-time
354 Missouri Employed full-time (by someone else) Working full-time
355 New Jersey Employed full-time (by someone else) Working full-time
356 Illinois Retired Not working
357 California Retired Not working
358 Arizona Retired Working part-time
359 California Employed full-time (by someone else) Working full-time
360 Indiana Homemaker Not working
361 Kansas Homemaker Not working
362 Michigan Employed full-time (by someone else) Working full-time
363 Oregon Self-employed Working part-time
364 Oregon Employed full-time (by someone else) Working full-time
365 California Self-employed Working full-time
366 Virginia Employed full-time (by someone else) Working full-time
367 Indiana Employed full-time (by someone else) Working full-time
368 Florida Retired Not working
369 New York Currently laid off Not working
370 California Employed full-time (by someone else) Working full-time
371 Massachusetts Employed full-time (by someone else) Working full-time
372 Texas Retired Not working
373 Virginia Employed full-time (by someone else) Working full-time
374 North Carolina Self-employed Working part-time
375 Texas Other Not working
376 Texas Employed part-time (by someone else) Working part-time
377 Texas Employed full-time (by someone else) Working full-time
378 Illinois Employed full-time (by someone else) Working full-time
379 New York Retired Not working
380 Ohio Employed full-time (by someone else) Working full-time
381 New York Employed full-time (by someone else) Working full-time
382 Virginia Retired Not working
383 Wisconsin Employed part-time (by someone else) Working part-time
384 Virginia Employed full-time (by someone else) Working full-time
385 Michigan Employed full-time (by someone else) Working full-time
386 Pennsylvania Employed full-time (by someone else) Working full-time
387 New Jersey Employed full-time (by someone else) Working full-time
388 Michigan Retired Not working
389 Virginia Employed full-time (by someone else) Working full-time
390 Washington Homemaker Working part-time
391 Virginia Other Not working
392 Arizona Retired Not working
393 North Carolina Employed full-time (by someone else) Working full-time
394 Arkansas Employed full-time (by someone else) Working full-time
395 California Homemaker Not working
396 Pennsylvania Retired Not working
397 New Jersey Retired Not working
398 Wisconsin Homemaker Not working
399 Texas Employed full-time (by someone else) Working full-time
400 Florida Employed full-time (by someone else) Working full-time
401 Louisiana Employed full-time (by someone else) Working full-time
402 Georgia Self-employed Working full-time
403 Nebraska Other Not working
404 California Employed full-time (by someone else) Working full-time
405 Texas Retired Not working
406 South Carolina Employed full-time (by someone else) Working full-time
407 Minnesota Homemaker Not working
408 California Retired Not working
409 Virginia Employed full-time (by someone else) Working full-time
410 Tennessee Homemaker Not working
411 New York Employed full-time (by someone else) Working full-time
412 Idaho Retired Not working
413 Ohio Retired Not working
414 Florida Employed full-time (by someone else) Working full-time
415 California Employed part-time (by someone else) Working part-time
416 Connecticut Retired Not working
417 Georgia Employed full-time (by someone else) Working full-time
418 Florida Retired Not working
419 New York Employed full-time (by someone else) Working full-time
420 Texas Currently laid off Working full-time
421 Florida Homemaker Working part-time
422 California Other Not working
423 Texas Retired Not working
424 Minnesota Retired Not working
425 Washington Employed full-time (by someone else) Working full-time
426 Minnesota Employed full-time (by someone else) Working full-time
427 Texas Employed full-time (by someone else) Working full-time
428 Washington Employed full-time (by someone else) Working full-time
429 Washington Employed full-time (by someone else) Working full-time
430 Washington Retired Not working
431 California Employed full-time (by someone else) Working full-time
432 Washington Employed full-time (by someone else) Working full-time
433 Arizona Retired Not working
434 Washington Employed full-time (by someone else) Working full-time
435 Arizona Employed full-time (by someone else) Working full-time
436 South Carolina Other Working full-time
437 California Self-employed Working part-time
438 Texas Homemaker Not working
439 California Employed full-time (by someone else) Working full-time
440 South Carolina Retired Not working
441 Oklahoma Retired Not working
442 Colorado Other Not working
443 Ohio Employed full-time (by someone else) Working full-time
444 Iowa Retired Working part-time
445 Vermont Employed full-time (by someone else) Working full-time
446 South Carolina Retired Not working
447 Missouri Employed full-time (by someone else) Working full-time
448 Tennessee Employed full-time (by someone else) Working full-time
449 Indiana Employed full-time (by someone else) Working full-time
450 Louisiana Retired Not working
451 Mississippi Currently laid off Working part-time
452 North Carolina Homemaker Not working
453 Maryland Retired Not working
454 New Mexico Retired Working part-time
455 Minnesota Employed full-time (by someone else) Working full-time
456 California Employed full-time (by someone else) Working full-time
457 Tennessee Employed full-time (by someone else) Working full-time
458 Pennsylvania Employed full-time (by someone else) Working full-time
459 Washington Employed full-time (by someone else) Working full-time
460 North Dakota Retired Not working
461 California Employed part-time (by someone else) Working part-time
462 Kentucky Retired Not working
463 Montana Employed full-time (by someone else) Working full-time
464 Arizona Employed full-time (by someone else) Working full-time
465 Connecticut Retired Not working
466 Florida Employed full-time (by someone else) Working full-time
467 New Hampshire Employed full-time (by someone else) Working full-time
Q1_a Q1_b Q1_c Q1_d Q1_e Q1_f
1 Approve Approve Disapprove Approve Approve Disapprove
2 Approve Approve Approve Approve Approve Approve
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452 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
453 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
454 Approve Approve Approve Approve Approve Approve
455 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
456 Approve Approve Approve Disapprove Disapprove Approve
457 Disapprove Disapprove Disapprove Disapprove Disapprove Skipped
458 Approve Approve Approve Approve Approve Approve
459 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
460 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
461 Approve Disapprove Approve Disapprove Disapprove Approve
462 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
463 Approve Approve Approve Approve Approve Approve
464 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
465 Approve Disapprove Approve Disapprove Disapprove Approve
466 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
467 Approve Disapprove Disapprove Approve Disapprove Disapprove
Q2 Q3 Q4 Q5 QPID ABCAGE
1 Not so concerned Yes Good Optimistic A Democrat 65+
2 Somewhat concerned Yes Good Optimistic An Independent 65+
3 Very concerned Yes Poor Pessimistic Something else 65+
4 Somewhat concerned Yes Excellent Pessimistic An Independent 65+
5 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
6 Not so concerned Yes Excellent Optimistic A Democrat 65+
7 Very concerned Yes Good Pessimistic A Democrat 65+
8 Somewhat concerned Yes Excellent Optimistic An Independent 65+
9 Very concerned Yes Good Pessimistic An Independent 30-49
10 Somewhat concerned Yes Poor Pessimistic An Independent 50-64
11 Not so concerned Yes Good Optimistic A Democrat 50-64
12 Very concerned No Good Pessimistic A Democrat 65+
13 Not concerned at all Yes Poor Pessimistic A Republican 50-64
14 Not so concerned Yes Poor Pessimistic An Independent 65+
15 Very concerned No Poor Pessimistic A Republican 50-64
16 Somewhat concerned No Poor Pessimistic An Independent 50-64
17 Somewhat concerned No Poor Pessimistic An Independent 30-49
18 Somewhat concerned Yes Not so good Pessimistic An Independent 65+
19 Not so concerned No Good Optimistic A Democrat 65+
20 Somewhat concerned Yes Good Pessimistic An Independent 50-64
21 Not so concerned Yes Good Pessimistic A Democrat 30-49
22 Very concerned Yes Excellent Optimistic A Democrat 50-64
23 Not so concerned Yes Poor Pessimistic A Republican 65+
24 Somewhat concerned Yes Good Optimistic An Independent 65+
25 Somewhat concerned Yes Good Optimistic An Independent 30-49
26 Somewhat concerned Yes Good Optimistic An Independent 30-49
27 Somewhat concerned No Good Pessimistic An Independent 65+
28 Not so concerned Yes Poor Pessimistic A Republican 65+
29 Not so concerned No Poor Pessimistic A Republican 65+
30 Somewhat concerned Yes Poor Pessimistic An Independent 50-64
31 Not so concerned No Poor Pessimistic Something else 65+
32 Somewhat concerned Yes Poor Pessimistic A Republican 65+
33 Not so concerned Yes Good Optimistic An Independent 30-49
34 Not so concerned Yes Excellent Optimistic A Democrat 30-49
35 Somewhat concerned Yes Not so good Optimistic An Independent 50-64
36 Somewhat concerned Yes Good Optimistic A Republican 50-64
37 Not so concerned Yes Not so good Pessimistic An Independent 30-49
38 Somewhat concerned Yes Good Optimistic A Democrat 30-49
39 Not so concerned Yes Good Optimistic An Independent 65+
40 Very concerned Yes Good Optimistic A Democrat 30-49
41 Very concerned Yes Good Optimistic An Independent 50-64
42 Very concerned Yes Good Optimistic A Democrat 50-64
43 Somewhat concerned No Poor Pessimistic An Independent 65+
44 Not so concerned No Good Pessimistic An Independent 50-64
45 Somewhat concerned Yes Good Optimistic A Democrat 50-64
46 Somewhat concerned Yes Good Optimistic A Democrat 65+
47 Not so concerned Yes Good Optimistic A Democrat 65+
48 Not so concerned Yes Good Pessimistic An Independent 65+
49 Not so concerned Yes Good Pessimistic An Independent 65+
50 Not so concerned Yes Excellent Optimistic An Independent 65+
51 Somewhat concerned Yes Poor Pessimistic A Republican 65+
52 Not so concerned Yes Poor Pessimistic A Republican 50-64
53 Somewhat concerned Yes Good Pessimistic An Independent 65+
54 Somewhat concerned Yes Skipped Skipped Skipped 65+
55 Very concerned Yes Good Optimistic A Democrat 50-64
56 Very concerned Yes Good Pessimistic A Republican 50-64
57 Somewhat concerned Yes Poor Pessimistic An Independent 65+
58 Very concerned Yes Excellent Optimistic An Independent 50-64
59 Somewhat concerned Yes Good Optimistic A Democrat 30-49
60 Very concerned Yes Excellent Optimistic A Democrat 65+
61 Somewhat concerned Yes Not so good Pessimistic An Independent 65+
62 Not so concerned No Poor Pessimistic A Republican 65+
63 Somewhat concerned Yes Good Optimistic A Republican 65+
64 Somewhat concerned Yes Poor Pessimistic An Independent 65+
65 Not concerned at all Yes Excellent Optimistic A Democrat 50-64
66 Somewhat concerned Yes Poor Pessimistic An Independent 65+
67 Somewhat concerned Yes Poor Pessimistic An Independent 65+
68 Not so concerned Yes Poor Pessimistic An Independent 65+
69 Somewhat concerned Yes Good Pessimistic A Republican 65+
70 Somewhat concerned Yes Not so good Pessimistic An Independent 65+
71 Somewhat concerned No Poor Pessimistic A Republican 50-64
72 Somewhat concerned Yes Not so good Pessimistic A Democrat 65+
73 Not so concerned Yes Poor Pessimistic An Independent 50-64
74 Somewhat concerned Yes Good Optimistic A Republican 65+
75 Very concerned Yes Excellent Optimistic A Democrat 65+
76 Not so concerned Skipped Poor Pessimistic A Republican 65+
77 Not concerned at all No Poor Pessimistic An Independent 50-64
78 Not so concerned No Poor Pessimistic A Republican 50-64
79 Not so concerned Yes Poor Pessimistic A Republican 50-64
80 Somewhat concerned Yes Good Optimistic A Republican 65+
81 Very concerned Yes Excellent Optimistic A Democrat 50-64
82 Not concerned at all No Poor Pessimistic A Democrat 50-64
83 Very concerned Yes Poor Pessimistic A Republican 65+
84 Not so concerned Yes Poor Pessimistic An Independent 50-64
85 Very concerned Yes Good Optimistic A Republican 65+
86 Somewhat concerned No Not so good Pessimistic An Independent 30-49
87 Somewhat concerned Yes Excellent Optimistic A Democrat 50-64
88 Not so concerned Yes Good Optimistic A Republican 50-64
89 Somewhat concerned No Poor Pessimistic An Independent 65+
90 Somewhat concerned Yes Excellent Optimistic A Democrat 50-64
91 Somewhat concerned Yes Good Optimistic An Independent 65+
92 Not so concerned Yes Good Pessimistic An Independent 65+
93 Not concerned at all Yes Poor Pessimistic A Republican 65+
94 Not concerned at all Yes Poor Pessimistic A Republican 65+
95 Not so concerned Yes Good Optimistic A Democrat 30-49
96 Somewhat concerned Yes Not so good Pessimistic A Republican 50-64
97 Somewhat concerned Yes Poor Pessimistic An Independent 65+
98 Not so concerned Yes Not so good Pessimistic A Republican 50-64
99 Not concerned at all No Poor Pessimistic A Republican 30-49
100 Not so concerned Yes Poor Pessimistic A Republican 50-64
101 Somewhat concerned Yes Good Pessimistic An Independent 65+
102 Not so concerned Yes Poor Pessimistic A Republican 65+
103 Very concerned Yes Excellent Optimistic A Democrat 65+
104 Not concerned at all No Poor Pessimistic An Independent 65+
105 Very concerned Yes Good Pessimistic A Democrat 30-49
106 Very concerned Yes Not so good Pessimistic A Republican 50-64
107 Not so concerned Yes Not so good Pessimistic An Independent 50-64
108 Somewhat concerned No Poor Pessimistic An Independent 50-64
109 Somewhat concerned Yes Excellent Optimistic A Democrat 50-64
110 Somewhat concerned Yes Good Optimistic A Democrat 65+
111 Not so concerned Yes Good Optimistic Something else 50-64
112 Not so concerned No Poor Pessimistic An Independent 65+
113 Not concerned at all Yes Not so good Pessimistic A Republican 65+
114 Somewhat concerned Yes Not so good Pessimistic A Republican 65+
115 Somewhat concerned Yes Good Pessimistic An Independent 30-49
116 Very concerned Yes Excellent Optimistic A Democrat 30-49
117 Not concerned at all Yes Good Optimistic An Independent 30-49
118 Somewhat concerned Yes Good Optimistic A Democrat 30-49
119 Somewhat concerned Yes Good Optimistic A Democrat 30-49
120 Somewhat concerned Yes Poor Pessimistic A Republican 65+
121 Not so concerned Yes Poor Pessimistic A Republican 50-64
122 Not so concerned No Poor Pessimistic A Republican 30-49
123 Somewhat concerned Yes Not so good Pessimistic A Republican 50-64
124 Not so concerned No Good Pessimistic A Republican 30-49
125 Somewhat concerned Yes Not so good Pessimistic An Independent 65+
126 Somewhat concerned Yes Good Optimistic A Democrat 65+
127 Very concerned Yes Good Optimistic A Democrat 65+
128 Very concerned Yes Good Optimistic An Independent 50-64
129 Somewhat concerned Yes Excellent Pessimistic A Democrat 50-64
130 Somewhat concerned No Poor Pessimistic An Independent 50-64
131 Somewhat concerned Yes Not so good Pessimistic A Republican 65+
132 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
133 Very concerned Yes Good Pessimistic An Independent 50-64
134 Not concerned at all No Not so good Pessimistic An Independent 30-49
135 Not so concerned Yes Excellent Optimistic A Democrat 50-64
136 Not so concerned Yes Good Optimistic An Independent 30-49
137 Not so concerned No Poor Pessimistic A Republican 30-49
138 Somewhat concerned Yes Good Optimistic An Independent 50-64
139 Very concerned Yes Good Optimistic A Democrat 50-64
140 Not so concerned Yes Excellent Pessimistic An Independent 30-49
141 Very concerned Yes Excellent Optimistic A Democrat 65+
142 Somewhat concerned Yes Good Optimistic A Democrat 50-64
143 Not so concerned Yes Good Optimistic An Independent 65+
144 Not so concerned Yes Poor Pessimistic An Independent 50-64
145 Somewhat concerned Yes Not so good Optimistic A Republican 30-49
146 Very concerned Yes Good Optimistic A Democrat 65+
147 Somewhat concerned Yes Good Optimistic An Independent 65+
148 Not concerned at all No Poor Pessimistic Something else 30-49
149 Somewhat concerned Yes Good Pessimistic A Republican 50-64
150 Not so concerned Yes Good Pessimistic A Democrat 30-49
151 Not so concerned Yes Good Optimistic A Democrat 30-49
152 Somewhat concerned Yes Good Optimistic A Democrat 65+
153 Somewhat concerned Yes Good Optimistic A Democrat 30-49
154 Not concerned at all No Poor Pessimistic A Republican 30-49
155 Not concerned at all Yes Poor Pessimistic An Independent 30-49
156 Somewhat concerned Yes Not so good Pessimistic An Independent 50-64
157 Very concerned Yes Good Pessimistic A Democrat 30-49
158 Not so concerned Yes Poor Pessimistic A Republican 50-64
159 Not so concerned Yes Poor Pessimistic A Republican 65+
160 Not concerned at all No Poor Pessimistic A Republican 30-49
161 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
162 Not so concerned Yes Skipped Optimistic A Republican 50-64
163 Somewhat concerned Yes Poor Pessimistic An Independent 30-49
164 Very concerned Yes Not so good Optimistic A Republican 30-49
165 Somewhat concerned Yes Good Optimistic A Republican 65+
166 Somewhat concerned Yes Good Pessimistic A Republican 50-64
167 Somewhat concerned Yes Good Optimistic An Independent 50-64
168 Somewhat concerned Yes Good Pessimistic A Democrat 50-64
169 Not so concerned Yes Poor Pessimistic A Republican 50-64
170 Not so concerned Yes Good Pessimistic An Independent 50-64
171 Very concerned Yes Good Pessimistic An Independent 30-49
172 Somewhat concerned Yes Good Optimistic A Democrat 65+
173 Not concerned at all Yes Not so good Pessimistic A Republican 30-49
174 Not concerned at all Yes Poor Pessimistic A Republican 65+
175 Somewhat concerned Yes Not so good Pessimistic A Democrat 50-64
176 Not concerned at all No Poor Optimistic A Republican 30-49
177 Somewhat concerned Yes Excellent Optimistic A Democrat 30-49
178 Somewhat concerned Yes Poor Pessimistic A Republican 65+
179 Not concerned at all No Good Pessimistic An Independent 50-64
180 Not so concerned No Poor Pessimistic A Republican 65+
181 Very concerned Yes Poor Pessimistic An Independent 65+
182 Not so concerned Yes Not so good Pessimistic An Independent 50-64
183 Not concerned at all No Poor Pessimistic An Independent 50-64
184 Not so concerned No Not so good Pessimistic Something else 50-64
185 Somewhat concerned Yes Good Optimistic A Democrat 50-64
186 Not concerned at all Yes Poor Pessimistic An Independent 65+
187 Somewhat concerned Yes Not so good Pessimistic A Republican 30-49
188 Very concerned Yes Good Optimistic A Republican 50-64
189 Not so concerned Yes Excellent Optimistic An Independent 50-64
190 Not so concerned Yes Poor Optimistic Something else 65+
191 Very concerned Yes Excellent Optimistic A Democrat 65+
192 Somewhat concerned No Good Pessimistic A Republican 30-49
193 Somewhat concerned No Poor Pessimistic An Independent 65+
194 Not so concerned Yes Good Optimistic An Independent 50-64
195 Somewhat concerned Yes Good Optimistic A Democrat 30-49
196 Somewhat concerned Yes Good Optimistic A Democrat 65+
197 Very concerned Yes Excellent Optimistic A Democrat 50-64
198 Somewhat concerned Yes Good Pessimistic An Independent 30-49
199 Not so concerned No Not so good Pessimistic Something else 30-49
200 Somewhat concerned Yes Poor Pessimistic A Republican 65+
201 Somewhat concerned Yes Good Optimistic A Democrat 30-49
202 Not so concerned Yes Poor Pessimistic A Republican 50-64
203 Somewhat concerned Yes Poor Pessimistic A Republican 50-64
204 Very concerned Yes Excellent Optimistic A Democrat 50-64
205 Not concerned at all Skipped Poor Pessimistic Skipped 30-49
206 Very concerned Yes Excellent Optimistic An Independent 65+
207 Somewhat concerned Yes Good Pessimistic A Democrat 50-64
208 Somewhat concerned Yes Good Optimistic A Democrat 65+
209 Not concerned at all Yes Poor Pessimistic A Republican 30-49
210 Somewhat concerned Yes Good Optimistic A Democrat 65+
211 Somewhat concerned No Not so good Pessimistic An Independent 30-49
212 Somewhat concerned Yes Good Optimistic A Democrat 30-49
213 Somewhat concerned Yes Good Pessimistic An Independent 30-49
214 Not so concerned Yes Poor Pessimistic A Republican 65+
215 Somewhat concerned Yes Good Optimistic A Republican 65+
216 Not concerned at all Yes Good Optimistic A Republican 30-49
217 Somewhat concerned No Poor Pessimistic An Independent 50-64
218 Somewhat concerned Yes Not so good Optimistic An Independent 65+
219 Somewhat concerned Yes Good Optimistic A Democrat 65+
220 Somewhat concerned Yes Good Optimistic An Independent 65+
221 Not so concerned Yes Excellent Optimistic A Democrat 50-64
222 Not concerned at all Yes Poor Pessimistic A Republican 65+
223 Somewhat concerned Yes Excellent Optimistic A Democrat 50-64
224 Very concerned Yes Not so good Pessimistic A Democrat 65+
225 Not so concerned Yes Not so good Pessimistic An Independent 65+
226 Not concerned at all Yes Poor Pessimistic A Republican 50-64
227 Somewhat concerned Yes Good Optimistic An Independent 30-49
228 Not concerned at all No Poor Pessimistic An Independent 30-49
229 Somewhat concerned Yes Excellent Optimistic A Democrat 50-64
230 Somewhat concerned Yes Good Optimistic A Democrat 30-49
231 Somewhat concerned Yes Good Optimistic A Democrat 30-49
232 Very concerned Yes Good Pessimistic A Republican 65+
233 Very concerned No Excellent Optimistic A Democrat 50-64
234 Somewhat concerned Yes Good Optimistic An Independent 50-64
235 Somewhat concerned Yes Poor Pessimistic A Republican 50-64
236 Not so concerned Yes Poor Optimistic A Republican 65+
237 Very concerned Yes Good Pessimistic A Democrat 65+
238 Not so concerned No Poor Pessimistic A Republican 50-64
239 Somewhat concerned Yes Poor Pessimistic A Republican 65+
240 Not so concerned Yes Not so good Pessimistic A Republican 30-49
241 Not concerned at all No Poor Pessimistic A Republican 30-49
242 Somewhat concerned Yes Poor Pessimistic An Independent 65+
243 Not so concerned Yes Not so good Pessimistic A Republican 65+
244 Somewhat concerned Yes Not so good Pessimistic Something else 65+
245 Not concerned at all Yes Not so good Optimistic A Republican 65+
246 Not so concerned No Poor Pessimistic A Republican 50-64
247 Not concerned at all No Not so good Pessimistic A Republican 30-49
248 Not so concerned No Poor Pessimistic A Republican 30-49
249 Not so concerned Yes Not so good Pessimistic A Republican 30-49
250 Very concerned No Skipped Pessimistic Something else 50-64
251 Somewhat concerned No Not so good Optimistic A Republican 30-49
252 Not concerned at all Yes Not so good Pessimistic An Independent 30-49
253 Somewhat concerned Yes Poor Pessimistic Something else 65+
254 Not concerned at all Yes Good Pessimistic A Republican 30-49
255 Not concerned at all No Poor Pessimistic A Republican 30-49
256 Very concerned Yes Not so good Optimistic A Republican 50-64
257 Not so concerned Yes Poor Pessimistic An Independent 50-64
258 Not so concerned Yes Good Optimistic A Democrat 30-49
259 Very concerned Yes Excellent Optimistic A Democrat 65+
260 Not so concerned No Poor Pessimistic A Republican 50-64
261 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
262 Not so concerned Yes Good Optimistic An Independent 50-64
263 Somewhat concerned Yes Not so good Pessimistic A Republican 50-64
264 Not concerned at all Yes Poor Pessimistic A Republican 65+
265 Very concerned Yes Good Optimistic A Democrat 30-49
266 Somewhat concerned Yes Good Optimistic An Independent 65+
267 Not so concerned Yes Good Optimistic An Independent 30-49
268 Somewhat concerned Yes Good Optimistic A Democrat 50-64
269 Very concerned Yes Good Pessimistic An Independent 30-49
270 Somewhat concerned Yes Not so good Pessimistic A Democrat 30-49
271 Somewhat concerned Yes Good Optimistic An Independent 50-64
272 Very concerned Yes Good Optimistic A Democrat 50-64
273 Somewhat concerned Yes Good Optimistic An Independent 50-64
274 Not concerned at all Yes Poor Pessimistic A Republican 65+
275 Somewhat concerned Yes Poor Pessimistic A Republican 65+
276 Very concerned Yes Excellent Optimistic A Democrat 50-64
277 Somewhat concerned Yes Good Optimistic An Independent 65+
278 Not so concerned No Poor Pessimistic A Republican 50-64
279 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
280 Not so concerned Yes Poor Pessimistic A Democrat 30-49
281 Somewhat concerned Yes Good Optimistic A Democrat 50-64
282 Somewhat concerned Yes Excellent Optimistic A Democrat 30-49
283 Very concerned Yes Excellent Optimistic An Independent 65+
284 Somewhat concerned Yes Good Optimistic A Democrat 65+
285 Not so concerned No Not so good Pessimistic A Democrat 30-49
286 Somewhat concerned Yes Poor Pessimistic A Republican 65+
287 Somewhat concerned Yes Poor Pessimistic An Independent 50-64
288 Not concerned at all No Not so good Pessimistic A Republican 65+
289 Somewhat concerned Yes Poor Pessimistic A Republican 50-64
290 Not so concerned No Poor Pessimistic An Independent 50-64
291 Somewhat concerned Yes Not so good Pessimistic A Republican 30-49
292 Somewhat concerned Yes Excellent Optimistic An Independent 50-64
293 Somewhat concerned Yes Good Optimistic A Democrat 65+
294 Very concerned Yes Poor Optimistic An Independent 30-49
295 Very concerned Yes Excellent Optimistic A Democrat 65+
296 Not concerned at all No Poor Pessimistic An Independent 30-49
297 Not so concerned No Good Pessimistic An Independent 30-49
298 Not so concerned Yes Poor Pessimistic A Republican 30-49
299 Very concerned Yes Excellent Optimistic A Democrat 50-64
300 Not concerned at all Yes Poor Pessimistic A Republican 50-64
301 Not so concerned Yes Poor Pessimistic A Republican 65+
302 Not so concerned No Poor Pessimistic An Independent 65+
303 Not so concerned Yes Good Optimistic An Independent 65+
304 Very concerned Yes Excellent Optimistic Something else 65+
305 Not so concerned No Not so good Pessimistic A Democrat 30-49
306 Not so concerned Yes Good Pessimistic A Republican 30-49
307 Somewhat concerned Yes Not so good Pessimistic A Democrat 65+
308 Somewhat concerned Yes Good Optimistic A Democrat 30-49
309 Not so concerned Yes Good Optimistic An Independent 50-64
310 Somewhat concerned Yes Good Optimistic A Democrat 65+
311 Somewhat concerned Yes Good Optimistic An Independent 30-49
312 Very concerned Yes Not so good Pessimistic A Republican 50-64
313 Somewhat concerned Yes Good Optimistic A Democrat 30-49
314 Very concerned Yes Good Pessimistic A Democrat 50-64
315 Somewhat concerned Yes Not so good Optimistic A Republican 50-64
316 Very concerned Yes Excellent Optimistic A Democrat 50-64
317 Very concerned Yes Good Optimistic An Independent 50-64
318 Somewhat concerned Yes Good Optimistic An Independent 65+
319 Not so concerned No Poor Pessimistic An Independent 30-49
320 Very concerned Yes Good Pessimistic An Independent 30-49
321 Somewhat concerned Yes Not so good Pessimistic A Republican 65+
322 Very concerned No Not so good Pessimistic An Independent 30-49
323 Somewhat concerned Yes Good Optimistic An Independent 50-64
324 Not so concerned Yes Not so good Pessimistic A Republican 50-64
325 Not concerned at all Yes Poor Pessimistic A Republican 65+
326 Not so concerned Yes Not so good Optimistic A Republican 50-64
327 Not so concerned Yes Excellent Optimistic A Democrat 30-49
328 Not so concerned Yes Good Optimistic A Republican 50-64
329 Somewhat concerned Skipped Poor Pessimistic A Republican 65+
330 Not so concerned Yes Poor Pessimistic A Republican 50-64
331 Somewhat concerned Yes Good Optimistic A Democrat 30-49
332 Somewhat concerned Yes Good Pessimistic A Democrat 30-49
333 Not so concerned Yes Poor Pessimistic An Independent 65+
334 Not so concerned No Poor Pessimistic Something else 50-64
335 Not concerned at all Yes Poor Pessimistic An Independent 65+
336 Not so concerned Yes Good Pessimistic A Democrat 30-49
337 Very concerned Yes Good Optimistic An Independent 30-49
338 Not so concerned Yes Not so good Pessimistic A Republican 50-64
339 Somewhat concerned Yes Poor Pessimistic An Independent 30-49
340 Very concerned Yes Good Optimistic An Independent 30-49
341 Not so concerned No Poor Pessimistic A Republican 30-49
342 Not so concerned No Poor Pessimistic A Republican 50-64
343 Somewhat concerned Skipped Poor Pessimistic A Republican 65+
344 Somewhat concerned No Not so good Pessimistic A Democrat 30-49
345 Not so concerned No Poor Pessimistic An Independent 65+
346 Very concerned Yes Not so good Optimistic An Independent 30-49
347 Not concerned at all Yes Poor Pessimistic An Independent 50-64
348 Very concerned Yes Poor Pessimistic A Democrat 30-49
349 Somewhat concerned Yes Not so good Pessimistic A Republican 50-64
350 Somewhat concerned Yes Good Optimistic Something else 50-64
351 Somewhat concerned Yes Good Optimistic A Democrat 50-64
352 Somewhat concerned Yes Good Optimistic A Democrat 50-64
353 Not so concerned Yes Poor Pessimistic A Republican 50-64
354 Not so concerned No Not so good Optimistic A Republican 30-49
355 Somewhat concerned Yes Good Optimistic A Democrat 30-49
356 Somewhat concerned Yes Good Optimistic A Democrat 65+
357 Very concerned Yes Good Optimistic A Democrat 65+
358 Very concerned Yes Good Optimistic A Democrat 65+
359 Somewhat concerned Yes Excellent Optimistic A Democrat 30-49
360 Somewhat concerned Yes Poor Pessimistic An Independent 50-64
361 Somewhat concerned Yes Good Pessimistic A Democrat 30-49
362 Not so concerned No Not so good Pessimistic A Republican 30-49
363 Not concerned at all No Not so good Pessimistic A Republican 30-49
364 Somewhat concerned Yes Good Pessimistic Something else 30-49
365 Very concerned Yes Good Optimistic A Democrat 65+
366 Very concerned Yes Excellent Optimistic A Democrat 50-64
367 Not so concerned Yes Good Pessimistic A Democrat 50-64
368 Not so concerned No Poor Pessimistic An Independent 50-64
369 Very concerned Yes Not so good Optimistic Something else 30-49
370 Not so concerned Yes Poor Pessimistic An Independent 30-49
371 Not so concerned Yes Not so good Pessimistic Something else 30-49
372 Not so concerned Yes Poor Pessimistic A Republican 65+
373 Very concerned Yes Good Optimistic An Independent 30-49
374 Very concerned Yes Good Pessimistic A Democrat 50-64
375 Not concerned at all Yes Excellent Optimistic A Democrat 30-49
376 Not so concerned Yes Good Optimistic An Independent 50-64
377 Not concerned at all No Poor Pessimistic A Republican 30-49
378 Not concerned at all Yes Good Pessimistic A Republican 30-49
379 Not so concerned Yes Not so good Pessimistic An Independent 65+
380 Very concerned Yes Good Pessimistic A Democrat 30-49
381 Somewhat concerned No Good Optimistic An Independent 30-49
382 Somewhat concerned Yes Not so good Pessimistic An Independent 65+
383 Somewhat concerned Yes Excellent Pessimistic A Democrat 30-49
384 Somewhat concerned Yes Excellent Optimistic A Democrat 30-49
385 Not concerned at all Yes Good Optimistic A Democrat 50-64
386 Somewhat concerned Yes Good Optimistic An Independent 30-49
387 Very concerned Yes Good Pessimistic A Democrat 30-49
388 Not so concerned Yes Poor Pessimistic A Republican 65+
389 Not so concerned Yes Skipped Pessimistic A Republican 50-64
390 Somewhat concerned Yes Not so good Pessimistic A Republican 30-49
391 Somewhat concerned No Poor Pessimistic A Republican 50-64
392 Somewhat concerned Yes Good Pessimistic An Independent 65+
393 Not so concerned No Poor Pessimistic A Republican 30-49
394 Somewhat concerned Yes Good Optimistic Something else 50-64
395 Not concerned at all No Poor Pessimistic A Republican 50-64
396 Very concerned Yes Poor Pessimistic A Republican 65+
397 Somewhat concerned Yes Good Pessimistic A Democrat 65+
398 Somewhat concerned Yes Not so good Optimistic An Independent 30-49
399 Somewhat concerned Yes Poor Pessimistic A Republican 30-49
400 Somewhat concerned Yes Good Optimistic An Independent 50-64
401 Somewhat concerned Yes Good Optimistic A Democrat 30-49
402 Not so concerned Yes Poor Pessimistic Something else 30-49
403 Somewhat concerned Yes Good Optimistic A Democrat 50-64
404 Somewhat concerned Yes Good Optimistic A Democrat 30-49
405 Very concerned Yes Excellent Optimistic A Democrat 65+
406 Somewhat concerned Yes Good Optimistic An Independent 50-64
407 Very concerned Yes Good Optimistic A Democrat 30-49
408 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
409 Not so concerned Yes Good Optimistic A Democrat 50-64
410 Not so concerned No Not so good Pessimistic A Republican 30-49
411 Not so concerned Yes Poor Pessimistic A Republican 50-64
412 Not so concerned Yes Poor Pessimistic An Independent 65+
413 Not so concerned Yes Not so good Pessimistic An Independent 65+
414 Not so concerned No Poor Pessimistic A Republican 30-49
415 Somewhat concerned Yes Good Pessimistic A Democrat 65+
416 Not so concerned Yes Good Optimistic A Democrat 65+
417 Somewhat concerned Yes Good Pessimistic A Democrat 50-64
418 Very concerned Yes Good Optimistic An Independent 65+
419 Not concerned at all No Poor Pessimistic An Independent 50-64
420 Not so concerned No Not so good Pessimistic A Republican 50-64
421 Very concerned Yes Good Optimistic A Democrat 30-49
422 Somewhat concerned Yes Good Optimistic A Democrat 50-64
423 Somewhat concerned Yes Good Optimistic A Democrat 65+
424 Not concerned at all Yes Good Pessimistic A Republican 50-64
425 Somewhat concerned Yes Not so good Pessimistic A Republican 50-64
426 Not concerned at all Yes Poor Pessimistic A Republican 30-49
427 Not concerned at all No Good Optimistic A Democrat 50-64
428 Somewhat concerned Yes Good Optimistic A Democrat 50-64
429 Not concerned at all Yes Good Pessimistic An Independent 30-49
430 Somewhat concerned No Excellent Pessimistic A Democrat 65+
431 Very concerned No Poor Pessimistic An Independent 30-49
432 Somewhat concerned Yes Good Optimistic An Independent 50-64
433 Very concerned Yes Not so good Skipped Something else 65+
434 Somewhat concerned Yes Good Pessimistic A Democrat 30-49
435 Somewhat concerned Yes Good Pessimistic An Independent 30-49
436 Somewhat concerned Yes Skipped Optimistic A Democrat 30-49
437 Not so concerned Yes Good Optimistic A Democrat 50-64
438 Somewhat concerned No Good Pessimistic A Democrat 30-49
439 Somewhat concerned Yes Poor Pessimistic A Democrat 30-49
440 Not so concerned Yes Poor Pessimistic An Independent 50-64
441 Somewhat concerned Yes Good Optimistic A Democrat 65+
442 Very concerned Yes Good Optimistic A Democrat 50-64
443 Not concerned at all No Poor Pessimistic A Republican 30-49
444 Not so concerned Yes Good Optimistic A Democrat 65+
445 Not concerned at all Yes Not so good Optimistic A Republican 30-49
446 Not so concerned Yes Good Optimistic Something else 30-49
447 Somewhat concerned No Not so good Pessimistic An Independent 30-49
448 Somewhat concerned Yes Good Optimistic A Democrat 30-49
449 Somewhat concerned Yes Excellent Optimistic A Democrat 30-49
450 Very concerned Yes Excellent Skipped A Democrat 65+
451 Somewhat concerned No Good Pessimistic Something else 30-49
452 Not so concerned No Not so good Pessimistic A Republican 30-49
453 Not so concerned Yes Not so good Pessimistic A Republican 65+
454 Somewhat concerned Yes Excellent Pessimistic An Independent 50-64
455 Not so concerned No Skipped Pessimistic A Republican 50-64
456 Somewhat concerned Yes Good Pessimistic Something else 65+
457 Not so concerned No Not so good Pessimistic A Republican 30-49
458 Not so concerned Yes Excellent Optimistic A Democrat 50-64
459 Not concerned at all Yes Poor Pessimistic An Independent 50-64
460 Very concerned No Not so good Pessimistic A Republican 65+
461 Somewhat concerned Yes Good Optimistic A Democrat 50-64
462 Somewhat concerned Yes Not so good Pessimistic An Independent 65+
463 Somewhat concerned Yes Good Optimistic A Democrat 30-49
464 Very concerned Yes Poor Optimistic An Independent 30-49
465 Somewhat concerned Yes Good Optimistic A Democrat 50-64
466 Not concerned at all Yes Not so good Optimistic A Republican 50-64
467 Somewhat concerned Yes Not so good Pessimistic An Independent 50-64
Contact weights_pid
1 No, I am not willing to be interviewed 0.6382
2 No, I am not willing to be interviewed 0.5493
3 No, I am not willing to be interviewed 0.8488
4 Yes, I am willing to be interviewed 0.8126
5 No, I am not willing to be interviewed 0.4994
6 No, I am not willing to be interviewed 0.4043
7 Yes, I am willing to be interviewed 1.3350
8 Yes, I am willing to be interviewed 0.6686
9 Yes, I am willing to be interviewed 0.7541
10 No, I am not willing to be interviewed 0.9802
11 Yes, I am willing to be interviewed 0.4312
12 No, I am not willing to be interviewed 0.3791
13 No, I am not willing to be interviewed 0.7806
14 No, I am not willing to be interviewed 0.9526
15 No, I am not willing to be interviewed 0.6934
16 No, I am not willing to be interviewed 0.7116
17 No, I am not willing to be interviewed 1.1178
18 No, I am not willing to be interviewed 1.0967
19 No, I am not willing to be interviewed 0.5569
20 Yes, I am willing to be interviewed 0.7256
21 No, I am not willing to be interviewed 0.5788
22 No, I am not willing to be interviewed 0.4520
23 No, I am not willing to be interviewed 0.5786
24 No, I am not willing to be interviewed 0.8143
25 No, I am not willing to be interviewed 2.1221
26 No, I am not willing to be interviewed 0.9763
27 No, I am not willing to be interviewed 0.6996
28 Yes, I am willing to be interviewed 0.4123
29 No, I am not willing to be interviewed 0.6217
30 No, I am not willing to be interviewed 0.7486
31 No, I am not willing to be interviewed 0.9896
32 No, I am not willing to be interviewed 0.6934
33 Yes, I am willing to be interviewed 0.9793
34 No, I am not willing to be interviewed 0.5524
35 No, I am not willing to be interviewed 1.2767
36 No, I am not willing to be interviewed 0.6934
37 No, I am not willing to be interviewed 1.2446
38 No, I am not willing to be interviewed 0.8098
39 Yes, I am willing to be interviewed 0.6980
40 No, I am not willing to be interviewed 0.7557
41 Yes, I am willing to be interviewed 0.6346
42 No, I am not willing to be interviewed 1.5368
43 No, I am not willing to be interviewed 0.8383
44 No, I am not willing to be interviewed 0.8617
45 No, I am not willing to be interviewed 0.4555
46 No, I am not willing to be interviewed 0.4188
47 No, I am not willing to be interviewed 0.3495
48 Yes, I am willing to be interviewed 0.7631
49 No, I am not willing to be interviewed 0.9196
50 Yes, I am willing to be interviewed 0.5744
51 No, I am not willing to be interviewed 0.8202
52 Yes, I am willing to be interviewed 0.5948
53 Yes, I am willing to be interviewed 0.6133
54 No, I am not willing to be interviewed 1.0215
55 Yes, I am willing to be interviewed 0.5507
56 Yes, I am willing to be interviewed 0.8891
57 No, I am not willing to be interviewed 1.0489
58 Yes, I am willing to be interviewed 0.7350
59 No, I am not willing to be interviewed 0.8451
60 Yes, I am willing to be interviewed 0.5577
61 No, I am not willing to be interviewed 0.8848
62 Yes, I am willing to be interviewed 0.7707
63 No, I am not willing to be interviewed 0.7786
64 No, I am not willing to be interviewed 0.8497
65 No, I am not willing to be interviewed 0.4005
66 Yes, I am willing to be interviewed 0.9865
67 No, I am not willing to be interviewed 0.9196
68 Yes, I am willing to be interviewed 0.9582
69 No, I am not willing to be interviewed 0.5720
70 No, I am not willing to be interviewed 0.8515
71 No, I am not willing to be interviewed 0.5717
72 No, I am not willing to be interviewed 0.5938
73 No, I am not willing to be interviewed 0.9111
74 No, I am not willing to be interviewed 0.8891
75 No, I am not willing to be interviewed 0.5162
76 No, I am not willing to be interviewed 0.6351
77 Yes, I am willing to be interviewed 0.9157
78 No, I am not willing to be interviewed 0.6582
79 Yes, I am willing to be interviewed 0.6739
80 No, I am not willing to be interviewed 0.7758
81 Yes, I am willing to be interviewed 0.4330
82 Yes, I am willing to be interviewed 1.6470
83 No, I am not willing to be interviewed 0.8462
84 No, I am not willing to be interviewed 1.1587
85 Yes, I am willing to be interviewed 0.6201
86 No, I am not willing to be interviewed 1.1483
87 No, I am not willing to be interviewed 0.4763
88 Yes, I am willing to be interviewed 0.9322
89 No, I am not willing to be interviewed 0.9582
90 Yes, I am willing to be interviewed 0.4038
91 Yes, I am willing to be interviewed 0.8914
92 No, I am not willing to be interviewed 0.9582
93 No, I am not willing to be interviewed 0.5206
94 Yes, I am willing to be interviewed 0.6023
95 No, I am not willing to be interviewed 0.5788
96 No, I am not willing to be interviewed 0.7061
97 Yes, I am willing to be interviewed 1.0721
98 No, I am not willing to be interviewed 0.7901
99 No, I am not willing to be interviewed 0.9453
100 Yes, I am willing to be interviewed 0.6826
101 Yes, I am willing to be interviewed 0.8461
102 No, I am not willing to be interviewed 0.8181
103 No, I am not willing to be interviewed 0.8408
104 Yes, I am willing to be interviewed 0.6453
105 Yes, I am willing to be interviewed 0.6759
106 No, I am not willing to be interviewed 0.8437
107 Yes, I am willing to be interviewed 0.5324
108 Yes, I am willing to be interviewed 1.0406
109 Yes, I am willing to be interviewed 1.3002
110 No, I am not willing to be interviewed 0.4643
111 No, I am not willing to be interviewed 1.1183
112 Yes, I am willing to be interviewed 0.6413
113 No, I am not willing to be interviewed 1.0409
114 No, I am not willing to be interviewed 0.5769
115 No, I am not willing to be interviewed 1.3358
116 Yes, I am willing to be interviewed 1.3260
117 Yes, I am willing to be interviewed 0.9793
118 No, I am not willing to be interviewed 0.7239
119 No, I am not willing to be interviewed 1.9060
120 No, I am not willing to be interviewed 0.7535
121 No, I am not willing to be interviewed 1.0462
122 Yes, I am willing to be interviewed 0.6818
123 No, I am not willing to be interviewed 0.8259
124 No, I am not willing to be interviewed 0.6210
125 No, I am not willing to be interviewed 0.9049
126 No, I am not willing to be interviewed 0.5683
127 Yes, I am willing to be interviewed 0.6673
128 No, I am not willing to be interviewed 1.0638
129 Yes, I am willing to be interviewed 0.3743
130 No, I am not willing to be interviewed 0.8249
131 No, I am not willing to be interviewed 0.6580
132 No, I am not willing to be interviewed 0.6061
133 No, I am not willing to be interviewed 0.8672
134 No, I am not willing to be interviewed 1.5895
135 Yes, I am willing to be interviewed 0.3922
136 No, I am not willing to be interviewed 0.9301
137 Yes, I am willing to be interviewed 0.8740
138 No, I am not willing to be interviewed 0.8493
139 Yes, I am willing to be interviewed 1.6103
140 Yes, I am willing to be interviewed 0.9365
141 No, I am not willing to be interviewed 0.5985
142 No, I am not willing to be interviewed 0.5266
143 No, I am not willing to be interviewed 0.5324
144 No, I am not willing to be interviewed 0.6446
145 Yes, I am willing to be interviewed 1.0316
146 Yes, I am willing to be interviewed 0.6170
147 No, I am not willing to be interviewed 0.9196
148 No, I am not willing to be interviewed 1.5133
149 No, I am not willing to be interviewed 0.7885
150 No, I am not willing to be interviewed 2.4138
151 No, I am not willing to be interviewed 1.6590
152 No, I am not willing to be interviewed 1.5897
153 No, I am not willing to be interviewed 0.6649
154 No, I am not willing to be interviewed 0.8152
155 No, I am not willing to be interviewed 0.9365
156 No, I am not willing to be interviewed 0.9773
157 Yes, I am willing to be interviewed 0.6126
158 No, I am not willing to be interviewed 0.6582
159 No, I am not willing to be interviewed 0.6673
160 No, I am not willing to be interviewed 0.9258
161 Yes, I am willing to be interviewed 0.4330
162 No, I am not willing to be interviewed 0.6743
163 No, I am not willing to be interviewed 1.0174
164 No, I am not willing to be interviewed 0.6039
165 No, I am not willing to be interviewed 0.5826
166 No, I am not willing to be interviewed 0.7887
167 Yes, I am willing to be interviewed 0.7603
168 No, I am not willing to be interviewed 0.5643
169 Yes, I am willing to be interviewed 0.4501
170 Yes, I am willing to be interviewed 0.8617
171 No, I am not willing to be interviewed 3.0282
172 Yes, I am willing to be interviewed 0.4023
173 Yes, I am willing to be interviewed 0.9328
174 No, I am not willing to be interviewed 0.4948
175 No, I am not willing to be interviewed 0.4646
176 No, I am not willing to be interviewed 2.1718
177 No, I am not willing to be interviewed 0.8072
178 No, I am not willing to be interviewed 0.6143
179 No, I am not willing to be interviewed 0.8178
180 No, I am not willing to be interviewed 0.8848
181 No, I am not willing to be interviewed 0.6081
182 No, I am not willing to be interviewed 0.6582
183 No, I am not willing to be interviewed 1.1928
184 Yes, I am willing to be interviewed 0.9977
185 Yes, I am willing to be interviewed 1.1315
186 No, I am not willing to be interviewed 1.1193
187 Yes, I am willing to be interviewed 0.6380
188 No, I am not willing to be interviewed 0.6039
189 No, I am not willing to be interviewed 0.7640
190 No, I am not willing to be interviewed 1.0124
191 Yes, I am willing to be interviewed 0.5148
192 No, I am not willing to be interviewed 0.9076
193 Yes, I am willing to be interviewed 0.6423
194 No, I am not willing to be interviewed 2.2728
195 Yes, I am willing to be interviewed 0.5659
196 No, I am not willing to be interviewed 0.8256
197 No, I am not willing to be interviewed 0.4878
198 No, I am not willing to be interviewed 1.0386
199 No, I am not willing to be interviewed 1.3772
200 No, I am not willing to be interviewed 0.6826
201 No, I am not willing to be interviewed 0.7797
202 Yes, I am willing to be interviewed 0.5717
203 No, I am not willing to be interviewed 2.2466
204 No, I am not willing to be interviewed 2.2064
205 No, I am not willing to be interviewed 1.1530
206 No, I am not willing to be interviewed 0.5579
207 No, I am not willing to be interviewed 0.4259
208 No, I am not willing to be interviewed 0.5334
209 No, I am not willing to be interviewed 0.9449
210 No, I am not willing to be interviewed 0.5712
211 No, I am not willing to be interviewed 1.3290
212 No, I am not willing to be interviewed 1.5727
213 Yes, I am willing to be interviewed 0.8065
214 No, I am not willing to be interviewed 0.5126
215 No, I am not willing to be interviewed 0.7218
216 No, I am not willing to be interviewed 0.7556
217 No, I am not willing to be interviewed 1.1562
218 No, I am not willing to be interviewed 1.0140
219 No, I am not willing to be interviewed 0.4005
220 Yes, I am willing to be interviewed 2.0430
221 No, I am not willing to be interviewed 0.5318
222 Yes, I am willing to be interviewed 0.7419
223 No, I am not willing to be interviewed 1.3210
224 No, I am not willing to be interviewed 0.5148
225 No, I am not willing to be interviewed 0.5493
226 No, I am not willing to be interviewed 0.8879
227 Yes, I am willing to be interviewed 1.9886
228 Yes, I am willing to be interviewed 1.2728
229 No, I am not willing to be interviewed 0.4415
230 No, I am not willing to be interviewed 0.8360
231 Yes, I am willing to be interviewed 1.3001
232 No, I am not willing to be interviewed 0.5957
233 Yes, I am willing to be interviewed 2.1664
234 No, I am not willing to be interviewed 0.8752
235 No, I am not willing to be interviewed 0.5311
236 No, I am not willing to be interviewed 0.8272
237 Yes, I am willing to be interviewed 1.4298
238 No, I am not willing to be interviewed 1.2043
239 No, I am not willing to be interviewed 1.5909
240 No, I am not willing to be interviewed 0.8437
241 Yes, I am willing to be interviewed 0.7901
242 No, I am not willing to be interviewed 0.6611
243 Yes, I am willing to be interviewed 0.5206
244 No, I am not willing to be interviewed 1.1163
245 No, I am not willing to be interviewed 0.6298
246 No, I am not willing to be interviewed 0.6406
247 Yes, I am willing to be interviewed 0.9646
248 Yes, I am willing to be interviewed 0.8011
249 No, I am not willing to be interviewed 0.8816
250 No, I am not willing to be interviewed 1.0703
251 No, I am not willing to be interviewed 1.1212
252 No, I am not willing to be interviewed 0.9793
253 No, I am not willing to be interviewed 1.1602
254 Yes, I am willing to be interviewed 1.0061
255 Yes, I am willing to be interviewed 1.9621
256 No, I am not willing to be interviewed 0.8618
257 No, I am not willing to be interviewed 1.0211
258 Yes, I am willing to be interviewed 1.1040
259 No, I am not willing to be interviewed 0.5148
260 Yes, I am willing to be interviewed 0.6934
261 No, I am not willing to be interviewed 0.3732
262 No, I am not willing to be interviewed 0.8158
263 No, I am not willing to be interviewed 0.6039
264 Yes, I am willing to be interviewed 0.7269
265 Yes, I am willing to be interviewed 0.6419
266 Yes, I am willing to be interviewed 0.9835
267 No, I am not willing to be interviewed 0.8493
268 No, I am not willing to be interviewed 0.5641
269 No, I am not willing to be interviewed 1.1562
270 No, I am not willing to be interviewed 2.2496
271 No, I am not willing to be interviewed 0.8751
272 No, I am not willing to be interviewed 1.9322
273 Yes, I am willing to be interviewed 1.8116
274 Yes, I am willing to be interviewed 0.4797
275 No, I am not willing to be interviewed 0.7378
276 No, I am not willing to be interviewed 0.3618
277 No, I am not willing to be interviewed 0.9340
278 No, I am not willing to be interviewed 0.7591
279 Yes, I am willing to be interviewed 1.5368
280 Yes, I am willing to be interviewed 0.6168
281 No, I am not willing to be interviewed 0.8156
282 Yes, I am willing to be interviewed 0.9080
283 No, I am not willing to be interviewed 0.6133
284 No, I am not willing to be interviewed 0.6267
285 No, I am not willing to be interviewed 1.1568
286 No, I am not willing to be interviewed 0.5901
287 No, I am not willing to be interviewed 0.9604
288 No, I am not willing to be interviewed 0.5292
289 No, I am not willing to be interviewed 0.8462
290 No, I am not willing to be interviewed 1.1110
291 No, I am not willing to be interviewed 0.7885
292 No, I am not willing to be interviewed 0.9451
293 Yes, I am willing to be interviewed 0.4962
294 Yes, I am willing to be interviewed 1.4488
295 No, I am not willing to be interviewed 0.5595
296 No, I am not willing to be interviewed 0.8451
297 No, I am not willing to be interviewed 1.3289
298 No, I am not willing to be interviewed 0.7622
299 No, I am not willing to be interviewed 0.4038
300 No, I am not willing to be interviewed 0.8618
301 Yes, I am willing to be interviewed 0.4296
302 No, I am not willing to be interviewed 0.7578
303 Yes, I am willing to be interviewed 0.5324
304 No, I am not willing to be interviewed 2.8575
305 Yes, I am willing to be interviewed 0.7588
306 No, I am not willing to be interviewed 0.7846
307 No, I am not willing to be interviewed 0.5568
308 No, I am not willing to be interviewed 1.1564
309 Yes, I am willing to be interviewed 0.9836
310 No, I am not willing to be interviewed 0.8778
311 No, I am not willing to be interviewed 1.2338
312 No, I am not willing to be interviewed 1.3530
313 Yes, I am willing to be interviewed 0.5788
314 No, I am not willing to be interviewed 1.2378
315 Yes, I am willing to be interviewed 0.6882
316 Yes, I am willing to be interviewed 0.5083
317 Yes, I am willing to be interviewed 0.7590
318 Yes, I am willing to be interviewed 0.7922
319 Yes, I am willing to be interviewed 0.8866
320 Yes, I am willing to be interviewed 1.1323
321 No, I am not willing to be interviewed 0.6826
322 Yes, I am willing to be interviewed 0.8118
323 Yes, I am willing to be interviewed 0.7116
324 Yes, I am willing to be interviewed 0.6582
325 No, I am not willing to be interviewed 0.5374
326 Yes, I am willing to be interviewed 0.6609
327 Yes, I am willing to be interviewed 1.5339
328 Yes, I am willing to be interviewed 1.9662
329 No, I am not willing to be interviewed 0.6409
330 No, I am not willing to be interviewed 0.7183
331 No, I am not willing to be interviewed 0.7573
332 No, I am not willing to be interviewed 0.7850
333 No, I am not willing to be interviewed 0.8484
334 No, I am not willing to be interviewed 1.1026
335 No, I am not willing to be interviewed 0.7172
336 Yes, I am willing to be interviewed 0.8383
337 No, I am not willing to be interviewed 2.1023
338 No, I am not willing to be interviewed 0.6315
339 Yes, I am willing to be interviewed 0.9512
340 No, I am not willing to be interviewed 1.0312
341 Yes, I am willing to be interviewed 0.9179
342 Yes, I am willing to be interviewed 0.7303
343 No, I am not willing to be interviewed 0.6706
344 No, I am not willing to be interviewed 1.5878
345 Yes, I am willing to be interviewed 0.7648
346 Yes, I am willing to be interviewed 1.3290
347 No, I am not willing to be interviewed 1.0223
348 No, I am not willing to be interviewed 0.5788
349 No, I am not willing to be interviewed 0.6556
350 No, I am not willing to be interviewed 2.3801
351 Yes, I am willing to be interviewed 0.5126
352 Yes, I am willing to be interviewed 0.7889
353 No, I am not willing to be interviewed 0.4838
354 Yes, I am willing to be interviewed 0.9139
355 No, I am not willing to be interviewed 1.2854
356 No, I am not willing to be interviewed 0.4821
357 No, I am not willing to be interviewed 1.0239
358 Yes, I am willing to be interviewed 0.4542
359 No, I am not willing to be interviewed 0.7573
360 No, I am not willing to be interviewed 0.7962
361 No, I am not willing to be interviewed 0.6190
362 No, I am not willing to be interviewed 1.5893
363 No, I am not willing to be interviewed 1.2848
364 No, I am not willing to be interviewed 1.2113
365 No, I am not willing to be interviewed 0.4068
366 Yes, I am willing to be interviewed 0.3862
367 Yes, I am willing to be interviewed 0.6434
368 Yes, I am willing to be interviewed 0.9651
369 No, I am not willing to be interviewed 1.3139
370 No, I am not willing to be interviewed 1.2227
371 Yes, I am willing to be interviewed 0.6805
372 Yes, I am willing to be interviewed 0.6497
373 No, I am not willing to be interviewed 1.2532
374 No, I am not willing to be interviewed 0.4005
375 No, I am not willing to be interviewed 0.8142
376 Yes, I am willing to be interviewed 0.5905
377 No, I am not willing to be interviewed 0.8953
378 Yes, I am willing to be interviewed 0.7901
379 No, I am not willing to be interviewed 1.0711
380 No, I am not willing to be interviewed 1.2093
381 Yes, I am willing to be interviewed 3.6085
382 Yes, I am willing to be interviewed 0.5493
383 No, I am not willing to be interviewed 0.9907
384 No, I am not willing to be interviewed 0.7625
385 Yes, I am willing to be interviewed 0.5318
386 No, I am not willing to be interviewed 1.5232
387 No, I am not willing to be interviewed 1.7585
388 Yes, I am willing to be interviewed 0.5174
389 No, I am not willing to be interviewed 0.6986
390 No, I am not willing to be interviewed 0.7622
391 No, I am not willing to be interviewed 0.8158
392 No, I am not willing to be interviewed 0.8515
393 No, I am not willing to be interviewed 1.0555
394 No, I am not willing to be interviewed 0.9065
395 No, I am not willing to be interviewed 1.4205
396 Yes, I am willing to be interviewed 0.6217
397 No, I am not willing to be interviewed 0.4165
398 No, I am not willing to be interviewed 3.1176
399 No, I am not willing to be interviewed 0.5923
400 Yes, I am willing to be interviewed 0.9776
401 Yes, I am willing to be interviewed 0.6319
402 Yes, I am willing to be interviewed 0.8280
403 Yes, I am willing to be interviewed 0.6434
404 No, I am not willing to be interviewed 1.4336
405 Yes, I am willing to be interviewed 0.5101
406 Yes, I am willing to be interviewed 0.8617
407 Yes, I am willing to be interviewed 0.5918
408 No, I am not willing to be interviewed 0.4364
409 Yes, I am willing to be interviewed 1.3333
410 No, I am not willing to be interviewed 0.9297
411 No, I am not willing to be interviewed 0.5522
412 Yes, I am willing to be interviewed 0.9361
413 No, I am not willing to be interviewed 0.5744
414 Yes, I am willing to be interviewed 0.5120
415 Yes, I am willing to be interviewed 0.4683
416 Yes, I am willing to be interviewed 0.3240
417 No, I am not willing to be interviewed 1.9050
418 Yes, I am willing to be interviewed 0.7849
419 Yes, I am willing to be interviewed 0.7125
420 No, I am not willing to be interviewed 0.7153
421 No, I am not willing to be interviewed 1.8266
422 No, I am not willing to be interviewed 1.4336
423 Yes, I am willing to be interviewed 0.7508
424 No, I am not willing to be interviewed 0.5901
425 Yes, I am willing to be interviewed 0.5200
426 No, I am not willing to be interviewed 0.7300
427 Yes, I am willing to be interviewed 1.3005
428 Yes, I am willing to be interviewed 0.3922
429 Yes, I am willing to be interviewed 1.2667
430 No, I am not willing to be interviewed 0.4542
431 No, I am not willing to be interviewed 1.8529
432 No, I am not willing to be interviewed 1.0174
433 No, I am not willing to be interviewed 1.0567
434 No, I am not willing to be interviewed 0.6663
435 No, I am not willing to be interviewed 1.0875
436 No, I am not willing to be interviewed 1.6268
437 No, I am not willing to be interviewed 0.6806
438 No, I am not willing to be interviewed 2.6918
439 Yes, I am willing to be interviewed 1.5398
440 Yes, I am willing to be interviewed 1.0489
441 Yes, I am willing to be interviewed 0.8129
442 No, I am not willing to be interviewed 0.7745
443 No, I am not willing to be interviewed 0.5734
444 No, I am not willing to be interviewed 0.6209
445 No, I am not willing to be interviewed 0.9056
446 No, I am not willing to be interviewed 0.9246
447 No, I am not willing to be interviewed 1.5253
448 Yes, I am willing to be interviewed 0.5659
449 No, I am not willing to be interviewed 0.4038
450 No, I am not willing to be interviewed 1.7083
451 Yes, I am willing to be interviewed 1.2585
452 No, I am not willing to be interviewed 1.1559
453 No, I am not willing to be interviewed 0.4431
454 No, I am not willing to be interviewed 0.9466
455 No, I am not willing to be interviewed 0.7901
456 Yes, I am willing to be interviewed 1.1392
457 Yes, I am willing to be interviewed 1.1124
458 No, I am not willing to be interviewed 0.5280
459 No, I am not willing to be interviewed 0.5579
460 No, I am not willing to be interviewed 0.7218
461 Yes, I am willing to be interviewed 1.3298
462 No, I am not willing to be interviewed 0.9196
463 No, I am not willing to be interviewed 0.7389
464 No, I am not willing to be interviewed 1.0621
465 Yes, I am willing to be interviewed 0.9738
466 Yes, I am willing to be interviewed 0.5544
467 No, I am not willing to be interviewed 0.8393Filter ppinc7 earnings that are above 50
filter(abc_poll_2021, ppinc7 < 65000 & ABCAGE > 50) id xspanish complete_status ppage
1 7230001 English qualified 68
2 7230002 English qualified 85
3 7230003 English qualified 69
4 7230004 English qualified 74
5 7230005 English qualified 77
6 7230006 English qualified 70
7 7230008 English qualified 76
8 7230009 English qualified 78
9 7230011 English qualified 58
10 7230012 English qualified 50
11 7230013 English qualified 84
12 7230014 English qualified 61
13 7230015 English qualified 77
14 7230016 English qualified 55
15 7230017 English qualified 64
16 7230019 English qualified 78
17 7230020 English qualified 72
18 7230021 English qualified 55
19 7230023 English qualified 61
20 7230024 English qualified 73
21 7230025 English qualified 66
22 7230028 English qualified 65
23 7230029 English qualified 74
24 7230030 English qualified 84
25 7230031 English qualified 59
26 7230032 English qualified 66
27 7230033 English qualified 76
28 7230036 English qualified 55
29 7230037 English qualified 53
30 7230040 English qualified 67
31 7230042 English qualified 58
32 7230043 English qualified 60
33 7230044 English qualified 69
34 7230045 English qualified 52
35 7230046 English qualified 52
36 7230047 English qualified 72
37 7230048 English qualified 80
38 7230049 English qualified 69
39 7230050 English qualified 76
40 7230051 English qualified 75
41 7230052 English qualified 74
42 7230053 English qualified 64
43 7230054 English qualified 74
44 7230055 English qualified 74
45 7230057 English qualified 56
46 7230058 English qualified 64
47 7230059 English qualified 70
48 7230060 English qualified 62
49 7230062 English qualified 67
50 7230063 English qualified 65
51 7230064 English qualified 71
52 7230065 English qualified 74
53 7230066 English qualified 69
54 7230067 English qualified 63
55 7230068 English qualified 81
56 7230069 English qualified 82
57 7230070 English qualified 69
58 7230071 English qualified 73
59 7230072 English qualified 74
60 7230073 English qualified 56
61 7230074 English qualified 68
62 7230075 English qualified 59
63 7230076 English qualified 84
64 7230077 English qualified 83
65 7230078 English qualified 68
66 7230081 English qualified 57
67 7230082 English qualified 52
68 7230083 English qualified 80
69 7230084 English qualified 50
70 7230085 English qualified 58
71 7230086 English qualified 74
72 7230087 English qualified 56
73 7230088 English qualified 70
74 7230090 English qualified 50
75 7230091 English qualified 63
76 7230092 English qualified 78
77 7230093 English qualified 55
78 7230094 English qualified 66
79 7230095 English qualified 70
80 7230096 English qualified 65
81 7230097 English qualified 76
82 7230099 English qualified 58
83 7230100 English qualified 66
84 7230101 English qualified 54
85 7230103 English qualified 61
86 7230104 English qualified 82
87 7230105 English qualified 70
88 7230106 English qualified 88
89 7230107 English qualified 68
90 7230109 English qualified 53
91 7230110 English qualified 61
92 7230111 English qualified 51
93 7230112 English qualified 58
94 7230113 English qualified 73
95 7230114 English qualified 60
96 7230115 English qualified 70
97 7230116 English qualified 72
98 7230117 English qualified 78
99 7230123 English qualified 76
100 7230124 English qualified 58
101 7230126 English qualified 51
102 7230128 English qualified 80
103 7230129 English qualified 74
104 7230131 English qualified 76
105 7230132 English qualified 55
106 7230133 English qualified 57
107 7230134 English qualified 51
108 7230135 English qualified 91
109 7230136 English qualified 67
110 7230138 English qualified 62
111 7230140 English qualified 59
112 7230143 English qualified 56
113 7230144 English qualified 52
114 7230146 English qualified 66
115 7230147 English qualified 62
116 7230148 English qualified 74
117 7230149 English qualified 52
118 7230152 English qualified 71
119 7230153 English qualified 70
120 7230155 English qualified 53
121 7230158 English qualified 65
122 7230162 English qualified 58
123 7230165 English qualified 57
124 7230166 English qualified 70
125 7230168 English qualified 84
126 7230169 English qualified 54
127 7230172 English qualified 68
128 7230173 English qualified 59
129 7230174 English qualified 58
130 7230175 English qualified 54
131 7230176 English qualified 60
132 7230177 English qualified 59
133 7230179 English qualified 66
134 7230182 English qualified 82
135 7230186 English qualified 76
136 7230188 English qualified 67
137 7230190 English qualified 63
138 7230191 English qualified 52
139 7230192 English qualified 55
140 7230193 English qualified 61
141 7230194 English qualified 79
142 7230196 English qualified 54
143 7230197 English qualified 55
144 7230198 English qualified 72
145 7230199 English qualified 77
146 7230201 English qualified 75
147 7230202 English qualified 63
148 7230204 English qualified 81
149 7230205 English qualified 56
150 7230209 English qualified 65
151 7230211 English qualified 59
152 7230212 English qualified 54
153 7230213 English qualified 50
154 7230215 English qualified 65
155 7230217 English qualified 63
156 7230218 English qualified 88
157 7230220 English qualified 72
158 7230225 English qualified 84
159 7230226 English qualified 81
160 7230229 English qualified 50
161 7230230 English qualified 68
162 7230231 English qualified 73
163 7230232 English qualified 74
164 7230233 English qualified 54
165 7230234 English qualified 87
166 7230235 Spanish qualified 50
167 7230237 English qualified 67
168 7230238 English qualified 65
169 7230239 English qualified 54
170 7230242 English qualified 58
171 7230246 English qualified 68
172 7230247 English qualified 54
173 7230248 English qualified 61
174 7230249 English qualified 62
175 7230250 English qualified 73
176 7230251 English qualified 68
177 7230252 English qualified 56
178 7230253 English qualified 74
179 7230256 English qualified 76
180 7230257 English qualified 85
181 7230258 English qualified 67
182 7230259 English qualified 81
183 7230260 English qualified 58
184 7230264 English qualified 61
185 7230267 English qualified 66
186 7230270 English qualified 60
187 7230271 English qualified 58
188 7230274 English qualified 74
189 7230275 English qualified 51
190 7230276 English qualified 74
191 7230277 English qualified 52
192 7230278 English qualified 52
193 7230279 English qualified 67
194 7230281 English qualified 76
195 7230283 English qualified 59
196 7230287 English qualified 51
197 7230289 Spanish qualified 55
198 7230291 English qualified 75
199 7230292 English qualified 72
200 7230293 English qualified 60
201 7230294 English qualified 70
202 7230295 English qualified 50
203 7230297 English qualified 70
204 7230300 English qualified 51
205 7230302 English qualified 66
206 7230303 English qualified 67
207 7230305 English qualified 67
208 7230306 English qualified 58
209 7230308 English qualified 71
210 7230309 English qualified 60
211 7230310 English qualified 56
212 7230313 English qualified 50
213 7230314 English qualified 70
214 7230316 English qualified 71
215 7230320 English qualified 57
216 7230321 English qualified 61
217 7230322 English qualified 70
218 7230323 English qualified 70
219 7230324 English qualified 67
220 7230326 English qualified 89
221 7230330 English qualified 73
222 7230332 English qualified 63
223 7230333 English qualified 70
224 7230335 English qualified 53
225 7230338 Spanish qualified 53
226 7230339 English qualified 59
227 7230340 English qualified 59
228 7230341 English qualified 55
229 7230342 English qualified 71
230 7230345 English qualified 83
231 7230350 English qualified 64
232 7230351 English qualified 56
233 7230352 English qualified 74
234 7230353 English qualified 54
235 7230355 Spanish qualified 52
236 7230356 English qualified 81
237 7230359 English qualified 63
238 7230363 English qualified 70
239 7230364 English qualified 53
240 7230365 English qualified 69
241 7230368 English qualified 55
242 7230380 English qualified 59
243 7230383 English qualified 88
244 7230386 English qualified 74
245 7230388 English qualified 53
246 7230392 English qualified 61
247 7230393 English qualified 59
248 7230394 English qualified 59
249 7230396 English qualified 50
250 7230397 English qualified 57
251 7230403 English qualified 69
252 7230404 English qualified 69
253 7230405 English qualified 71
254 7230407 English qualified 62
255 7230413 English qualified 66
256 7230414 English qualified 56
257 7230415 English qualified 53
258 7230416 English qualified 60
259 7230420 English qualified 66
260 7230422 English qualified 64
261 7230424 English qualified 58
262 7230427 English qualified 74
263 7230430 English qualified 75
264 7230434 English qualified 57
265 7230438 English qualified 65
266 7230439 English qualified 59
267 7230441 English qualified 57
268 7230442 English qualified 82
269 7230445 English qualified 60
270 7230446 English qualified 55
271 7230447 English qualified 65
272 7230448 English qualified 74
273 7230451 English qualified 59
274 7230454 English qualified 56
275 7230456 English qualified 73
276 7230457 English qualified 58
277 7230459 English qualified 69
278 7230461 English qualified 57
279 7230463 English qualified 61
280 7230464 English qualified 66
281 7230465 English qualified 73
282 7230469 English qualified 66
283 7230470 English qualified 83
284 7230471 English qualified 60
285 7230472 English qualified 66
286 7230473 English qualified 62
287 7230474 English qualified 52
288 7230476 English qualified 56
289 7230478 English qualified 67
290 7230479 English qualified 64
291 7230480 English qualified 57
292 7230482 Spanish qualified 55
293 7230483 English qualified 53
294 7230485 English qualified 70
295 7230487 English qualified 54
296 7230488 English qualified 79
297 7230492 English qualified 54
298 7230495 English qualified 63
299 7230496 English qualified 65
300 7230497 English qualified 59
301 7230499 English qualified 68
302 7230510 English qualified 73
303 7230511 English qualified 56
304 7230512 English qualified 55
305 7230513 English qualified 68
306 7230515 English qualified 59
307 7230516 English qualified 62
308 7230517 English qualified 68
309 7230518 Spanish qualified 53
310 7230519 English qualified 70
311 7230524 English qualified 58
312 7230525 English qualified 64
313 7230527 English qualified 56
ppeduc5
1 High school graduate (high school diploma or the equivalent GED)
2 Bachelor\x92s degree
3 High school graduate (high school diploma or the equivalent GED)
4 Bachelor\x92s degree
5 High school graduate (high school diploma or the equivalent GED)
6 Bachelor\x92s degree
7 Bachelor\x92s degree
8 Bachelor\x92s degree
9 High school graduate (high school diploma or the equivalent GED)
10 Master\x92s degree or above
11 Master\x92s degree or above
12 High school graduate (high school diploma or the equivalent GED)
13 High school graduate (high school diploma or the equivalent GED)
14 High school graduate (high school diploma or the equivalent GED)
15 Some college or Associate degree
16 High school graduate (high school diploma or the equivalent GED)
17 High school graduate (high school diploma or the equivalent GED)
18 Master\x92s degree or above
19 Some college or Associate degree
20 Some college or Associate degree
21 High school graduate (high school diploma or the equivalent GED)
22 Master\x92s degree or above
23 Master\x92s degree or above
24 High school graduate (high school diploma or the equivalent GED)
25 Bachelor\x92s degree
26 Bachelor\x92s degree
27 Some college or Associate degree
28 Bachelor\x92s degree
29 High school graduate (high school diploma or the equivalent GED)
30 High school graduate (high school diploma or the equivalent GED)
31 Master\x92s degree or above
32 Some college or Associate degree
33 Bachelor\x92s degree
34 Some college or Associate degree
35 Bachelor\x92s degree
36 Master\x92s degree or above
37 Master\x92s degree or above
38 Some college or Associate degree
39 High school graduate (high school diploma or the equivalent GED)
40 Bachelor\x92s degree
41 High school graduate (high school diploma or the equivalent GED)
42 Some college or Associate degree
43 Bachelor\x92s degree
44 High school graduate (high school diploma or the equivalent GED)
45 Master\x92s degree or above
46 High school graduate (high school diploma or the equivalent GED)
47 High school graduate (high school diploma or the equivalent GED)
48 Master\x92s degree or above
49 Some college or Associate degree
50 Some college or Associate degree
51 High school graduate (high school diploma or the equivalent GED)
52 Some college or Associate degree
53 Some college or Associate degree
54 Master\x92s degree or above
55 Some college or Associate degree
56 High school graduate (high school diploma or the equivalent GED)
57 Some college or Associate degree
58 Some college or Associate degree
59 High school graduate (high school diploma or the equivalent GED)
60 Bachelor\x92s degree
61 High school graduate (high school diploma or the equivalent GED)
62 High school graduate (high school diploma or the equivalent GED)
63 High school graduate (high school diploma or the equivalent GED)
64 High school graduate (high school diploma or the equivalent GED)
65 Some college or Associate degree
66 Some college or Associate degree
67 Some college or Associate degree
68 High school graduate (high school diploma or the equivalent GED)
69 Master\x92s degree or above
70 High school graduate (high school diploma or the equivalent GED)
71 No high school diploma or GED
72 Bachelor\x92s degree
73 Master\x92s degree or above
74 Bachelor\x92s degree
75 Master\x92s degree or above
76 Some college or Associate degree
77 Master\x92s degree or above
78 High school graduate (high school diploma or the equivalent GED)
79 Some college or Associate degree
80 Bachelor\x92s degree
81 Bachelor\x92s degree
82 Some college or Associate degree
83 No high school diploma or GED
84 High school graduate (high school diploma or the equivalent GED)
85 Some college or Associate degree
86 Some college or Associate degree
87 Some college or Associate degree
88 High school graduate (high school diploma or the equivalent GED)
89 Bachelor\x92s degree
90 High school graduate (high school diploma or the equivalent GED)
91 Master\x92s degree or above
92 High school graduate (high school diploma or the equivalent GED)
93 High school graduate (high school diploma or the equivalent GED)
94 Some college or Associate degree
95 High school graduate (high school diploma or the equivalent GED)
96 Bachelor\x92s degree
97 Master\x92s degree or above
98 Bachelor\x92s degree
99 High school graduate (high school diploma or the equivalent GED)
100 Bachelor\x92s degree
101 High school graduate (high school diploma or the equivalent GED)
102 Some college or Associate degree
103 High school graduate (high school diploma or the equivalent GED)
104 High school graduate (high school diploma or the equivalent GED)
105 Some college or Associate degree
106 Bachelor\x92s degree
107 High school graduate (high school diploma or the equivalent GED)
108 Bachelor\x92s degree
109 High school graduate (high school diploma or the equivalent GED)
110 Master\x92s degree or above
111 Master\x92s degree or above
112 Master\x92s degree or above
113 High school graduate (high school diploma or the equivalent GED)
114 Bachelor\x92s degree
115 Some college or Associate degree
116 Bachelor\x92s degree
117 Bachelor\x92s degree
118 Some college or Associate degree
119 High school graduate (high school diploma or the equivalent GED)
120 Some college or Associate degree
121 High school graduate (high school diploma or the equivalent GED)
122 Some college or Associate degree
123 Some college or Associate degree
124 High school graduate (high school diploma or the equivalent GED)
125 Some college or Associate degree
126 Master\x92s degree or above
127 Some college or Associate degree
128 Some college or Associate degree
129 Master\x92s degree or above
130 Some college or Associate degree
131 Master\x92s degree or above
132 Some college or Associate degree
133 Some college or Associate degree
134 Master\x92s degree or above
135 Master\x92s degree or above
136 High school graduate (high school diploma or the equivalent GED)
137 Master\x92s degree or above
138 High school graduate (high school diploma or the equivalent GED)
139 Some college or Associate degree
140 Bachelor\x92s degree
141 High school graduate (high school diploma or the equivalent GED)
142 Bachelor\x92s degree
143 Some college or Associate degree
144 High school graduate (high school diploma or the equivalent GED)
145 Some college or Associate degree
146 Some college or Associate degree
147 Master\x92s degree or above
148 Some college or Associate degree
149 Some college or Associate degree
150 Some college or Associate degree
151 Master\x92s degree or above
152 No high school diploma or GED
153 High school graduate (high school diploma or the equivalent GED)
154 Master\x92s degree or above
155 Some college or Associate degree
156 Bachelor\x92s degree
157 Bachelor\x92s degree
158 Bachelor\x92s degree
159 High school graduate (high school diploma or the equivalent GED)
160 High school graduate (high school diploma or the equivalent GED)
161 Some college or Associate degree
162 Master\x92s degree or above
163 Some college or Associate degree
164 Master\x92s degree or above
165 High school graduate (high school diploma or the equivalent GED)
166 No high school diploma or GED
167 Some college or Associate degree
168 Master\x92s degree or above
169 Some college or Associate degree
170 Master\x92s degree or above
171 Some college or Associate degree
172 High school graduate (high school diploma or the equivalent GED)
173 High school graduate (high school diploma or the equivalent GED)
174 Bachelor\x92s degree
175 High school graduate (high school diploma or the equivalent GED)
176 Some college or Associate degree
177 Some college or Associate degree
178 Some college or Associate degree
179 Master\x92s degree or above
180 Master\x92s degree or above
181 Some college or Associate degree
182 Some college or Associate degree
183 High school graduate (high school diploma or the equivalent GED)
184 No high school diploma or GED
185 High school graduate (high school diploma or the equivalent GED)
186 High school graduate (high school diploma or the equivalent GED)
187 Some college or Associate degree
188 Some college or Associate degree
189 High school graduate (high school diploma or the equivalent GED)
190 Master\x92s degree or above
191 Some college or Associate degree
192 Bachelor\x92s degree
193 Bachelor\x92s degree
194 High school graduate (high school diploma or the equivalent GED)
195 High school graduate (high school diploma or the equivalent GED)
196 Some college or Associate degree
197 No high school diploma or GED
198 Bachelor\x92s degree
199 Some college or Associate degree
200 Master\x92s degree or above
201 High school graduate (high school diploma or the equivalent GED)
202 No high school diploma or GED
203 Some college or Associate degree
204 Master\x92s degree or above
205 Bachelor\x92s degree
206 Some college or Associate degree
207 Some college or Associate degree
208 High school graduate (high school diploma or the equivalent GED)
209 Bachelor\x92s degree
210 High school graduate (high school diploma or the equivalent GED)
211 High school graduate (high school diploma or the equivalent GED)
212 Some college or Associate degree
213 Bachelor\x92s degree
214 High school graduate (high school diploma or the equivalent GED)
215 Master\x92s degree or above
216 High school graduate (high school diploma or the equivalent GED)
217 Master\x92s degree or above
218 Some college or Associate degree
219 Master\x92s degree or above
220 Some college or Associate degree
221 High school graduate (high school diploma or the equivalent GED)
222 Bachelor\x92s degree
223 Some college or Associate degree
224 High school graduate (high school diploma or the equivalent GED)
225 No high school diploma or GED
226 Some college or Associate degree
227 Some college or Associate degree
228 Some college or Associate degree
229 Master\x92s degree or above
230 Some college or Associate degree
231 Some college or Associate degree
232 Some college or Associate degree
233 High school graduate (high school diploma or the equivalent GED)
234 Some college or Associate degree
235 No high school diploma or GED
236 Master\x92s degree or above
237 Some college or Associate degree
238 High school graduate (high school diploma or the equivalent GED)
239 Some college or Associate degree
240 Some college or Associate degree
241 Bachelor\x92s degree
242 Some college or Associate degree
243 No high school diploma or GED
244 Some college or Associate degree
245 Some college or Associate degree
246 Bachelor\x92s degree
247 High school graduate (high school diploma or the equivalent GED)
248 Bachelor\x92s degree
249 Some college or Associate degree
250 Bachelor\x92s degree
251 Some college or Associate degree
252 High school graduate (high school diploma or the equivalent GED)
253 Bachelor\x92s degree
254 Bachelor\x92s degree
255 Master\x92s degree or above
256 Master\x92s degree or above
257 No high school diploma or GED
258 Some college or Associate degree
259 Some college or Associate degree
260 Bachelor\x92s degree
261 Master\x92s degree or above
262 Master\x92s degree or above
263 Master\x92s degree or above
264 Bachelor\x92s degree
265 Master\x92s degree or above
266 Master\x92s degree or above
267 No high school diploma or GED
268 Bachelor\x92s degree
269 Master\x92s degree or above
270 Some college or Associate degree
271 High school graduate (high school diploma or the equivalent GED)
272 Some college or Associate degree
273 Some college or Associate degree
274 High school graduate (high school diploma or the equivalent GED)
275 Bachelor\x92s degree
276 Some college or Associate degree
277 Some college or Associate degree
278 Bachelor\x92s degree
279 Some college or Associate degree
280 Bachelor\x92s degree
281 Bachelor\x92s degree
282 Some college or Associate degree
283 Master\x92s degree or above
284 High school graduate (high school diploma or the equivalent GED)
285 No high school diploma or GED
286 Bachelor\x92s degree
287 High school graduate (high school diploma or the equivalent GED)
288 Some college or Associate degree
289 Bachelor\x92s degree
290 Bachelor\x92s degree
291 Master\x92s degree or above
292 No high school diploma or GED
293 Master\x92s degree or above
294 Master\x92s degree or above
295 Master\x92s degree or above
296 High school graduate (high school diploma or the equivalent GED)
297 Bachelor\x92s degree
298 High school graduate (high school diploma or the equivalent GED)
299 Some college or Associate degree
300 High school graduate (high school diploma or the equivalent GED)
301 High school graduate (high school diploma or the equivalent GED)
302 Master\x92s degree or above
303 Bachelor\x92s degree
304 High school graduate (high school diploma or the equivalent GED)
305 Some college or Associate degree
306 Some college or Associate degree
307 Bachelor\x92s degree
308 High school graduate (high school diploma or the equivalent GED)
309 High school graduate (high school diploma or the equivalent GED)
310 High school graduate (high school diploma or the equivalent GED)
311 No high school diploma or GED
312 High school graduate (high school diploma or the equivalent GED)
313 Bachelor\x92s degree
ppeducat ppgender ppethm pphhsize
1 High school Female White, Non-Hispanic 2
2 Bachelors degree or higher Male White, Non-Hispanic 2
3 High school Male White, Non-Hispanic 2
4 Bachelors degree or higher Female White, Non-Hispanic 1
5 High school Male White, Non-Hispanic 3
6 Bachelors degree or higher Male White, Non-Hispanic 2
7 Bachelors degree or higher Male Black, Non-Hispanic 2
8 Bachelors degree or higher Female White, Non-Hispanic 2
9 High school Male White, Non-Hispanic 2
10 Bachelors degree or higher Male White, Non-Hispanic 1
11 Bachelors degree or higher Male White, Non-Hispanic 1
12 High school Female White, Non-Hispanic 2
13 High school Female White, Non-Hispanic 2
14 High school Male White, Non-Hispanic 3
15 Some college Male White, Non-Hispanic 2
16 High school Female White, Non-Hispanic 2
17 High school Male White, Non-Hispanic 1
18 Bachelors degree or higher Female White, Non-Hispanic 2
19 Some college Male White, Non-Hispanic 3
20 Some college Male White, Non-Hispanic 2
21 High school Male White, Non-Hispanic 2
22 Bachelors degree or higher Male White, Non-Hispanic 2
23 Bachelors degree or higher Male White, Non-Hispanic 2
24 High school Male White, Non-Hispanic 2
25 Bachelors degree or higher Female White, Non-Hispanic 3
26 Bachelors degree or higher Female White, Non-Hispanic 2
27 Some college Female White, Non-Hispanic 2
28 Bachelors degree or higher Male Hispanic 2
29 High school Male White, Non-Hispanic 4
30 High school Male White, Non-Hispanic 2
31 Bachelors degree or higher Male White, Non-Hispanic 1
32 Some college Female Black, Non-Hispanic 2
33 Bachelors degree or higher Female White, Non-Hispanic 2
34 Some college Female White, Non-Hispanic 2
35 Bachelors degree or higher Female White, Non-Hispanic 3
36 Bachelors degree or higher Female White, Non-Hispanic 2
37 Bachelors degree or higher Male White, Non-Hispanic 2
38 Some college Male White, Non-Hispanic 2
39 High school Male White, Non-Hispanic 2
40 Bachelors degree or higher Male White, Non-Hispanic 2
41 High school Female White, Non-Hispanic 2
42 Some college Female White, Non-Hispanic 2
43 Bachelors degree or higher Male White, Non-Hispanic 2
44 High school Female White, Non-Hispanic 1
45 Bachelors degree or higher Male Other, Non-Hispanic 4
46 High school Female White, Non-Hispanic 2
47 High school Female White, Non-Hispanic 2
48 Bachelors degree or higher Male Other, Non-Hispanic 2
49 Some college Female White, Non-Hispanic 2
50 Some college Female White, Non-Hispanic 4
51 High school Female White, Non-Hispanic 1
52 Some college Female White, Non-Hispanic 1
53 Some college Female White, Non-Hispanic 2
54 Bachelors degree or higher Female White, Non-Hispanic 2
55 Some college Female White, Non-Hispanic 2
56 High school Male Other, Non-Hispanic 5
57 Some college Female White, Non-Hispanic 4
58 Some college Male White, Non-Hispanic 2
59 High school Male White, Non-Hispanic 2
60 Bachelors degree or higher Male White, Non-Hispanic 3
61 High school Female White, Non-Hispanic 2
62 High school Female White, Non-Hispanic 1
63 High school Female White, Non-Hispanic 2
64 High school Male White, Non-Hispanic 2
65 Some college Male White, Non-Hispanic 2
66 Some college Male White, Non-Hispanic 2
67 Some college Female White, Non-Hispanic 5
68 High school Female White, Non-Hispanic 2
69 Bachelors degree or higher Male White, Non-Hispanic 2
70 High school Male Black, Non-Hispanic 2
71 Less than high school Female White, Non-Hispanic 2
72 Bachelors degree or higher Female Other, Non-Hispanic 3
73 Bachelors degree or higher Female White, Non-Hispanic 2
74 Bachelors degree or higher Female White, Non-Hispanic 2
75 Bachelors degree or higher Male Hispanic 2
76 Some college Female White, Non-Hispanic 2
77 Bachelors degree or higher Male White, Non-Hispanic 2
78 High school Female White, Non-Hispanic 2
79 Some college Female White, Non-Hispanic 2
80 Bachelors degree or higher Male White, Non-Hispanic 1
81 Bachelors degree or higher Male White, Non-Hispanic 2
82 Some college Female White, Non-Hispanic 2
83 Less than high school Female White, Non-Hispanic 6 or more
84 High school Female White, Non-Hispanic 4
85 Some college Female White, Non-Hispanic 2
86 Some college Female White, Non-Hispanic 1
87 Some college Female White, Non-Hispanic 1
88 High school Female 2+ Races, Non-Hispanic 2
89 Bachelors degree or higher Male White, Non-Hispanic 1
90 High school Female White, Non-Hispanic 2
91 Bachelors degree or higher Male White, Non-Hispanic 4
92 High school Female White, Non-Hispanic 3
93 High school Female Hispanic 3
94 Some college Male White, Non-Hispanic 3
95 High school Male 2+ Races, Non-Hispanic 6 or more
96 Bachelors degree or higher Male White, Non-Hispanic 2
97 Bachelors degree or higher Male Hispanic 2
98 Bachelors degree or higher Male White, Non-Hispanic 2
99 High school Male White, Non-Hispanic 2
100 Bachelors degree or higher Male Hispanic 3
101 High school Female White, Non-Hispanic 1
102 Some college Female White, Non-Hispanic 3
103 High school Male White, Non-Hispanic 2
104 High school Female White, Non-Hispanic 2
105 Some college Female White, Non-Hispanic 5
106 Bachelors degree or higher Male White, Non-Hispanic 1
107 High school Male White, Non-Hispanic 2
108 Bachelors degree or higher Female White, Non-Hispanic 2
109 High school Female White, Non-Hispanic 2
110 Bachelors degree or higher Female 2+ Races, Non-Hispanic 3
111 Bachelors degree or higher Male White, Non-Hispanic 2
112 Bachelors degree or higher Male Other, Non-Hispanic 2
113 High school Male Black, Non-Hispanic 5
114 Bachelors degree or higher Female Other, Non-Hispanic 2
115 Some college Male Other, Non-Hispanic 1
116 Bachelors degree or higher Male White, Non-Hispanic 5
117 Bachelors degree or higher Male White, Non-Hispanic 2
118 Some college Female White, Non-Hispanic 2
119 High school Female White, Non-Hispanic 2
120 Some college Female White, Non-Hispanic 3
121 High school Male Black, Non-Hispanic 4
122 Some college Female White, Non-Hispanic 1
123 Some college Male White, Non-Hispanic 2
124 High school Male White, Non-Hispanic 1
125 Some college Male White, Non-Hispanic 2
126 Bachelors degree or higher Female White, Non-Hispanic 3
127 Some college Male White, Non-Hispanic 1
128 Some college Male White, Non-Hispanic 1
129 Bachelors degree or higher Female White, Non-Hispanic 6 or more
130 Some college Female White, Non-Hispanic 2
131 Bachelors degree or higher Male White, Non-Hispanic 3
132 Some college Female White, Non-Hispanic 2
133 Some college Male White, Non-Hispanic 2
134 Bachelors degree or higher Male White, Non-Hispanic 2
135 Bachelors degree or higher Female White, Non-Hispanic 1
136 High school Female White, Non-Hispanic 2
137 Bachelors degree or higher Female White, Non-Hispanic 5
138 High school Female White, Non-Hispanic 1
139 Some college Male White, Non-Hispanic 1
140 Bachelors degree or higher Male Black, Non-Hispanic 4
141 High school Female White, Non-Hispanic 1
142 Bachelors degree or higher Female White, Non-Hispanic 2
143 Some college Male White, Non-Hispanic 2
144 High school Male White, Non-Hispanic 1
145 Some college Male White, Non-Hispanic 5
146 Some college Male White, Non-Hispanic 2
147 Bachelors degree or higher Female Black, Non-Hispanic 1
148 Some college Female 2+ Races, Non-Hispanic 3
149 Some college Female White, Non-Hispanic 2
150 Some college Male White, Non-Hispanic 2
151 Bachelors degree or higher Male White, Non-Hispanic 3
152 Less than high school Male Black, Non-Hispanic 3
153 High school Female Black, Non-Hispanic 2
154 Bachelors degree or higher Male White, Non-Hispanic 3
155 Some college Male White, Non-Hispanic 1
156 Bachelors degree or higher Female White, Non-Hispanic 2
157 Bachelors degree or higher Female Other, Non-Hispanic 1
158 Bachelors degree or higher Male White, Non-Hispanic 2
159 High school Male White, Non-Hispanic 2
160 High school Female White, Non-Hispanic 1
161 Some college Female White, Non-Hispanic 1
162 Bachelors degree or higher Female White, Non-Hispanic 2
163 Some college Male Black, Non-Hispanic 2
164 Bachelors degree or higher Female White, Non-Hispanic 3
165 High school Female White, Non-Hispanic 2
166 Less than high school Male Hispanic 4
167 Some college Male White, Non-Hispanic 2
168 Bachelors degree or higher Male White, Non-Hispanic 2
169 Some college Female 2+ Races, Non-Hispanic 3
170 Bachelors degree or higher Female White, Non-Hispanic 3
171 Some college Male White, Non-Hispanic 2
172 High school Female Black, Non-Hispanic 4
173 High school Male White, Non-Hispanic 2
174 Bachelors degree or higher Female White, Non-Hispanic 1
175 High school Female White, Non-Hispanic 2
176 Some college Male Black, Non-Hispanic 2
177 Some college Male Hispanic 3
178 Some college Female Hispanic 3
179 Bachelors degree or higher Male White, Non-Hispanic 2
180 Bachelors degree or higher Male White, Non-Hispanic 1
181 Some college Female White, Non-Hispanic 2
182 Some college Male White, Non-Hispanic 2
183 High school Male White, Non-Hispanic 4
184 Less than high school Female White, Non-Hispanic 1
185 High school Female White, Non-Hispanic 1
186 High school Female White, Non-Hispanic 2
187 Some college Female White, Non-Hispanic 1
188 Some college Female White, Non-Hispanic 2
189 High school Male White, Non-Hispanic 2
190 Bachelors degree or higher Male White, Non-Hispanic 3
191 Some college Male White, Non-Hispanic 4
192 Bachelors degree or higher Female White, Non-Hispanic 5
193 Bachelors degree or higher Male 2+ Races, Non-Hispanic 2
194 High school Female White, Non-Hispanic 1
195 High school Male White, Non-Hispanic 2
196 Some college Female Black, Non-Hispanic 2
197 Less than high school Male Hispanic 2
198 Bachelors degree or higher Male White, Non-Hispanic 2
199 Some college Female White, Non-Hispanic 2
200 Bachelors degree or higher Male White, Non-Hispanic 3
201 High school Female White, Non-Hispanic 2
202 Less than high school Male White, Non-Hispanic 2
203 Some college Male Black, Non-Hispanic 2
204 Bachelors degree or higher Female Other, Non-Hispanic 1
205 Bachelors degree or higher Male White, Non-Hispanic 2
206 Some college Female White, Non-Hispanic 3
207 Some college Male White, Non-Hispanic 2
208 High school Male White, Non-Hispanic 3
209 Bachelors degree or higher Male White, Non-Hispanic 3
210 High school Female White, Non-Hispanic 1
211 High school Male White, Non-Hispanic 2
212 Some college Male White, Non-Hispanic 4
213 Bachelors degree or higher Female White, Non-Hispanic 3
214 High school Male White, Non-Hispanic 3
215 Bachelors degree or higher Male White, Non-Hispanic 2
216 High school Female White, Non-Hispanic 2
217 Bachelors degree or higher Male White, Non-Hispanic 2
218 Some college Female White, Non-Hispanic 2
219 Bachelors degree or higher Male White, Non-Hispanic 1
220 Some college Female Black, Non-Hispanic 2
221 High school Female White, Non-Hispanic 3
222 Bachelors degree or higher Female 2+ Races, Non-Hispanic 2
223 Some college Male Hispanic 3
224 High school Female 2+ Races, Non-Hispanic 5
225 Less than high school Male Hispanic 3
226 Some college Male White, Non-Hispanic 2
227 Some college Female White, Non-Hispanic 3
228 Some college Male White, Non-Hispanic 3
229 Bachelors degree or higher Female White, Non-Hispanic 1
230 Some college Male White, Non-Hispanic 2
231 Some college Male White, Non-Hispanic 1
232 Some college Male White, Non-Hispanic 6 or more
233 High school Male White, Non-Hispanic 2
234 Some college Male White, Non-Hispanic 1
235 Less than high school Female Hispanic 2
236 Bachelors degree or higher Female White, Non-Hispanic 1
237 Some college Female White, Non-Hispanic 2
238 High school Male White, Non-Hispanic 1
239 Some college Female White, Non-Hispanic 3
240 Some college Male White, Non-Hispanic 2
241 Bachelors degree or higher Female White, Non-Hispanic 3
242 Some college Male White, Non-Hispanic 5
243 Less than high school Male White, Non-Hispanic 1
244 Some college Male White, Non-Hispanic 1
245 Some college Male White, Non-Hispanic 3
246 Bachelors degree or higher Female White, Non-Hispanic 3
247 High school Female Hispanic 1
248 Bachelors degree or higher Female White, Non-Hispanic 2
249 Some college Female 2+ Races, Non-Hispanic 6 or more
250 Bachelors degree or higher Male White, Non-Hispanic 3
251 Some college Female White, Non-Hispanic 4
252 High school Female Hispanic 2
253 Bachelors degree or higher Male White, Non-Hispanic 2
254 Bachelors degree or higher Female White, Non-Hispanic 2
255 Bachelors degree or higher Female White, Non-Hispanic 2
256 Bachelors degree or higher Male White, Non-Hispanic 2
257 Less than high school Male White, Non-Hispanic 1
258 Some college Female White, Non-Hispanic 2
259 Some college Male White, Non-Hispanic 2
260 Bachelors degree or higher Female White, Non-Hispanic 2
261 Bachelors degree or higher Male White, Non-Hispanic 2
262 Bachelors degree or higher Male Hispanic 2
263 Bachelors degree or higher Male White, Non-Hispanic 2
264 Bachelors degree or higher Female White, Non-Hispanic 2
265 Bachelors degree or higher Male White, Non-Hispanic 2
266 Bachelors degree or higher Female White, Non-Hispanic 4
267 Less than high school Male White, Non-Hispanic 2
268 Bachelors degree or higher Female White, Non-Hispanic 3
269 Bachelors degree or higher Female White, Non-Hispanic 2
270 Some college Female Hispanic 3
271 High school Male White, Non-Hispanic 1
272 Some college Male White, Non-Hispanic 4
273 Some college Male White, Non-Hispanic 1
274 High school Male White, Non-Hispanic 2
275 Bachelors degree or higher Female White, Non-Hispanic 2
276 Some college Female White, Non-Hispanic 2
277 Some college Male White, Non-Hispanic 3
278 Bachelors degree or higher Male Black, Non-Hispanic 2
279 Some college Male White, Non-Hispanic 2
280 Bachelors degree or higher Male 2+ Races, Non-Hispanic 2
281 Bachelors degree or higher Male White, Non-Hispanic 2
282 Some college Female White, Non-Hispanic 6 or more
283 Bachelors degree or higher Male White, Non-Hispanic 2
284 High school Female Black, Non-Hispanic 2
285 Less than high school Male White, Non-Hispanic 3
286 Bachelors degree or higher Female White, Non-Hispanic 1
287 High school Male White, Non-Hispanic 2
288 Some college Female Hispanic 4
289 Bachelors degree or higher Male Hispanic 2
290 Bachelors degree or higher Male White, Non-Hispanic 2
291 Bachelors degree or higher Male White, Non-Hispanic 3
292 Less than high school Male Hispanic 1
293 Bachelors degree or higher Male White, Non-Hispanic 4
294 Bachelors degree or higher Female White, Non-Hispanic 2
295 Bachelors degree or higher Female White, Non-Hispanic 2
296 High school Female White, Non-Hispanic 3
297 Bachelors degree or higher Female 2+ Races, Non-Hispanic 3
298 High school Female White, Non-Hispanic 2
299 Some college Female 2+ Races, Non-Hispanic 2
300 High school Female White, Non-Hispanic 4
301 High school Female White, Non-Hispanic 2
302 Bachelors degree or higher Male White, Non-Hispanic 2
303 Bachelors degree or higher Female White, Non-Hispanic 2
304 High school Female White, Non-Hispanic 2
305 Some college Female White, Non-Hispanic 2
306 Some college Female White, Non-Hispanic 2
307 Bachelors degree or higher Male White, Non-Hispanic 2
308 High school Male White, Non-Hispanic 2
309 High school Female Hispanic 2
310 High school Male White, Non-Hispanic 2
311 Less than high school Female 2+ Races, Non-Hispanic 2
312 High school Male White, Non-Hispanic 3
313 Bachelors degree or higher Female White, Non-Hispanic 4
ppinc7 ppmarit5 ppmsacat ppreg4
1 $25,000 to $49,999 Now Married Metro area South
2 $150,000 or more Now Married Metro area South
3 $100,000 to $149,999 Now Married Metro area South
4 $25,000 to $49,999 Divorced Metro area NorthEast
5 $10,000 to $24,999 Now Married Metro area MidWest
6 $75,000 to $99,999 Now Married Metro area MidWest
7 $50,000 to $74,999 Now Married Metro area South
8 $150,000 or more Now Married Metro area West
9 $25,000 to $49,999 Never married Metro area NorthEast
10 $100,000 to $149,999 Divorced Metro area South
11 $100,000 to $149,999 Widowed Metro area West
12 $75,000 to $99,999 Now Married Metro area West
13 $75,000 to $99,999 Widowed Metro area South
14 $100,000 to $149,999 Now Married Metro area NorthEast
15 $75,000 to $99,999 Now Married Non-metro area MidWest
16 $25,000 to $49,999 Now Married Metro area MidWest
17 $25,000 to $49,999 Now Married Metro area MidWest
18 $150,000 or more Now Married Metro area NorthEast
19 $75,000 to $99,999 Now Married Metro area West
20 $100,000 to $149,999 Now Married Metro area West
21 $25,000 to $49,999 Now Married Non-metro area South
22 $25,000 to $49,999 Now Married Metro area South
23 $150,000 or more Now Married Non-metro area South
24 $75,000 to $99,999 Now Married Metro area NorthEast
25 $150,000 or more Now Married Metro area South
26 $50,000 to $74,999 Now Married Metro area West
27 $100,000 to $149,999 Now Married Metro area West
28 $150,000 or more Now Married Metro area South
29 $100,000 to $149,999 Now Married Metro area NorthEast
30 $150,000 or more Now Married Metro area West
31 $150,000 or more Now Married Metro area South
32 $100,000 to $149,999 Now Married Metro area South
33 $25,000 to $49,999 Now Married Metro area South
34 $150,000 or more Now Married Metro area South
35 $150,000 or more Now Married Metro area South
36 $150,000 or more Now Married Metro area MidWest
37 $150,000 or more Now Married Metro area MidWest
38 $50,000 to $74,999 Now Married Non-metro area NorthEast
39 $50,000 to $74,999 Now Married Metro area South
40 $150,000 or more Now Married Metro area MidWest
41 $25,000 to $49,999 Now Married Metro area NorthEast
42 $150,000 or more Now Married Non-metro area MidWest
43 $100,000 to $149,999 Now Married Metro area South
44 $75,000 to $99,999 Now Married Metro area NorthEast
45 $100,000 to $149,999 Divorced Metro area NorthEast
46 $50,000 to $74,999 Now Married Metro area South
47 $25,000 to $49,999 Now Married Metro area South
48 $150,000 or more Divorced Metro area West
49 $75,000 to $99,999 Now Married Metro area MidWest
50 $100,000 to $149,999 Now Married Metro area MidWest
51 $10,000 to $24,999 Divorced Metro area West
52 $25,000 to $49,999 Widowed Metro area South
53 $75,000 to $99,999 Never married Metro area NorthEast
54 $150,000 or more Now Married Metro area South
55 $50,000 to $74,999 Widowed Non-metro area MidWest
56 $150,000 or more Now Married Metro area West
57 $50,000 to $74,999 Now Married Non-metro area West
58 $75,000 to $99,999 Now Married Metro area NorthEast
59 $25,000 to $49,999 Now Married Non-metro area MidWest
60 $100,000 to $149,999 Now Married Metro area South
61 $25,000 to $49,999 Now Married Non-metro area South
62 $150,000 or more Now Married Non-metro area MidWest
63 $50,000 to $74,999 Now Married Metro area South
64 $25,000 to $49,999 Now Married Metro area NorthEast
65 $50,000 to $74,999 Now Married Non-metro area South
66 $100,000 to $149,999 Never married Metro area South
67 $150,000 or more Now Married Metro area NorthEast
68 $100,000 to $149,999 Now Married Metro area MidWest
69 $75,000 to $99,999 Now Married Metro area NorthEast
70 $10,000 to $24,999 Now Married Metro area South
71 $25,000 to $49,999 Now Married Metro area South
72 $75,000 to $99,999 Now Married Metro area West
73 $100,000 to $149,999 Now Married Metro area MidWest
74 $150,000 or more Never married Metro area MidWest
75 $150,000 or more Never married Metro area MidWest
76 $50,000 to $74,999 Now Married Non-metro area West
77 $150,000 or more Now Married Metro area MidWest
78 $100,000 to $149,999 Now Married Metro area NorthEast
79 $50,000 to $74,999 Now Married Non-metro area West
80 $75,000 to $99,999 Divorced Metro area West
81 $50,000 to $74,999 Now Married Metro area West
82 $150,000 or more Now Married Metro area West
83 $50,000 to $74,999 Widowed Non-metro area MidWest
84 $150,000 or more Now Married Metro area MidWest
85 $100,000 to $149,999 Now Married Metro area South
86 $100,000 to $149,999 Widowed Metro area South
87 $50,000 to $74,999 Divorced Metro area South
88 $25,000 to $49,999 Now Married Metro area South
89 $75,000 to $99,999 Never married Metro area West
90 $100,000 to $149,999 Now Married Metro area South
91 $150,000 or more Now Married Metro area NorthEast
92 $10,000 to $24,999 Now Married Non-metro area MidWest
93 $100,000 to $149,999 Now Married Metro area West
94 $50,000 to $74,999 Now Married Non-metro area NorthEast
95 $100,000 to $149,999 Now Married Metro area South
96 $100,000 to $149,999 Now Married Metro area MidWest
97 $100,000 to $149,999 Now Married Metro area MidWest
98 $50,000 to $74,999 Now Married Non-metro area MidWest
99 $50,000 to $74,999 Now Married Metro area West
100 $150,000 or more Now Married Metro area West
101 $75,000 to $99,999 Divorced Non-metro area West
102 $10,000 to $24,999 Now Married Metro area MidWest
103 $50,000 to $74,999 Now Married Metro area West
104 $25,000 to $49,999 Divorced Metro area MidWest
105 $25,000 to $49,999 Now Married Metro area NorthEast
106 $150,000 or more Now Married Metro area NorthEast
107 $100,000 to $149,999 Now Married Non-metro area South
108 $25,000 to $49,999 Widowed Non-metro area MidWest
109 $75,000 to $99,999 Now Married Metro area MidWest
110 $150,000 or more Now Married Metro area South
111 $150,000 or more Now Married Metro area West
112 $150,000 or more Now Married Metro area West
113 $100,000 to $149,999 Now Married Metro area South
114 $100,000 to $149,999 Now Married Metro area West
115 $100,000 to $149,999 Now Married Non-metro area South
116 $150,000 or more Widowed Metro area NorthEast
117 $150,000 or more Now Married Metro area West
118 $50,000 to $74,999 Now Married Metro area South
119 $100,000 to $149,999 Now Married Metro area South
120 $100,000 to $149,999 Now Married Metro area West
121 $25,000 to $49,999 Now Married Metro area South
122 $100,000 to $149,999 Now Married Metro area West
123 $100,000 to $149,999 Now Married Metro area South
124 $25,000 to $49,999 Now Married Non-metro area West
125 $75,000 to $99,999 Widowed Non-metro area MidWest
126 $100,000 to $149,999 Now Married Metro area South
127 $10,000 to $24,999 Divorced Metro area South
128 $50,000 to $74,999 Never married Metro area South
129 $150,000 or more Now Married Metro area West
130 $75,000 to $99,999 Now Married Non-metro area South
131 $150,000 or more Now Married Metro area West
132 $150,000 or more Now Married Metro area South
133 $150,000 or more Now Married Metro area MidWest
134 $100,000 to $149,999 Now Married Metro area South
135 $75,000 to $99,999 Never married Metro area South
136 $25,000 to $49,999 Now Married Metro area MidWest
137 $150,000 or more Now Married Metro area South
138 $25,000 to $49,999 Divorced Metro area South
139 $25,000 to $49,999 Divorced Metro area NorthEast
140 $100,000 to $149,999 Divorced Metro area West
141 $50,000 to $74,999 Widowed Metro area West
142 $150,000 or more Now Married Metro area South
143 $150,000 or more Now Married Metro area MidWest
144 $25,000 to $49,999 Now Married Metro area MidWest
145 $50,000 to $74,999 Divorced Metro area South
146 $150,000 or more Now Married Metro area West
147 $75,000 to $99,999 Divorced Metro area South
148 $50,000 to $74,999 Divorced Metro area West
149 $150,000 or more Now Married Non-metro area South
150 $50,000 to $74,999 Now Married Metro area South
151 $100,000 to $149,999 Now Married Metro area South
152 $75,000 to $99,999 Never married Metro area West
153 $50,000 to $74,999 Never married Metro area NorthEast
154 $150,000 or more Now Married Metro area West
155 $10,000 to $24,999 Never married Metro area NorthEast
156 $25,000 to $49,999 Now Married Metro area MidWest
157 $100,000 to $149,999 Divorced Metro area NorthEast
158 $75,000 to $99,999 Now Married Metro area South
159 $50,000 to $74,999 Now Married Non-metro area MidWest
160 $25,000 to $49,999 Now Married Metro area NorthEast
161 $50,000 to $74,999 Divorced Metro area South
162 $150,000 or more Now Married Metro area South
163 $100,000 to $149,999 Now Married Metro area NorthEast
164 $100,000 to $149,999 Now Married Metro area MidWest
165 $100,000 to $149,999 Now Married Metro area South
166 $50,000 to $74,999 Now Married Metro area West
167 $50,000 to $74,999 Now Married Metro area South
168 $150,000 or more Now Married Metro area South
169 $150,000 or more Now Married Metro area NorthEast
170 $150,000 or more Now Married Metro area NorthEast
171 $100,000 to $149,999 Now Married Metro area MidWest
172 $25,000 to $49,999 Never married Metro area South
173 $25,000 to $49,999 Now Married Metro area South
174 $150,000 or more Never married Metro area South
175 $50,000 to $74,999 Now Married Non-metro area South
176 $50,000 to $74,999 Divorced Non-metro area South
177 $150,000 or more Now Married Metro area West
178 $25,000 to $49,999 Now Married Metro area West
179 $25,000 to $49,999 Now Married Non-metro area West
180 $75,000 to $99,999 Divorced Metro area West
181 $25,000 to $49,999 Never married Metro area MidWest
182 $25,000 to $49,999 Now Married Metro area NorthEast
183 $150,000 or more Now Married Metro area South
184 $75,000 to $99,999 Now Married Metro area West
185 $25,000 to $49,999 Now Married Metro area South
186 $50,000 to $74,999 Now Married Metro area NorthEast
187 $25,000 to $49,999 Widowed Non-metro area South
188 $100,000 to $149,999 Now Married Metro area South
189 $100,000 to $149,999 Now Married Metro area NorthEast
190 $100,000 to $149,999 Now Married Metro area South
191 $100,000 to $149,999 Now Married Metro area South
192 $150,000 or more Separated Metro area South
193 $50,000 to $74,999 Now Married Non-metro area South
194 $10,000 to $24,999 Divorced Metro area MidWest
195 $100,000 to $149,999 Now Married Metro area MidWest
196 $25,000 to $49,999 Never married Metro area NorthEast
197 $100,000 to $149,999 Separated Metro area West
198 $100,000 to $149,999 Now Married Metro area NorthEast
199 $50,000 to $74,999 Now Married Non-metro area NorthEast
200 $100,000 to $149,999 Now Married Metro area NorthEast
201 $100,000 to $149,999 Now Married Metro area West
202 $25,000 to $49,999 Now Married Non-metro area South
203 $50,000 to $74,999 Now Married Metro area South
204 $50,000 to $74,999 Now Married Metro area West
205 $100,000 to $149,999 Now Married Metro area South
206 $50,000 to $74,999 Separated Metro area West
207 $75,000 to $99,999 Now Married Metro area South
208 $75,000 to $99,999 Now Married Metro area MidWest
209 $10,000 to $24,999 Never married Metro area MidWest
210 $25,000 to $49,999 Widowed Metro area South
211 $50,000 to $74,999 Never married Metro area MidWest
212 $25,000 to $49,999 Now Married Metro area West
213 $25,000 to $49,999 Never married Non-metro area MidWest
214 $50,000 to $74,999 Now Married Metro area South
215 $150,000 or more Now Married Metro area MidWest
216 $50,000 to $74,999 Now Married Metro area NorthEast
217 $150,000 or more Now Married Metro area NorthEast
218 $150,000 or more Now Married Metro area South
219 $150,000 or more Divorced Metro area NorthEast
220 $10,000 to $24,999 Now Married Metro area South
221 $10,000 to $24,999 Now Married Non-metro area MidWest
222 $100,000 to $149,999 Widowed Metro area West
223 $100,000 to $149,999 Now Married Metro area West
224 $50,000 to $74,999 Now Married Metro area West
225 $25,000 to $49,999 Now Married Metro area South
226 $100,000 to $149,999 Now Married Metro area MidWest
227 $150,000 or more Now Married Metro area NorthEast
228 $100,000 to $149,999 Now Married Non-metro area South
229 $25,000 to $49,999 Divorced Non-metro area West
230 $50,000 to $74,999 Now Married Metro area South
231 $75,000 to $99,999 Now Married Non-metro area MidWest
232 $100,000 to $149,999 Now Married Metro area South
233 $150,000 or more Now Married Metro area NorthEast
234 $75,000 to $99,999 Now Married Metro area NorthEast
235 $25,000 to $49,999 Now Married Metro area West
236 $50,000 to $74,999 Widowed Non-metro area NorthEast
237 $75,000 to $99,999 Now Married Metro area West
238 $25,000 to $49,999 Widowed Metro area NorthEast
239 $75,000 to $99,999 Divorced Metro area South
240 $100,000 to $149,999 Now Married Metro area West
241 $150,000 or more Now Married Metro area MidWest
242 $25,000 to $49,999 Now Married Non-metro area MidWest
243 $75,000 to $99,999 Widowed Metro area MidWest
244 $75,000 to $99,999 Now Married Metro area MidWest
245 $50,000 to $74,999 Now Married Metro area MidWest
246 $25,000 to $49,999 Widowed Metro area NorthEast
247 $10,000 to $24,999 Divorced Metro area South
248 $75,000 to $99,999 Now Married Non-metro area MidWest
249 $10,000 to $24,999 Now Married Metro area South
250 $150,000 or more Now Married Non-metro area West
251 $150,000 or more Now Married Metro area MidWest
252 $150,000 or more Now Married Metro area West
253 $50,000 to $74,999 Now Married Metro area West
254 $75,000 to $99,999 Now Married Metro area MidWest
255 $150,000 or more Now Married Metro area West
256 $150,000 or more Never married Metro area South
257 $25,000 to $49,999 Never married Metro area MidWest
258 $25,000 to $49,999 Now Married Metro area South
259 $25,000 to $49,999 Divorced Metro area South
260 $150,000 or more Now Married Metro area South
261 $150,000 or more Now Married Non-metro area South
262 $150,000 or more Now Married Metro area NorthEast
263 $150,000 or more Divorced Metro area South
264 $100,000 to $149,999 Now Married Metro area MidWest
265 $100,000 to $149,999 Now Married Metro area MidWest
266 $75,000 to $99,999 Now Married Metro area South
267 $25,000 to $49,999 Now Married Metro area South
268 $25,000 to $49,999 Widowed Metro area West
269 $50,000 to $74,999 Widowed Non-metro area South
270 $150,000 or more Now Married Metro area West
271 $75,000 to $99,999 Never married Metro area NorthEast
272 $100,000 to $149,999 Now Married Metro area NorthEast
273 $50,000 to $74,999 Never married Metro area South
274 $25,000 to $49,999 Divorced Metro area MidWest
275 $25,000 to $49,999 Widowed Metro area South
276 $150,000 or more Now Married Metro area South
277 $100,000 to $149,999 Never married Metro area West
278 $75,000 to $99,999 Now Married Metro area South
279 $100,000 to $149,999 Divorced Metro area NorthEast
280 $25,000 to $49,999 Now Married Metro area West
281 $150,000 or more Now Married Metro area MidWest
282 $150,000 or more Widowed Metro area West
283 $150,000 or more Now Married Metro area NorthEast
284 $25,000 to $49,999 Widowed Metro area South
285 $10,000 to $24,999 Separated Metro area South
286 $100,000 to $149,999 Now Married Metro area NorthEast
287 $100,000 to $149,999 Now Married Metro area South
288 $50,000 to $74,999 Never married Metro area West
289 $100,000 to $149,999 Now Married Metro area South
290 $25,000 to $49,999 Now Married Metro area MidWest
291 $150,000 or more Now Married Metro area West
292 $50,000 to $74,999 Divorced Metro area South
293 $150,000 or more Now Married Metro area West
294 $100,000 to $149,999 Never married Metro area West
295 $50,000 to $74,999 Divorced Metro area West
296 $10,000 to $24,999 Widowed Metro area West
297 $100,000 to $149,999 Now Married Metro area West
298 $25,000 to $49,999 Now Married Metro area South
299 $50,000 to $74,999 Now Married Metro area South
300 $50,000 to $74,999 Never married Metro area West
301 $25,000 to $49,999 Widowed Non-metro area MidWest
302 $150,000 or more Now Married Metro area South
303 $50,000 to $74,999 Now Married Non-metro area West
304 $150,000 or more Divorced Metro area MidWest
305 $50,000 to $74,999 Widowed Metro area West
306 $100,000 to $149,999 Now Married Non-metro area NorthEast
307 $150,000 or more Now Married Metro area West
308 $50,000 to $74,999 Now Married Non-metro area MidWest
309 $10,000 to $24,999 Now Married Metro area West
310 $50,000 to $74,999 Now Married Metro area South
311 $50,000 to $74,999 Now Married Metro area NorthEast
312 $150,000 or more Never married Metro area South
313 $75,000 to $99,999 Divorced Metro area NorthEast
pprent
1 Owned or being bought by you or someone in your household
2 Owned or being bought by you or someone in your household
3 Owned or being bought by you or someone in your household
4 Owned or being bought by you or someone in your household
5 Owned or being bought by you or someone in your household
6 Owned or being bought by you or someone in your household
7 Owned or being bought by you or someone in your household
8 Owned or being bought by you or someone in your household
9 Occupied without payment of cash rent
10 Rented for cash
11 Owned or being bought by you or someone in your household
12 Rented for cash
13 Owned or being bought by you or someone in your household
14 Owned or being bought by you or someone in your household
15 Owned or being bought by you or someone in your household
16 Owned or being bought by you or someone in your household
17 Owned or being bought by you or someone in your household
18 Owned or being bought by you or someone in your household
19 Owned or being bought by you or someone in your household
20 Owned or being bought by you or someone in your household
21 Owned or being bought by you or someone in your household
22 Owned or being bought by you or someone in your household
23 Owned or being bought by you or someone in your household
24 Owned or being bought by you or someone in your household
25 Owned or being bought by you or someone in your household
26 Owned or being bought by you or someone in your household
27 Owned or being bought by you or someone in your household
28 Owned or being bought by you or someone in your household
29 Owned or being bought by you or someone in your household
30 Owned or being bought by you or someone in your household
31 Owned or being bought by you or someone in your household
32 Rented for cash
33 Owned or being bought by you or someone in your household
34 Rented for cash
35 Owned or being bought by you or someone in your household
36 Owned or being bought by you or someone in your household
37 Owned or being bought by you or someone in your household
38 Owned or being bought by you or someone in your household
39 Owned or being bought by you or someone in your household
40 Owned or being bought by you or someone in your household
41 Owned or being bought by you or someone in your household
42 Rented for cash
43 Owned or being bought by you or someone in your household
44 Owned or being bought by you or someone in your household
45 Owned or being bought by you or someone in your household
46 Owned or being bought by you or someone in your household
47 Owned or being bought by you or someone in your household
48 Owned or being bought by you or someone in your household
49 Owned or being bought by you or someone in your household
50 Occupied without payment of cash rent
51 Rented for cash
52 Owned or being bought by you or someone in your household
53 Owned or being bought by you or someone in your household
54 Owned or being bought by you or someone in your household
55 Owned or being bought by you or someone in your household
56 Owned or being bought by you or someone in your household
57 Owned or being bought by you or someone in your household
58 Owned or being bought by you or someone in your household
59 Owned or being bought by you or someone in your household
60 Owned or being bought by you or someone in your household
61 Owned or being bought by you or someone in your household
62 Owned or being bought by you or someone in your household
63 Owned or being bought by you or someone in your household
64 Owned or being bought by you or someone in your household
65 Owned or being bought by you or someone in your household
66 Owned or being bought by you or someone in your household
67 Owned or being bought by you or someone in your household
68 Owned or being bought by you or someone in your household
69 Rented for cash
70 Owned or being bought by you or someone in your household
71 Owned or being bought by you or someone in your household
72 Owned or being bought by you or someone in your household
73 Owned or being bought by you or someone in your household
74 Owned or being bought by you or someone in your household
75 Owned or being bought by you or someone in your household
76 Owned or being bought by you or someone in your household
77 Owned or being bought by you or someone in your household
78 Owned or being bought by you or someone in your household
79 Owned or being bought by you or someone in your household
80 Rented for cash
81 Owned or being bought by you or someone in your household
82 Owned or being bought by you or someone in your household
83 Owned or being bought by you or someone in your household
84 Owned or being bought by you or someone in your household
85 Owned or being bought by you or someone in your household
86 Rented for cash
87 Owned or being bought by you or someone in your household
88 Owned or being bought by you or someone in your household
89 Rented for cash
90 Owned or being bought by you or someone in your household
91 Owned or being bought by you or someone in your household
92 Owned or being bought by you or someone in your household
93 Owned or being bought by you or someone in your household
94 Owned or being bought by you or someone in your household
95 Owned or being bought by you or someone in your household
96 Owned or being bought by you or someone in your household
97 Owned or being bought by you or someone in your household
98 Owned or being bought by you or someone in your household
99 Owned or being bought by you or someone in your household
100 Owned or being bought by you or someone in your household
101 Owned or being bought by you or someone in your household
102 Rented for cash
103 Owned or being bought by you or someone in your household
104 Owned or being bought by you or someone in your household
105 Owned or being bought by you or someone in your household
106 Owned or being bought by you or someone in your household
107 Owned or being bought by you or someone in your household
108 Owned or being bought by you or someone in your household
109 Owned or being bought by you or someone in your household
110 Owned or being bought by you or someone in your household
111 Owned or being bought by you or someone in your household
112 Owned or being bought by you or someone in your household
113 Owned or being bought by you or someone in your household
114 Owned or being bought by you or someone in your household
115 Rented for cash
116 Owned or being bought by you or someone in your household
117 Owned or being bought by you or someone in your household
118 Owned or being bought by you or someone in your household
119 Owned or being bought by you or someone in your household
120 Owned or being bought by you or someone in your household
121 Owned or being bought by you or someone in your household
122 Occupied without payment of cash rent
123 Owned or being bought by you or someone in your household
124 Owned or being bought by you or someone in your household
125 Owned or being bought by you or someone in your household
126 Owned or being bought by you or someone in your household
127 Owned or being bought by you or someone in your household
128 Owned or being bought by you or someone in your household
129 Owned or being bought by you or someone in your household
130 Owned or being bought by you or someone in your household
131 Owned or being bought by you or someone in your household
132 Owned or being bought by you or someone in your household
133 Owned or being bought by you or someone in your household
134 Owned or being bought by you or someone in your household
135 Owned or being bought by you or someone in your household
136 Owned or being bought by you or someone in your household
137 Owned or being bought by you or someone in your household
138 Rented for cash
139 Rented for cash
140 Rented for cash
141 Owned or being bought by you or someone in your household
142 Owned or being bought by you or someone in your household
143 Owned or being bought by you or someone in your household
144 Owned or being bought by you or someone in your household
145 Owned or being bought by you or someone in your household
146 Owned or being bought by you or someone in your household
147 Owned or being bought by you or someone in your household
148 Rented for cash
149 Owned or being bought by you or someone in your household
150 Owned or being bought by you or someone in your household
151 Owned or being bought by you or someone in your household
152 Owned or being bought by you or someone in your household
153 Rented for cash
154 Owned or being bought by you or someone in your household
155 Rented for cash
156 Owned or being bought by you or someone in your household
157 Owned or being bought by you or someone in your household
158 Owned or being bought by you or someone in your household
159 Owned or being bought by you or someone in your household
160 Owned or being bought by you or someone in your household
161 Owned or being bought by you or someone in your household
162 Owned or being bought by you or someone in your household
163 Owned or being bought by you or someone in your household
164 Owned or being bought by you or someone in your household
165 Owned or being bought by you or someone in your household
166 Rented for cash
167 Owned or being bought by you or someone in your household
168 Owned or being bought by you or someone in your household
169 Owned or being bought by you or someone in your household
170 Owned or being bought by you or someone in your household
171 Owned or being bought by you or someone in your household
172 Rented for cash
173 Owned or being bought by you or someone in your household
174 Owned or being bought by you or someone in your household
175 Owned or being bought by you or someone in your household
176 Owned or being bought by you or someone in your household
177 Owned or being bought by you or someone in your household
178 Owned or being bought by you or someone in your household
179 Rented for cash
180 Owned or being bought by you or someone in your household
181 Rented for cash
182 Owned or being bought by you or someone in your household
183 Owned or being bought by you or someone in your household
184 Owned or being bought by you or someone in your household
185 Rented for cash
186 Owned or being bought by you or someone in your household
187 Owned or being bought by you or someone in your household
188 Owned or being bought by you or someone in your household
189 Owned or being bought by you or someone in your household
190 Rented for cash
191 Owned or being bought by you or someone in your household
192 Owned or being bought by you or someone in your household
193 Owned or being bought by you or someone in your household
194 Owned or being bought by you or someone in your household
195 Owned or being bought by you or someone in your household
196 Owned or being bought by you or someone in your household
197 Rented for cash
198 Owned or being bought by you or someone in your household
199 Owned or being bought by you or someone in your household
200 Owned or being bought by you or someone in your household
201 Owned or being bought by you or someone in your household
202 Owned or being bought by you or someone in your household
203 Owned or being bought by you or someone in your household
204 Rented for cash
205 Owned or being bought by you or someone in your household
206 Owned or being bought by you or someone in your household
207 Owned or being bought by you or someone in your household
208 Owned or being bought by you or someone in your household
209 Rented for cash
210 Owned or being bought by you or someone in your household
211 Owned or being bought by you or someone in your household
212 Rented for cash
213 Owned or being bought by you or someone in your household
214 Owned or being bought by you or someone in your household
215 Owned or being bought by you or someone in your household
216 Owned or being bought by you or someone in your household
217 Owned or being bought by you or someone in your household
218 Owned or being bought by you or someone in your household
219 Rented for cash
220 Owned or being bought by you or someone in your household
221 Owned or being bought by you or someone in your household
222 Owned or being bought by you or someone in your household
223 Owned or being bought by you or someone in your household
224 Rented for cash
225 Owned or being bought by you or someone in your household
226 Rented for cash
227 Owned or being bought by you or someone in your household
228 Owned or being bought by you or someone in your household
229 Owned or being bought by you or someone in your household
230 Owned or being bought by you or someone in your household
231 Owned or being bought by you or someone in your household
232 Owned or being bought by you or someone in your household
233 Owned or being bought by you or someone in your household
234 Owned or being bought by you or someone in your household
235 Rented for cash
236 Owned or being bought by you or someone in your household
237 Rented for cash
238 Owned or being bought by you or someone in your household
239 Owned or being bought by you or someone in your household
240 Owned or being bought by you or someone in your household
241 Owned or being bought by you or someone in your household
242 Owned or being bought by you or someone in your household
243 Owned or being bought by you or someone in your household
244 Owned or being bought by you or someone in your household
245 Owned or being bought by you or someone in your household
246 Owned or being bought by you or someone in your household
247 Rented for cash
248 Owned or being bought by you or someone in your household
249 Owned or being bought by you or someone in your household
250 Owned or being bought by you or someone in your household
251 Rented for cash
252 Owned or being bought by you or someone in your household
253 Owned or being bought by you or someone in your household
254 Owned or being bought by you or someone in your household
255 Owned or being bought by you or someone in your household
256 Owned or being bought by you or someone in your household
257 Rented for cash
258 Owned or being bought by you or someone in your household
259 Owned or being bought by you or someone in your household
260 Owned or being bought by you or someone in your household
261 Owned or being bought by you or someone in your household
262 Owned or being bought by you or someone in your household
263 Owned or being bought by you or someone in your household
264 Owned or being bought by you or someone in your household
265 Owned or being bought by you or someone in your household
266 Owned or being bought by you or someone in your household
267 Owned or being bought by you or someone in your household
268 Owned or being bought by you or someone in your household
269 Owned or being bought by you or someone in your household
270 Owned or being bought by you or someone in your household
271 Owned or being bought by you or someone in your household
272 Owned or being bought by you or someone in your household
273 Owned or being bought by you or someone in your household
274 Rented for cash
275 Owned or being bought by you or someone in your household
276 Owned or being bought by you or someone in your household
277 Owned or being bought by you or someone in your household
278 Rented for cash
279 Rented for cash
280 Owned or being bought by you or someone in your household
281 Owned or being bought by you or someone in your household
282 Owned or being bought by you or someone in your household
283 Owned or being bought by you or someone in your household
284 Rented for cash
285 Rented for cash
286 Owned or being bought by you or someone in your household
287 Owned or being bought by you or someone in your household
288 Owned or being bought by you or someone in your household
289 Owned or being bought by you or someone in your household
290 Owned or being bought by you or someone in your household
291 Owned or being bought by you or someone in your household
292 Owned or being bought by you or someone in your household
293 Owned or being bought by you or someone in your household
294 Owned or being bought by you or someone in your household
295 Owned or being bought by you or someone in your household
296 Owned or being bought by you or someone in your household
297 Owned or being bought by you or someone in your household
298 Owned or being bought by you or someone in your household
299 Owned or being bought by you or someone in your household
300 Owned or being bought by you or someone in your household
301 Owned or being bought by you or someone in your household
302 Owned or being bought by you or someone in your household
303 Owned or being bought by you or someone in your household
304 Owned or being bought by you or someone in your household
305 Owned or being bought by you or someone in your household
306 Owned or being bought by you or someone in your household
307 Owned or being bought by you or someone in your household
308 Owned or being bought by you or someone in your household
309 Owned or being bought by you or someone in your household
310 Owned or being bought by you or someone in your household
311 Owned or being bought by you or someone in your household
312 Owned or being bought by you or someone in your household
313 Owned or being bought by you or someone in your household
ppstaten PPWORKA ppemploy
1 Florida Retired Not working
2 Kentucky Retired Not working
3 Florida Retired Not working
4 Pennsylvania Retired Not working
5 Michigan Retired Not working
6 Missouri Employed part-time (by someone else) Working part-time
7 Georgia Retired Not working
8 Washington Homemaker Not working
9 Pennsylvania Other Not working
10 Maryland Employed full-time (by someone else) Working full-time
11 California Retired Not working
12 Arizona Employed full-time (by someone else) Working full-time
13 Texas Retired Not working
14 New Jersey Employed full-time (by someone else) Working full-time
15 North Dakota Employed full-time (by someone else) Working full-time
16 Michigan Retired Not working
17 Michigan Retired Not working
18 Massachusetts Employed full-time (by someone else) Working full-time
19 Oregon Employed full-time (by someone else) Working full-time
20 California Retired Not working
21 Texas Retired Not working
22 Arkansas Retired Not working
23 South Carolina Retired Not working
24 Pennsylvania Retired Not working
25 Tennessee Employed full-time (by someone else) Working full-time
26 Arizona Homemaker Not working
27 Hawaii Retired Not working
28 Texas Employed full-time (by someone else) Working full-time
29 Pennsylvania Employed full-time (by someone else) Working full-time
30 Colorado Self-employed Working full-time
31 Louisiana Employed full-time (by someone else) Working full-time
32 Georgia Homemaker Not working
33 Texas Retired Not working
34 Virginia Other Working full-time
35 Georgia Employed full-time (by someone else) Working full-time
36 Wisconsin Retired Not working
37 Wisconsin Retired Not working
38 Vermont Retired Not working
39 Florida Retired Not working
40 Ohio Self-employed Working full-time
41 Pennsylvania Retired Not working
42 Missouri Retired Not working
43 North Carolina Retired Not working
44 New Jersey Retired Not working
45 New York Employed full-time (by someone else) Working full-time
46 Kentucky Retired Not working
47 Texas Retired Not working
48 Nevada Employed full-time (by someone else) Working full-time
49 Ohio Retired Not working
50 Michigan Retired Not working
51 Arizona Retired Not working
52 Texas Retired Not working
53 New York Retired Not working
54 Florida Retired Working part-time
55 Nebraska Retired Not working
56 Hawaii Retired Not working
57 Idaho Retired Not working
58 Connecticut Retired Not working
59 Ohio Retired Not working
60 Louisiana Employed full-time (by someone else) Working full-time
61 South Carolina Retired Not working
62 Wisconsin Employed full-time (by someone else) Working full-time
63 Kentucky Retired Not working
64 Pennsylvania Retired Not working
65 Florida Retired Not working
66 Florida Employed full-time (by someone else) Working full-time
67 Pennsylvania Employed full-time (by someone else) Working full-time
68 Ohio Homemaker Not working
69 New York Self-employed Working full-time
70 Texas Retired Not working
71 Alabama Retired Not working
72 California Homemaker Not working
73 Minnesota Retired Not working
74 Illinois Employed full-time (by someone else) Working full-time
75 Illinois Self-employed Working part-time
76 Colorado Retired Not working
77 Illinois Employed full-time (by someone else) Working full-time
78 New Jersey Retired Not working
79 Montana Retired Not working
80 Utah Employed full-time (by someone else) Working full-time
81 New Mexico Retired Not working
82 Nevada Retired Not working
83 Michigan Homemaker Not working
84 Ohio Employed full-time (by someone else) Working full-time
85 Florida Employed full-time (by someone else) Working full-time
86 Maryland Retired Not working
87 Florida Employed full-time (by someone else) Working full-time
88 Arkansas Employed part-time (by someone else) Working part-time
89 California Retired Working part-time
90 Oklahoma Currently laid off Not working
91 New York Retired Not working
92 Ohio Employed part-time (by someone else) Working full-time
93 New Mexico Employed full-time (by someone else) Working full-time
94 Pennsylvania Retired Not working
95 Texas Employed full-time (by someone else) Working full-time
96 Michigan Retired Not working
97 Ohio Retired Not working
98 Illinois Retired Not working
99 California Retired Not working
100 California Self-employed Working full-time
101 Oregon Other Working full-time
102 Ohio Retired Not working
103 Washington Retired Not working
104 Wisconsin Other Working part-time
105 Massachusetts Employed full-time (by someone else) Working full-time
106 New Jersey Employed full-time (by someone else) Working full-time
107 Georgia Employed full-time (by someone else) Working full-time
108 Ohio Retired Not working
109 Michigan Retired Not working
110 Alabama Employed full-time (by someone else) Working full-time
111 Arizona Employed full-time (by someone else) Working full-time
112 California Employed full-time (by someone else) Working full-time
113 Georgia Employed full-time (by someone else) Working full-time
114 California Retired Not working
115 Oklahoma Retired Working full-time
116 New Jersey Retired Not working
117 Arizona Employed full-time (by someone else) Working full-time
118 Florida Retired Not working
119 Florida Retired Not working
120 Utah Employed full-time (by someone else) Working full-time
121 Louisiana Employed full-time (by someone else) Working full-time
122 California Employed full-time (by someone else) Working full-time
123 Georgia Employed full-time (by someone else) Working full-time
124 Oregon Retired Not working
125 Indiana Retired Not working
126 North Carolina Employed part-time (by someone else) Working part-time
127 Texas Retired Not working
128 Georgia Employed full-time (by someone else) Working full-time
129 Hawaii Employed full-time (by someone else) Working full-time
130 North Carolina Employed full-time (by someone else) Working full-time
131 Washington Employed full-time (by someone else) Working full-time
132 Tennessee Retired Not working
133 Missouri Retired Not working
134 South Carolina Self-employed Working part-time
135 Florida Retired Not working
136 Wisconsin Retired Not working
137 Kentucky Self-employed Working full-time
138 Texas Employed full-time (by someone else) Working full-time
139 Pennsylvania Employed full-time (by someone else) Working full-time
140 California Retired Working full-time
141 Washington Retired Not working
142 Texas Retired Not working
143 Illinois Employed full-time (by someone else) Working full-time
144 Michigan Retired Not working
145 Florida Retired Not working
146 Utah Self-employed Working part-time
147 Florida Employed full-time (by someone else) Working full-time
148 Oregon Retired Not working
149 Alabama Employed full-time (by someone else) Working full-time
150 Kentucky Retired Not working
151 Virginia Employed full-time (by someone else) Working full-time
152 Arizona Homemaker Working full-time
153 New Jersey Employed full-time (by someone else) Working full-time
154 California Retired Working part-time
155 Pennsylvania Employed part-time (by someone else) Working part-time
156 Ohio Retired Not working
157 Pennsylvania Retired Not working
158 Mississippi Retired Not working
159 Nebraska Retired Not working
160 Massachusetts Homemaker Working full-time
161 Florida Retired Not working
162 Texas Retired Working part-time
163 Massachusetts Retired Not working
164 Illinois Employed full-time (by someone else) Working full-time
165 North Carolina Retired Not working
166 California Employed full-time (by someone else) Working full-time
167 Texas Retired Not working
168 Virginia Retired Not working
169 Pennsylvania Retired Not working
170 Massachusetts Self-employed Working part-time
171 Illinois Employed part-time (by someone else) Working part-time
172 Arkansas Retired Working part-time
173 Arkansas Employed full-time (by someone else) Working full-time
174 Tennessee Employed full-time (by someone else) Working full-time
175 Kentucky Retired Not working
176 Georgia Retired Not working
177 Nevada Retired Not working
178 California Retired Not working
179 Oregon Retired Not working
180 California Retired Not working
181 Michigan Retired Not working
182 Pennsylvania Retired Not working
183 Texas Employed full-time (by someone else) Working full-time
184 Washington Homemaker Not working
185 Delaware Retired Not working
186 New Jersey Homemaker Not working
187 Virginia Employed full-time (by someone else) Working full-time
188 North Carolina Retired Not working
189 New Jersey Employed full-time (by someone else) Working full-time
190 Virginia Retired Working part-time
191 South Carolina Employed full-time (by someone else) Working full-time
192 Virginia Employed full-time (by someone else) Working full-time
193 Oklahoma Retired Working part-time
194 Ohio Retired Not working
195 Wisconsin Employed full-time (by someone else) Working full-time
196 New Jersey Currently laid off Not working
197 California Employed full-time (by someone else) Working full-time
198 New Jersey Retired Not working
199 Pennsylvania Retired Not working
200 Massachusetts Employed full-time (by someone else) Working full-time
201 California Retired Not working
202 North Carolina Employed full-time (by someone else) Working full-time
203 Florida Retired Not working
204 California Employed part-time (by someone else) Working part-time
205 District of Columbia Retired Not working
206 California Other Working full-time
207 South Carolina Retired Not working
208 South Dakota Employed full-time (by someone else) Working full-time
209 Illinois Currently laid off Not working
210 West Virginia Employed full-time (by someone else) Working full-time
211 Illinois Self-employed Working full-time
212 Arizona Employed full-time (by someone else) Working full-time
213 Michigan Retired Not working
214 Florida Retired Not working
215 Illinois Employed full-time (by someone else) Working full-time
216 New York Retired Not working
217 New York Retired Not working
218 Georgia Homemaker Not working
219 New Jersey Self-employed Working full-time
220 South Carolina Retired Not working
221 Missouri Homemaker Not working
222 Oregon Self-employed Working full-time
223 California Retired Not working
224 California Homemaker Not working
225 Florida Self-employed Working part-time
226 Ohio Employed full-time (by someone else) Working full-time
227 Massachusetts Retired Working part-time
228 North Carolina Employed full-time (by someone else) Not working
229 Montana Retired Not working
230 Georgia Retired Not working
231 Michigan Retired Not working
232 Maryland Employed full-time (by someone else) Working full-time
233 Pennsylvania Self-employed Working full-time
234 Massachusetts Employed full-time (by someone else) Working full-time
235 California Homemaker Not working
236 Maine Retired Not working
237 California Retired Working full-time
238 Massachusetts Retired Not working
239 Florida Employed full-time (by someone else) Working full-time
240 Arizona Retired Not working
241 Michigan Employed part-time (by someone else) Working part-time
242 Kansas Self-employed Working full-time
243 North Dakota Retired Not working
244 Illinois Retired Not working
245 Ohio Employed full-time (by someone else) Working full-time
246 New Jersey Employed part-time (by someone else) Working part-time
247 Florida Currently laid off Not working
248 Iowa Employed full-time (by someone else) Working full-time
249 North Carolina Homemaker Working part-time
250 California Employed full-time (by someone else) Working full-time
251 Illinois Retired Not working
252 California Retired Not working
253 Arizona Retired Working part-time
254 Indiana Homemaker Not working
255 California Self-employed Working full-time
256 Virginia Employed full-time (by someone else) Working full-time
257 Indiana Employed full-time (by someone else) Working full-time
258 Florida Retired Not working
259 Texas Retired Not working
260 North Carolina Self-employed Working part-time
261 Texas Employed part-time (by someone else) Working part-time
262 New York Retired Not working
263 Virginia Retired Not working
264 Michigan Employed full-time (by someone else) Working full-time
265 Michigan Retired Not working
266 Virginia Employed full-time (by someone else) Working full-time
267 Virginia Other Not working
268 Arizona Retired Not working
269 Arkansas Employed full-time (by someone else) Working full-time
270 California Homemaker Not working
271 Pennsylvania Retired Not working
272 New Jersey Retired Not working
273 Florida Employed full-time (by someone else) Working full-time
274 Nebraska Other Not working
275 Texas Retired Not working
276 South Carolina Employed full-time (by someone else) Working full-time
277 California Retired Not working
278 Virginia Employed full-time (by someone else) Working full-time
279 New York Employed full-time (by someone else) Working full-time
280 Idaho Retired Not working
281 Ohio Retired Not working
282 California Employed part-time (by someone else) Working part-time
283 Connecticut Retired Not working
284 Georgia Employed full-time (by someone else) Working full-time
285 Florida Retired Not working
286 New York Employed full-time (by someone else) Working full-time
287 Texas Currently laid off Working full-time
288 California Other Not working
289 Texas Retired Not working
290 Minnesota Retired Not working
291 Washington Employed full-time (by someone else) Working full-time
292 Texas Employed full-time (by someone else) Working full-time
293 Washington Employed full-time (by someone else) Working full-time
294 Washington Retired Not working
295 Washington Employed full-time (by someone else) Working full-time
296 Arizona Retired Not working
297 California Self-employed Working part-time
298 South Carolina Retired Not working
299 Oklahoma Retired Not working
300 Colorado Other Not working
301 Iowa Retired Working part-time
302 Maryland Retired Not working
303 New Mexico Retired Working part-time
304 Minnesota Employed full-time (by someone else) Working full-time
305 California Employed full-time (by someone else) Working full-time
306 Pennsylvania Employed full-time (by someone else) Working full-time
307 Washington Employed full-time (by someone else) Working full-time
308 North Dakota Retired Not working
309 California Employed part-time (by someone else) Working part-time
310 Kentucky Retired Not working
311 Connecticut Retired Not working
312 Florida Employed full-time (by someone else) Working full-time
313 New Hampshire Employed full-time (by someone else) Working full-time
Q1_a Q1_b Q1_c Q1_d Q1_e Q1_f
1 Approve Approve Disapprove Approve Approve Disapprove
2 Approve Approve Approve Approve Approve Approve
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44 Approve Skipped Skipped Skipped Skipped Skipped
45 Approve Disapprove Approve Approve Approve Approve
46 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
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48 Approve Disapprove Approve Disapprove Disapprove Approve
49 Approve Approve Approve Approve Approve Approve
50 Skipped Disapprove Disapprove Disapprove Disapprove Approve
51 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
52 Approve Disapprove Approve Disapprove Approve Disapprove
53 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
54 Approve Disapprove Approve Approve Disapprove Approve
55 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
56 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
57 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
58 Approve Disapprove Approve Disapprove Disapprove Disapprove
59 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
60 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
61 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
62 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
63 Approve Approve Approve Approve Approve Approve
64 Approve Approve Approve Approve Approve Approve
65 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
66 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
67 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
68 Approve Disapprove Disapprove Disapprove Disapprove Approve
69 Approve Approve Approve Approve Approve Approve
70 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
71 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
72 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
73 Approve Approve Approve Disapprove Disapprove Disapprove
74 Approve Approve Approve Approve Approve Approve
75 Approve Approve Approve Disapprove Disapprove Disapprove
76 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
77 Approve Approve Approve Approve Approve Approve
78 Approve Approve Approve Disapprove Disapprove Disapprove
79 Approve Disapprove Approve Disapprove Disapprove Approve
80 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
81 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
82 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
83 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
84 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
85 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
86 Approve Approve Approve Approve Approve Disapprove
87 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
88 Approve Approve Approve Approve Approve Approve
89 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
90 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
91 Approve Approve Approve Disapprove Approve Disapprove
92 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
93 Approve Approve Approve Approve Approve Approve
94 Approve Disapprove Approve Approve Disapprove Approve
95 Approve Approve Approve Approve Approve Approve
96 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
97 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
98 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
99 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
100 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
101 Approve Disapprove Disapprove Disapprove Disapprove Approve
102 Approve Disapprove Disapprove Disapprove Approve Disapprove
103 Approve Disapprove Approve Approve Approve Approve
104 Approve Skipped Approve Approve Approve Approve
105 Approve Approve Approve Approve Approve Approve
106 Approve Approve Approve Approve Approve Approve
107 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
108 Approve Disapprove Disapprove Approve Approve Approve
109 Approve Disapprove Approve Approve Approve Approve
110 Approve Approve Approve Approve Approve Approve
111 Approve Approve Approve Approve Approve Approve
112 Approve Disapprove Approve Disapprove Disapprove Disapprove
113 Approve Approve Approve Disapprove Disapprove Approve
114 Approve Approve Approve Approve Approve Approve
115 Approve Approve Approve Disapprove Approve Approve
116 Approve Disapprove Approve Disapprove Disapprove Disapprove
117 Approve Disapprove Disapprove Disapprove Approve Approve
118 Approve Approve Approve Approve Approve Approve
119 Approve Approve Approve Approve Approve Approve
120 Approve Disapprove Approve Approve Approve Disapprove
121 Approve Approve Approve Approve Disapprove Approve
122 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
123 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
124 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
125 Approve Approve Approve Approve Approve Disapprove
126 Skipped Skipped Skipped Skipped Skipped Skipped
127 Approve Approve Approve Approve Approve Approve
128 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
129 Approve Approve Approve Approve Approve Disapprove
130 Approve Disapprove Approve Approve Approve Approve
131 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
132 Approve Approve Approve Approve Approve Disapprove
133 Approve Approve Approve Disapprove Disapprove Approve
134 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
135 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
136 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
137 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
138 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
139 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
140 Approve Disapprove Approve Disapprove Disapprove Approve
141 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
142 Approve Approve Approve Approve Approve Approve
143 Approve Approve Approve Approve Approve Approve
144 Disapprove Disapprove Disapprove Approve Disapprove Approve
145 Approve Approve Approve Approve Approve Approve
146 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
147 Approve Disapprove Approve Disapprove Disapprove Approve
148 Approve Approve Approve Approve Approve Approve
149 Approve Approve Approve Approve Approve Approve
150 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
151 Approve Disapprove Disapprove Disapprove Disapprove Approve
152 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
153 Approve Approve Approve Approve Approve Approve
154 Approve Approve Approve Approve Approve Approve
155 Approve Disapprove Approve Disapprove Approve Approve
156 Approve Approve Approve Disapprove Skipped Approve
157 Approve Approve Approve Disapprove Skipped Disapprove
158 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
159 Approve Approve Approve Approve Disapprove Disapprove
160 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
161 Approve Approve Disapprove Approve Approve Approve
162 Approve Approve Approve Approve Approve Approve
163 Approve Approve Approve Approve Approve Disapprove
164 Approve Approve Approve Disapprove Disapprove Approve
165 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
166 Approve Approve Approve Approve Approve Approve
167 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
168 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
169 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
170 Approve Approve Approve Approve Approve Approve
171 Approve Disapprove Disapprove Disapprove Disapprove Approve
172 Approve Approve Approve Disapprove Approve Approve
173 Approve Disapprove Approve Approve Approve Approve
174 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
175 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
176 Approve Approve Approve Approve Approve Approve
177 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
178 Approve Disapprove Disapprove Approve Disapprove Approve
179 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
180 Approve Disapprove Disapprove Disapprove Disapprove Approve
181 Approve Approve Disapprove Approve Disapprove Approve
182 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
183 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
184 Skipped Skipped Skipped Skipped Skipped Skipped
185 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
186 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
187 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
188 Approve Approve Approve Approve Approve Disapprove
189 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
190 Approve Approve Approve Approve Approve Disapprove
191 Approve Approve Approve Approve Approve Approve
192 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
193 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
194 Approve Disapprove Approve Disapprove Disapprove Approve
195 Approve Disapprove Approve Disapprove Disapprove Approve
196 Approve Approve Approve Approve Approve Approve
197 Approve Disapprove Approve Approve Approve Approve
198 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
199 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
200 Approve Approve Approve Approve Approve Approve
201 Approve Approve Disapprove Approve Disapprove Approve
202 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
203 Approve Approve Approve Approve Approve Approve
204 Approve Approve Approve Approve Approve Approve
205 Approve Approve Approve Approve Approve Disapprove
206 Approve Approve Approve Approve Approve Disapprove
207 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
208 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
209 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
210 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
211 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
212 Approve Approve Approve Disapprove Approve Disapprove
213 Approve Approve Approve Approve Approve Approve
214 Approve Approve Approve Approve Approve Approve
215 Approve Approve Approve Approve Approve Approve
216 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
217 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
218 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
219 Approve Approve Approve Approve Approve Approve
220 Approve Approve Approve Disapprove Disapprove Approve
221 Approve Disapprove Disapprove Disapprove Disapprove Approve
222 Approve Disapprove Disapprove Skipped Approve Approve
223 Approve Disapprove Approve Approve Disapprove Approve
224 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
225 Approve Disapprove Approve Disapprove Disapprove Approve
226 Disapprove Disapprove Approve Disapprove Disapprove Disapprove
227 Approve Approve Approve Approve Approve Approve
228 Approve Disapprove Approve Disapprove Approve Approve
229 Approve Disapprove Disapprove Approve Disapprove Approve
230 Approve Disapprove Approve Disapprove Disapprove Disapprove
231 Approve Approve Approve Approve Approve Approve
232 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
233 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
234 Approve Disapprove Approve Approve Approve Approve
235 Approve Approve Approve Skipped Approve Disapprove
236 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
237 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
238 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
239 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
240 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
241 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
242 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
243 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
244 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
245 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
246 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
247 Approve Approve Approve Approve Approve Approve
248 Approve Disapprove Approve Disapprove Disapprove Disapprove
249 Approve Approve Approve Approve Approve Disapprove
250 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
251 Approve Disapprove Approve Approve Approve Approve
252 Approve Approve Approve Approve Approve Approve
253 Approve Approve Approve Approve Approve Approve
254 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
255 Approve Disapprove Approve Skipped Approve Disapprove
256 Approve Approve Approve Disapprove Approve Approve
257 Approve Disapprove Approve Approve Approve Approve
258 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
259 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
260 Approve Approve Approve Approve Approve Approve
261 Approve Approve Approve Approve Approve Approve
262 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
263 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
264 Approve Approve Approve Approve Approve Approve
265 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
266 Skipped Skipped Skipped Skipped Skipped Skipped
267 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
268 Approve Disapprove Approve Disapprove Disapprove Approve
269 Approve Disapprove Disapprove Disapprove Approve Disapprove
270 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
271 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
272 Approve Disapprove Approve Disapprove Disapprove Approve
273 Approve Disapprove Approve Approve Approve Approve
274 Approve Disapprove Approve Approve Approve Approve
275 Approve Approve Approve Disapprove Approve Approve
276 Approve Approve Approve Approve Approve Approve
277 Approve Approve Approve Approve Approve Approve
278 Approve Approve Approve Approve Approve Approve
279 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
280 Disapprove Disapprove Approve Disapprove Disapprove Approve
281 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
282 Approve Disapprove Disapprove Disapprove Disapprove Approve
283 Approve Approve Approve Approve Approve Approve
284 Approve Approve Approve Approve Approve Approve
285 Approve Approve Approve Approve Approve Approve
286 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
287 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
288 Approve Approve Approve Disapprove Disapprove Approve
289 Approve Disapprove Approve Disapprove Disapprove Approve
290 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
291 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
292 Approve Disapprove Approve Disapprove Approve Approve
293 Approve Approve Approve Approve Approve Approve
294 Approve Disapprove Approve Approve Approve Approve
295 Approve Disapprove Approve Disapprove Disapprove Disapprove
296 Skipped Skipped Skipped Skipped Skipped Skipped
297 Approve Approve Approve Approve Approve Approve
298 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
299 Approve Skipped Skipped Skipped Disapprove Skipped
300 Approve Approve Approve Approve Approve Approve
301 Approve Approve Approve Approve Approve Approve
302 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
303 Approve Approve Approve Approve Approve Approve
304 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
305 Approve Approve Approve Disapprove Disapprove Approve
306 Approve Approve Approve Approve Approve Approve
307 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
308 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
309 Approve Disapprove Approve Disapprove Disapprove Approve
310 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
311 Approve Disapprove Approve Disapprove Disapprove Approve
312 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
313 Approve Disapprove Disapprove Approve Disapprove Disapprove
Q2 Q3 Q4 Q5 QPID ABCAGE
1 Not so concerned Yes Good Optimistic A Democrat 65+
2 Somewhat concerned Yes Good Optimistic An Independent 65+
3 Very concerned Yes Poor Pessimistic Something else 65+
4 Somewhat concerned Yes Excellent Pessimistic An Independent 65+
5 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
6 Not so concerned Yes Excellent Optimistic A Democrat 65+
7 Very concerned Yes Good Pessimistic A Democrat 65+
8 Somewhat concerned Yes Excellent Optimistic An Independent 65+
9 Somewhat concerned Yes Poor Pessimistic An Independent 50-64
10 Not so concerned Yes Good Optimistic A Democrat 50-64
11 Very concerned No Good Pessimistic A Democrat 65+
12 Not concerned at all Yes Poor Pessimistic A Republican 50-64
13 Not so concerned Yes Poor Pessimistic An Independent 65+
14 Very concerned No Poor Pessimistic A Republican 50-64
15 Somewhat concerned No Poor Pessimistic An Independent 50-64
16 Somewhat concerned Yes Not so good Pessimistic An Independent 65+
17 Not so concerned No Good Optimistic A Democrat 65+
18 Somewhat concerned Yes Good Pessimistic An Independent 50-64
19 Very concerned Yes Excellent Optimistic A Democrat 50-64
20 Not so concerned Yes Poor Pessimistic A Republican 65+
21 Somewhat concerned Yes Good Optimistic An Independent 65+
22 Somewhat concerned No Good Pessimistic An Independent 65+
23 Not so concerned Yes Poor Pessimistic A Republican 65+
24 Not so concerned No Poor Pessimistic A Republican 65+
25 Somewhat concerned Yes Poor Pessimistic An Independent 50-64
26 Not so concerned No Poor Pessimistic Something else 65+
27 Somewhat concerned Yes Poor Pessimistic A Republican 65+
28 Somewhat concerned Yes Not so good Optimistic An Independent 50-64
29 Somewhat concerned Yes Good Optimistic A Republican 50-64
30 Not so concerned Yes Good Optimistic An Independent 65+
31 Very concerned Yes Good Optimistic An Independent 50-64
32 Very concerned Yes Good Optimistic A Democrat 50-64
33 Somewhat concerned No Poor Pessimistic An Independent 65+
34 Not so concerned No Good Pessimistic An Independent 50-64
35 Somewhat concerned Yes Good Optimistic A Democrat 50-64
36 Somewhat concerned Yes Good Optimistic A Democrat 65+
37 Not so concerned Yes Good Optimistic A Democrat 65+
38 Not so concerned Yes Good Pessimistic An Independent 65+
39 Not so concerned Yes Good Pessimistic An Independent 65+
40 Not so concerned Yes Excellent Optimistic An Independent 65+
41 Somewhat concerned Yes Poor Pessimistic A Republican 65+
42 Not so concerned Yes Poor Pessimistic A Republican 50-64
43 Somewhat concerned Yes Good Pessimistic An Independent 65+
44 Somewhat concerned Yes Skipped Skipped Skipped 65+
45 Very concerned Yes Good Optimistic A Democrat 50-64
46 Very concerned Yes Good Pessimistic A Republican 50-64
47 Somewhat concerned Yes Poor Pessimistic An Independent 65+
48 Very concerned Yes Excellent Optimistic An Independent 50-64
49 Very concerned Yes Excellent Optimistic A Democrat 65+
50 Somewhat concerned Yes Not so good Pessimistic An Independent 65+
51 Not so concerned No Poor Pessimistic A Republican 65+
52 Somewhat concerned Yes Good Optimistic A Republican 65+
53 Somewhat concerned Yes Poor Pessimistic An Independent 65+
54 Not concerned at all Yes Excellent Optimistic A Democrat 50-64
55 Somewhat concerned Yes Poor Pessimistic An Independent 65+
56 Somewhat concerned Yes Poor Pessimistic An Independent 65+
57 Not so concerned Yes Poor Pessimistic An Independent 65+
58 Somewhat concerned Yes Good Pessimistic A Republican 65+
59 Somewhat concerned Yes Not so good Pessimistic An Independent 65+
60 Somewhat concerned No Poor Pessimistic A Republican 50-64
61 Somewhat concerned Yes Not so good Pessimistic A Democrat 65+
62 Not so concerned Yes Poor Pessimistic An Independent 50-64
63 Somewhat concerned Yes Good Optimistic A Republican 65+
64 Very concerned Yes Excellent Optimistic A Democrat 65+
65 Not so concerned Skipped Poor Pessimistic A Republican 65+
66 Not so concerned No Poor Pessimistic A Republican 50-64
67 Not so concerned Yes Poor Pessimistic A Republican 50-64
68 Somewhat concerned Yes Good Optimistic A Republican 65+
69 Very concerned Yes Excellent Optimistic A Democrat 50-64
70 Not concerned at all No Poor Pessimistic A Democrat 50-64
71 Very concerned Yes Poor Pessimistic A Republican 65+
72 Not so concerned Yes Poor Pessimistic An Independent 50-64
73 Very concerned Yes Good Optimistic A Republican 65+
74 Somewhat concerned Yes Excellent Optimistic A Democrat 50-64
75 Not so concerned Yes Good Optimistic A Republican 50-64
76 Somewhat concerned No Poor Pessimistic An Independent 65+
77 Somewhat concerned Yes Excellent Optimistic A Democrat 50-64
78 Somewhat concerned Yes Good Optimistic An Independent 65+
79 Not so concerned Yes Good Pessimistic An Independent 65+
80 Not concerned at all Yes Poor Pessimistic A Republican 65+
81 Not concerned at all Yes Poor Pessimistic A Republican 65+
82 Somewhat concerned Yes Not so good Pessimistic A Republican 50-64
83 Somewhat concerned Yes Poor Pessimistic An Independent 65+
84 Not so concerned Yes Not so good Pessimistic A Republican 50-64
85 Not so concerned Yes Poor Pessimistic A Republican 50-64
86 Somewhat concerned Yes Good Pessimistic An Independent 65+
87 Not so concerned Yes Poor Pessimistic A Republican 65+
88 Very concerned Yes Excellent Optimistic A Democrat 65+
89 Not concerned at all No Poor Pessimistic An Independent 65+
90 Very concerned Yes Not so good Pessimistic A Republican 50-64
91 Not so concerned Yes Not so good Pessimistic An Independent 50-64
92 Somewhat concerned No Poor Pessimistic An Independent 50-64
93 Somewhat concerned Yes Excellent Optimistic A Democrat 50-64
94 Somewhat concerned Yes Good Optimistic A Democrat 65+
95 Not so concerned Yes Good Optimistic Something else 50-64
96 Not so concerned No Poor Pessimistic An Independent 65+
97 Not concerned at all Yes Not so good Pessimistic A Republican 65+
98 Somewhat concerned Yes Not so good Pessimistic A Republican 65+
99 Somewhat concerned Yes Poor Pessimistic A Republican 65+
100 Not so concerned Yes Poor Pessimistic A Republican 50-64
101 Somewhat concerned Yes Not so good Pessimistic A Republican 50-64
102 Somewhat concerned Yes Not so good Pessimistic An Independent 65+
103 Somewhat concerned Yes Good Optimistic A Democrat 65+
104 Very concerned Yes Good Optimistic A Democrat 65+
105 Very concerned Yes Good Optimistic An Independent 50-64
106 Somewhat concerned Yes Excellent Pessimistic A Democrat 50-64
107 Somewhat concerned No Poor Pessimistic An Independent 50-64
108 Somewhat concerned Yes Not so good Pessimistic A Republican 65+
109 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
110 Very concerned Yes Good Pessimistic An Independent 50-64
111 Not so concerned Yes Excellent Optimistic A Democrat 50-64
112 Somewhat concerned Yes Good Optimistic An Independent 50-64
113 Very concerned Yes Good Optimistic A Democrat 50-64
114 Very concerned Yes Excellent Optimistic A Democrat 65+
115 Somewhat concerned Yes Good Optimistic A Democrat 50-64
116 Not so concerned Yes Good Optimistic An Independent 65+
117 Not so concerned Yes Poor Pessimistic An Independent 50-64
118 Very concerned Yes Good Optimistic A Democrat 65+
119 Somewhat concerned Yes Good Optimistic An Independent 65+
120 Somewhat concerned Yes Good Pessimistic A Republican 50-64
121 Somewhat concerned Yes Good Optimistic A Democrat 65+
122 Somewhat concerned Yes Not so good Pessimistic An Independent 50-64
123 Not so concerned Yes Poor Pessimistic A Republican 50-64
124 Not so concerned Yes Poor Pessimistic A Republican 65+
125 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
126 Not so concerned Yes Skipped Optimistic A Republican 50-64
127 Somewhat concerned Yes Good Optimistic A Republican 65+
128 Somewhat concerned Yes Good Pessimistic A Republican 50-64
129 Somewhat concerned Yes Good Optimistic An Independent 50-64
130 Somewhat concerned Yes Good Pessimistic A Democrat 50-64
131 Not so concerned Yes Poor Pessimistic A Republican 50-64
132 Not so concerned Yes Good Pessimistic An Independent 50-64
133 Somewhat concerned Yes Good Optimistic A Democrat 65+
134 Not concerned at all Yes Poor Pessimistic A Republican 65+
135 Somewhat concerned Yes Poor Pessimistic A Republican 65+
136 Not so concerned No Poor Pessimistic A Republican 65+
137 Not so concerned Yes Not so good Pessimistic An Independent 50-64
138 Not concerned at all No Poor Pessimistic An Independent 50-64
139 Not so concerned No Not so good Pessimistic Something else 50-64
140 Somewhat concerned Yes Good Optimistic A Democrat 50-64
141 Not concerned at all Yes Poor Pessimistic An Independent 65+
142 Very concerned Yes Good Optimistic A Republican 50-64
143 Not so concerned Yes Excellent Optimistic An Independent 50-64
144 Not so concerned Yes Poor Optimistic Something else 65+
145 Very concerned Yes Excellent Optimistic A Democrat 65+
146 Somewhat concerned No Poor Pessimistic An Independent 65+
147 Not so concerned Yes Good Optimistic An Independent 50-64
148 Somewhat concerned Yes Good Optimistic A Democrat 65+
149 Very concerned Yes Excellent Optimistic A Democrat 50-64
150 Somewhat concerned Yes Poor Pessimistic A Republican 65+
151 Not so concerned Yes Poor Pessimistic A Republican 50-64
152 Somewhat concerned Yes Poor Pessimistic A Republican 50-64
153 Very concerned Yes Excellent Optimistic A Democrat 50-64
154 Very concerned Yes Excellent Optimistic An Independent 65+
155 Somewhat concerned Yes Good Pessimistic A Democrat 50-64
156 Somewhat concerned Yes Good Optimistic A Democrat 65+
157 Somewhat concerned Yes Good Optimistic A Democrat 65+
158 Not so concerned Yes Poor Pessimistic A Republican 65+
159 Somewhat concerned Yes Good Optimistic A Republican 65+
160 Somewhat concerned No Poor Pessimistic An Independent 50-64
161 Somewhat concerned Yes Not so good Optimistic An Independent 65+
162 Somewhat concerned Yes Good Optimistic A Democrat 65+
163 Somewhat concerned Yes Good Optimistic An Independent 65+
164 Not so concerned Yes Excellent Optimistic A Democrat 50-64
165 Not concerned at all Yes Poor Pessimistic A Republican 65+
166 Somewhat concerned Yes Excellent Optimistic A Democrat 50-64
167 Very concerned Yes Not so good Pessimistic A Democrat 65+
168 Not so concerned Yes Not so good Pessimistic An Independent 65+
169 Not concerned at all Yes Poor Pessimistic A Republican 50-64
170 Somewhat concerned Yes Excellent Optimistic A Democrat 50-64
171 Very concerned Yes Good Pessimistic A Republican 65+
172 Very concerned No Excellent Optimistic A Democrat 50-64
173 Somewhat concerned Yes Good Optimistic An Independent 50-64
174 Somewhat concerned Yes Poor Pessimistic A Republican 50-64
175 Not so concerned Yes Poor Optimistic A Republican 65+
176 Very concerned Yes Good Pessimistic A Democrat 65+
177 Not so concerned No Poor Pessimistic A Republican 50-64
178 Somewhat concerned Yes Poor Pessimistic A Republican 65+
179 Somewhat concerned Yes Poor Pessimistic An Independent 65+
180 Not so concerned Yes Not so good Pessimistic A Republican 65+
181 Somewhat concerned Yes Not so good Pessimistic Something else 65+
182 Not concerned at all Yes Not so good Optimistic A Republican 65+
183 Not so concerned No Poor Pessimistic A Republican 50-64
184 Very concerned No Skipped Pessimistic Something else 50-64
185 Somewhat concerned Yes Poor Pessimistic Something else 65+
186 Very concerned Yes Not so good Optimistic A Republican 50-64
187 Not so concerned Yes Poor Pessimistic An Independent 50-64
188 Very concerned Yes Excellent Optimistic A Democrat 65+
189 Not so concerned No Poor Pessimistic A Republican 50-64
190 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
191 Not so concerned Yes Good Optimistic An Independent 50-64
192 Somewhat concerned Yes Not so good Pessimistic A Republican 50-64
193 Not concerned at all Yes Poor Pessimistic A Republican 65+
194 Somewhat concerned Yes Good Optimistic An Independent 65+
195 Somewhat concerned Yes Good Optimistic A Democrat 50-64
196 Very concerned Yes Good Optimistic A Democrat 50-64
197 Somewhat concerned Yes Good Optimistic An Independent 50-64
198 Not concerned at all Yes Poor Pessimistic A Republican 65+
199 Somewhat concerned Yes Poor Pessimistic A Republican 65+
200 Very concerned Yes Excellent Optimistic A Democrat 50-64
201 Somewhat concerned Yes Good Optimistic An Independent 65+
202 Not so concerned No Poor Pessimistic A Republican 50-64
203 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
204 Somewhat concerned Yes Good Optimistic A Democrat 50-64
205 Very concerned Yes Excellent Optimistic An Independent 65+
206 Somewhat concerned Yes Good Optimistic A Democrat 65+
207 Somewhat concerned Yes Poor Pessimistic A Republican 65+
208 Somewhat concerned Yes Poor Pessimistic An Independent 50-64
209 Not concerned at all No Not so good Pessimistic A Republican 65+
210 Somewhat concerned Yes Poor Pessimistic A Republican 50-64
211 Not so concerned No Poor Pessimistic An Independent 50-64
212 Somewhat concerned Yes Excellent Optimistic An Independent 50-64
213 Somewhat concerned Yes Good Optimistic A Democrat 65+
214 Very concerned Yes Excellent Optimistic A Democrat 65+
215 Very concerned Yes Excellent Optimistic A Democrat 50-64
216 Not concerned at all Yes Poor Pessimistic A Republican 50-64
217 Not so concerned Yes Poor Pessimistic A Republican 65+
218 Not so concerned No Poor Pessimistic An Independent 65+
219 Not so concerned Yes Good Optimistic An Independent 65+
220 Very concerned Yes Excellent Optimistic Something else 65+
221 Somewhat concerned Yes Not so good Pessimistic A Democrat 65+
222 Not so concerned Yes Good Optimistic An Independent 50-64
223 Somewhat concerned Yes Good Optimistic A Democrat 65+
224 Very concerned Yes Not so good Pessimistic A Republican 50-64
225 Very concerned Yes Good Pessimistic A Democrat 50-64
226 Somewhat concerned Yes Not so good Optimistic A Republican 50-64
227 Very concerned Yes Excellent Optimistic A Democrat 50-64
228 Very concerned Yes Good Optimistic An Independent 50-64
229 Somewhat concerned Yes Good Optimistic An Independent 65+
230 Somewhat concerned Yes Not so good Pessimistic A Republican 65+
231 Somewhat concerned Yes Good Optimistic An Independent 50-64
232 Not so concerned Yes Not so good Pessimistic A Republican 50-64
233 Not concerned at all Yes Poor Pessimistic A Republican 65+
234 Not so concerned Yes Not so good Optimistic A Republican 50-64
235 Not so concerned Yes Good Optimistic A Republican 50-64
236 Somewhat concerned Skipped Poor Pessimistic A Republican 65+
237 Not so concerned Yes Poor Pessimistic A Republican 50-64
238 Not so concerned Yes Poor Pessimistic An Independent 65+
239 Not so concerned No Poor Pessimistic Something else 50-64
240 Not concerned at all Yes Poor Pessimistic An Independent 65+
241 Not so concerned Yes Not so good Pessimistic A Republican 50-64
242 Not so concerned No Poor Pessimistic A Republican 50-64
243 Somewhat concerned Skipped Poor Pessimistic A Republican 65+
244 Not so concerned No Poor Pessimistic An Independent 65+
245 Not concerned at all Yes Poor Pessimistic An Independent 50-64
246 Somewhat concerned Yes Not so good Pessimistic A Republican 50-64
247 Somewhat concerned Yes Good Optimistic Something else 50-64
248 Somewhat concerned Yes Good Optimistic A Democrat 50-64
249 Somewhat concerned Yes Good Optimistic A Democrat 50-64
250 Not so concerned Yes Poor Pessimistic A Republican 50-64
251 Somewhat concerned Yes Good Optimistic A Democrat 65+
252 Very concerned Yes Good Optimistic A Democrat 65+
253 Very concerned Yes Good Optimistic A Democrat 65+
254 Somewhat concerned Yes Poor Pessimistic An Independent 50-64
255 Very concerned Yes Good Optimistic A Democrat 65+
256 Very concerned Yes Excellent Optimistic A Democrat 50-64
257 Not so concerned Yes Good Pessimistic A Democrat 50-64
258 Not so concerned No Poor Pessimistic An Independent 50-64
259 Not so concerned Yes Poor Pessimistic A Republican 65+
260 Very concerned Yes Good Pessimistic A Democrat 50-64
261 Not so concerned Yes Good Optimistic An Independent 50-64
262 Not so concerned Yes Not so good Pessimistic An Independent 65+
263 Somewhat concerned Yes Not so good Pessimistic An Independent 65+
264 Not concerned at all Yes Good Optimistic A Democrat 50-64
265 Not so concerned Yes Poor Pessimistic A Republican 65+
266 Not so concerned Yes Skipped Pessimistic A Republican 50-64
267 Somewhat concerned No Poor Pessimistic A Republican 50-64
268 Somewhat concerned Yes Good Pessimistic An Independent 65+
269 Somewhat concerned Yes Good Optimistic Something else 50-64
270 Not concerned at all No Poor Pessimistic A Republican 50-64
271 Very concerned Yes Poor Pessimistic A Republican 65+
272 Somewhat concerned Yes Good Pessimistic A Democrat 65+
273 Somewhat concerned Yes Good Optimistic An Independent 50-64
274 Somewhat concerned Yes Good Optimistic A Democrat 50-64
275 Very concerned Yes Excellent Optimistic A Democrat 65+
276 Somewhat concerned Yes Good Optimistic An Independent 50-64
277 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
278 Not so concerned Yes Good Optimistic A Democrat 50-64
279 Not so concerned Yes Poor Pessimistic A Republican 50-64
280 Not so concerned Yes Poor Pessimistic An Independent 65+
281 Not so concerned Yes Not so good Pessimistic An Independent 65+
282 Somewhat concerned Yes Good Pessimistic A Democrat 65+
283 Not so concerned Yes Good Optimistic A Democrat 65+
284 Somewhat concerned Yes Good Pessimistic A Democrat 50-64
285 Very concerned Yes Good Optimistic An Independent 65+
286 Not concerned at all No Poor Pessimistic An Independent 50-64
287 Not so concerned No Not so good Pessimistic A Republican 50-64
288 Somewhat concerned Yes Good Optimistic A Democrat 50-64
289 Somewhat concerned Yes Good Optimistic A Democrat 65+
290 Not concerned at all Yes Good Pessimistic A Republican 50-64
291 Somewhat concerned Yes Not so good Pessimistic A Republican 50-64
292 Not concerned at all No Good Optimistic A Democrat 50-64
293 Somewhat concerned Yes Good Optimistic A Democrat 50-64
294 Somewhat concerned No Excellent Pessimistic A Democrat 65+
295 Somewhat concerned Yes Good Optimistic An Independent 50-64
296 Very concerned Yes Not so good Skipped Something else 65+
297 Not so concerned Yes Good Optimistic A Democrat 50-64
298 Not so concerned Yes Poor Pessimistic An Independent 50-64
299 Somewhat concerned Yes Good Optimistic A Democrat 65+
300 Very concerned Yes Good Optimistic A Democrat 50-64
301 Not so concerned Yes Good Optimistic A Democrat 65+
302 Not so concerned Yes Not so good Pessimistic A Republican 65+
303 Somewhat concerned Yes Excellent Pessimistic An Independent 50-64
304 Not so concerned No Skipped Pessimistic A Republican 50-64
305 Somewhat concerned Yes Good Pessimistic Something else 65+
306 Not so concerned Yes Excellent Optimistic A Democrat 50-64
307 Not concerned at all Yes Poor Pessimistic An Independent 50-64
308 Very concerned No Not so good Pessimistic A Republican 65+
309 Somewhat concerned Yes Good Optimistic A Democrat 50-64
310 Somewhat concerned Yes Not so good Pessimistic An Independent 65+
311 Somewhat concerned Yes Good Optimistic A Democrat 50-64
312 Not concerned at all Yes Not so good Optimistic A Republican 50-64
313 Somewhat concerned Yes Not so good Pessimistic An Independent 50-64
Contact weights_pid
1 No, I am not willing to be interviewed 0.6382
2 No, I am not willing to be interviewed 0.5493
3 No, I am not willing to be interviewed 0.8488
4 Yes, I am willing to be interviewed 0.8126
5 No, I am not willing to be interviewed 0.4994
6 No, I am not willing to be interviewed 0.4043
7 Yes, I am willing to be interviewed 1.3350
8 Yes, I am willing to be interviewed 0.6686
9 No, I am not willing to be interviewed 0.9802
10 Yes, I am willing to be interviewed 0.4312
11 No, I am not willing to be interviewed 0.3791
12 No, I am not willing to be interviewed 0.7806
13 No, I am not willing to be interviewed 0.9526
14 No, I am not willing to be interviewed 0.6934
15 No, I am not willing to be interviewed 0.7116
16 No, I am not willing to be interviewed 1.0967
17 No, I am not willing to be interviewed 0.5569
18 Yes, I am willing to be interviewed 0.7256
19 No, I am not willing to be interviewed 0.4520
20 No, I am not willing to be interviewed 0.5786
21 No, I am not willing to be interviewed 0.8143
22 No, I am not willing to be interviewed 0.6996
23 Yes, I am willing to be interviewed 0.4123
24 No, I am not willing to be interviewed 0.6217
25 No, I am not willing to be interviewed 0.7486
26 No, I am not willing to be interviewed 0.9896
27 No, I am not willing to be interviewed 0.6934
28 No, I am not willing to be interviewed 1.2767
29 No, I am not willing to be interviewed 0.6934
30 Yes, I am willing to be interviewed 0.6980
31 Yes, I am willing to be interviewed 0.6346
32 No, I am not willing to be interviewed 1.5368
33 No, I am not willing to be interviewed 0.8383
34 No, I am not willing to be interviewed 0.8617
35 No, I am not willing to be interviewed 0.4555
36 No, I am not willing to be interviewed 0.4188
37 No, I am not willing to be interviewed 0.3495
38 Yes, I am willing to be interviewed 0.7631
39 No, I am not willing to be interviewed 0.9196
40 Yes, I am willing to be interviewed 0.5744
41 No, I am not willing to be interviewed 0.8202
42 Yes, I am willing to be interviewed 0.5948
43 Yes, I am willing to be interviewed 0.6133
44 No, I am not willing to be interviewed 1.0215
45 Yes, I am willing to be interviewed 0.5507
46 Yes, I am willing to be interviewed 0.8891
47 No, I am not willing to be interviewed 1.0489
48 Yes, I am willing to be interviewed 0.7350
49 Yes, I am willing to be interviewed 0.5577
50 No, I am not willing to be interviewed 0.8848
51 Yes, I am willing to be interviewed 0.7707
52 No, I am not willing to be interviewed 0.7786
53 No, I am not willing to be interviewed 0.8497
54 No, I am not willing to be interviewed 0.4005
55 Yes, I am willing to be interviewed 0.9865
56 No, I am not willing to be interviewed 0.9196
57 Yes, I am willing to be interviewed 0.9582
58 No, I am not willing to be interviewed 0.5720
59 No, I am not willing to be interviewed 0.8515
60 No, I am not willing to be interviewed 0.5717
61 No, I am not willing to be interviewed 0.5938
62 No, I am not willing to be interviewed 0.9111
63 No, I am not willing to be interviewed 0.8891
64 No, I am not willing to be interviewed 0.5162
65 No, I am not willing to be interviewed 0.6351
66 No, I am not willing to be interviewed 0.6582
67 Yes, I am willing to be interviewed 0.6739
68 No, I am not willing to be interviewed 0.7758
69 Yes, I am willing to be interviewed 0.4330
70 Yes, I am willing to be interviewed 1.6470
71 No, I am not willing to be interviewed 0.8462
72 No, I am not willing to be interviewed 1.1587
73 Yes, I am willing to be interviewed 0.6201
74 No, I am not willing to be interviewed 0.4763
75 Yes, I am willing to be interviewed 0.9322
76 No, I am not willing to be interviewed 0.9582
77 Yes, I am willing to be interviewed 0.4038
78 Yes, I am willing to be interviewed 0.8914
79 No, I am not willing to be interviewed 0.9582
80 No, I am not willing to be interviewed 0.5206
81 Yes, I am willing to be interviewed 0.6023
82 No, I am not willing to be interviewed 0.7061
83 Yes, I am willing to be interviewed 1.0721
84 No, I am not willing to be interviewed 0.7901
85 Yes, I am willing to be interviewed 0.6826
86 Yes, I am willing to be interviewed 0.8461
87 No, I am not willing to be interviewed 0.8181
88 No, I am not willing to be interviewed 0.8408
89 Yes, I am willing to be interviewed 0.6453
90 No, I am not willing to be interviewed 0.8437
91 Yes, I am willing to be interviewed 0.5324
92 Yes, I am willing to be interviewed 1.0406
93 Yes, I am willing to be interviewed 1.3002
94 No, I am not willing to be interviewed 0.4643
95 No, I am not willing to be interviewed 1.1183
96 Yes, I am willing to be interviewed 0.6413
97 No, I am not willing to be interviewed 1.0409
98 No, I am not willing to be interviewed 0.5769
99 No, I am not willing to be interviewed 0.7535
100 No, I am not willing to be interviewed 1.0462
101 No, I am not willing to be interviewed 0.8259
102 No, I am not willing to be interviewed 0.9049
103 No, I am not willing to be interviewed 0.5683
104 Yes, I am willing to be interviewed 0.6673
105 No, I am not willing to be interviewed 1.0638
106 Yes, I am willing to be interviewed 0.3743
107 No, I am not willing to be interviewed 0.8249
108 No, I am not willing to be interviewed 0.6580
109 No, I am not willing to be interviewed 0.6061
110 No, I am not willing to be interviewed 0.8672
111 Yes, I am willing to be interviewed 0.3922
112 No, I am not willing to be interviewed 0.8493
113 Yes, I am willing to be interviewed 1.6103
114 No, I am not willing to be interviewed 0.5985
115 No, I am not willing to be interviewed 0.5266
116 No, I am not willing to be interviewed 0.5324
117 No, I am not willing to be interviewed 0.6446
118 Yes, I am willing to be interviewed 0.6170
119 No, I am not willing to be interviewed 0.9196
120 No, I am not willing to be interviewed 0.7885
121 No, I am not willing to be interviewed 1.5897
122 No, I am not willing to be interviewed 0.9773
123 No, I am not willing to be interviewed 0.6582
124 No, I am not willing to be interviewed 0.6673
125 Yes, I am willing to be interviewed 0.4330
126 No, I am not willing to be interviewed 0.6743
127 No, I am not willing to be interviewed 0.5826
128 No, I am not willing to be interviewed 0.7887
129 Yes, I am willing to be interviewed 0.7603
130 No, I am not willing to be interviewed 0.5643
131 Yes, I am willing to be interviewed 0.4501
132 Yes, I am willing to be interviewed 0.8617
133 Yes, I am willing to be interviewed 0.4023
134 No, I am not willing to be interviewed 0.4948
135 No, I am not willing to be interviewed 0.6143
136 No, I am not willing to be interviewed 0.8848
137 No, I am not willing to be interviewed 0.6582
138 No, I am not willing to be interviewed 1.1928
139 Yes, I am willing to be interviewed 0.9977
140 Yes, I am willing to be interviewed 1.1315
141 No, I am not willing to be interviewed 1.1193
142 No, I am not willing to be interviewed 0.6039
143 No, I am not willing to be interviewed 0.7640
144 No, I am not willing to be interviewed 1.0124
145 Yes, I am willing to be interviewed 0.5148
146 Yes, I am willing to be interviewed 0.6423
147 No, I am not willing to be interviewed 2.2728
148 No, I am not willing to be interviewed 0.8256
149 No, I am not willing to be interviewed 0.4878
150 No, I am not willing to be interviewed 0.6826
151 Yes, I am willing to be interviewed 0.5717
152 No, I am not willing to be interviewed 2.2466
153 No, I am not willing to be interviewed 2.2064
154 No, I am not willing to be interviewed 0.5579
155 No, I am not willing to be interviewed 0.4259
156 No, I am not willing to be interviewed 0.5334
157 No, I am not willing to be interviewed 0.5712
158 No, I am not willing to be interviewed 0.5126
159 No, I am not willing to be interviewed 0.7218
160 No, I am not willing to be interviewed 1.1562
161 No, I am not willing to be interviewed 1.0140
162 No, I am not willing to be interviewed 0.4005
163 Yes, I am willing to be interviewed 2.0430
164 No, I am not willing to be interviewed 0.5318
165 Yes, I am willing to be interviewed 0.7419
166 No, I am not willing to be interviewed 1.3210
167 No, I am not willing to be interviewed 0.5148
168 No, I am not willing to be interviewed 0.5493
169 No, I am not willing to be interviewed 0.8879
170 No, I am not willing to be interviewed 0.4415
171 No, I am not willing to be interviewed 0.5957
172 Yes, I am willing to be interviewed 2.1664
173 No, I am not willing to be interviewed 0.8752
174 No, I am not willing to be interviewed 0.5311
175 No, I am not willing to be interviewed 0.8272
176 Yes, I am willing to be interviewed 1.4298
177 No, I am not willing to be interviewed 1.2043
178 No, I am not willing to be interviewed 1.5909
179 No, I am not willing to be interviewed 0.6611
180 Yes, I am willing to be interviewed 0.5206
181 No, I am not willing to be interviewed 1.1163
182 No, I am not willing to be interviewed 0.6298
183 No, I am not willing to be interviewed 0.6406
184 No, I am not willing to be interviewed 1.0703
185 No, I am not willing to be interviewed 1.1602
186 No, I am not willing to be interviewed 0.8618
187 No, I am not willing to be interviewed 1.0211
188 No, I am not willing to be interviewed 0.5148
189 Yes, I am willing to be interviewed 0.6934
190 No, I am not willing to be interviewed 0.3732
191 No, I am not willing to be interviewed 0.8158
192 No, I am not willing to be interviewed 0.6039
193 Yes, I am willing to be interviewed 0.7269
194 Yes, I am willing to be interviewed 0.9835
195 No, I am not willing to be interviewed 0.5641
196 No, I am not willing to be interviewed 1.9322
197 Yes, I am willing to be interviewed 1.8116
198 Yes, I am willing to be interviewed 0.4797
199 No, I am not willing to be interviewed 0.7378
200 No, I am not willing to be interviewed 0.3618
201 No, I am not willing to be interviewed 0.9340
202 No, I am not willing to be interviewed 0.7591
203 Yes, I am willing to be interviewed 1.5368
204 No, I am not willing to be interviewed 0.8156
205 No, I am not willing to be interviewed 0.6133
206 No, I am not willing to be interviewed 0.6267
207 No, I am not willing to be interviewed 0.5901
208 No, I am not willing to be interviewed 0.9604
209 No, I am not willing to be interviewed 0.5292
210 No, I am not willing to be interviewed 0.8462
211 No, I am not willing to be interviewed 1.1110
212 No, I am not willing to be interviewed 0.9451
213 Yes, I am willing to be interviewed 0.4962
214 No, I am not willing to be interviewed 0.5595
215 No, I am not willing to be interviewed 0.4038
216 No, I am not willing to be interviewed 0.8618
217 Yes, I am willing to be interviewed 0.4296
218 No, I am not willing to be interviewed 0.7578
219 Yes, I am willing to be interviewed 0.5324
220 No, I am not willing to be interviewed 2.8575
221 No, I am not willing to be interviewed 0.5568
222 Yes, I am willing to be interviewed 0.9836
223 No, I am not willing to be interviewed 0.8778
224 No, I am not willing to be interviewed 1.3530
225 No, I am not willing to be interviewed 1.2378
226 Yes, I am willing to be interviewed 0.6882
227 Yes, I am willing to be interviewed 0.5083
228 Yes, I am willing to be interviewed 0.7590
229 Yes, I am willing to be interviewed 0.7922
230 No, I am not willing to be interviewed 0.6826
231 Yes, I am willing to be interviewed 0.7116
232 Yes, I am willing to be interviewed 0.6582
233 No, I am not willing to be interviewed 0.5374
234 Yes, I am willing to be interviewed 0.6609
235 Yes, I am willing to be interviewed 1.9662
236 No, I am not willing to be interviewed 0.6409
237 No, I am not willing to be interviewed 0.7183
238 No, I am not willing to be interviewed 0.8484
239 No, I am not willing to be interviewed 1.1026
240 No, I am not willing to be interviewed 0.7172
241 No, I am not willing to be interviewed 0.6315
242 Yes, I am willing to be interviewed 0.7303
243 No, I am not willing to be interviewed 0.6706
244 Yes, I am willing to be interviewed 0.7648
245 No, I am not willing to be interviewed 1.0223
246 No, I am not willing to be interviewed 0.6556
247 No, I am not willing to be interviewed 2.3801
248 Yes, I am willing to be interviewed 0.5126
249 Yes, I am willing to be interviewed 0.7889
250 No, I am not willing to be interviewed 0.4838
251 No, I am not willing to be interviewed 0.4821
252 No, I am not willing to be interviewed 1.0239
253 Yes, I am willing to be interviewed 0.4542
254 No, I am not willing to be interviewed 0.7962
255 No, I am not willing to be interviewed 0.4068
256 Yes, I am willing to be interviewed 0.3862
257 Yes, I am willing to be interviewed 0.6434
258 Yes, I am willing to be interviewed 0.9651
259 Yes, I am willing to be interviewed 0.6497
260 No, I am not willing to be interviewed 0.4005
261 Yes, I am willing to be interviewed 0.5905
262 No, I am not willing to be interviewed 1.0711
263 Yes, I am willing to be interviewed 0.5493
264 Yes, I am willing to be interviewed 0.5318
265 Yes, I am willing to be interviewed 0.5174
266 No, I am not willing to be interviewed 0.6986
267 No, I am not willing to be interviewed 0.8158
268 No, I am not willing to be interviewed 0.8515
269 No, I am not willing to be interviewed 0.9065
270 No, I am not willing to be interviewed 1.4205
271 Yes, I am willing to be interviewed 0.6217
272 No, I am not willing to be interviewed 0.4165
273 Yes, I am willing to be interviewed 0.9776
274 Yes, I am willing to be interviewed 0.6434
275 Yes, I am willing to be interviewed 0.5101
276 Yes, I am willing to be interviewed 0.8617
277 No, I am not willing to be interviewed 0.4364
278 Yes, I am willing to be interviewed 1.3333
279 No, I am not willing to be interviewed 0.5522
280 Yes, I am willing to be interviewed 0.9361
281 No, I am not willing to be interviewed 0.5744
282 Yes, I am willing to be interviewed 0.4683
283 Yes, I am willing to be interviewed 0.3240
284 No, I am not willing to be interviewed 1.9050
285 Yes, I am willing to be interviewed 0.7849
286 Yes, I am willing to be interviewed 0.7125
287 No, I am not willing to be interviewed 0.7153
288 No, I am not willing to be interviewed 1.4336
289 Yes, I am willing to be interviewed 0.7508
290 No, I am not willing to be interviewed 0.5901
291 Yes, I am willing to be interviewed 0.5200
292 Yes, I am willing to be interviewed 1.3005
293 Yes, I am willing to be interviewed 0.3922
294 No, I am not willing to be interviewed 0.4542
295 No, I am not willing to be interviewed 1.0174
296 No, I am not willing to be interviewed 1.0567
297 No, I am not willing to be interviewed 0.6806
298 Yes, I am willing to be interviewed 1.0489
299 Yes, I am willing to be interviewed 0.8129
300 No, I am not willing to be interviewed 0.7745
301 No, I am not willing to be interviewed 0.6209
302 No, I am not willing to be interviewed 0.4431
303 No, I am not willing to be interviewed 0.9466
304 No, I am not willing to be interviewed 0.7901
305 Yes, I am willing to be interviewed 1.1392
306 No, I am not willing to be interviewed 0.5280
307 No, I am not willing to be interviewed 0.5579
308 No, I am not willing to be interviewed 0.7218
309 Yes, I am willing to be interviewed 1.3298
310 No, I am not willing to be interviewed 0.9196
311 Yes, I am willing to be interviewed 0.9738
312 Yes, I am willing to be interviewed 0.5544
313 No, I am not willing to be interviewed 0.8393Slice the lowest age values in abc_poll_2021
abc_poll_2021 %>%
arrange('ABCAGE') %>%
slice(1:10) id xspanish complete_status ppage
1 7230001 English qualified 68
2 7230002 English qualified 85
3 7230003 English qualified 69
4 7230004 English qualified 74
5 7230005 English qualified 77
6 7230006 English qualified 70
7 7230007 English qualified 26
8 7230008 English qualified 76
9 7230009 English qualified 78
10 7230010 English qualified 47
ppeduc5
1 High school graduate (high school diploma or the equivalent GED)
2 Bachelor\x92s degree
3 High school graduate (high school diploma or the equivalent GED)
4 Bachelor\x92s degree
5 High school graduate (high school diploma or the equivalent GED)
6 Bachelor\x92s degree
7 Master\x92s degree or above
8 Bachelor\x92s degree
9 Bachelor\x92s degree
10 Master\x92s degree or above
ppeducat ppgender ppethm pphhsize
1 High school Female White, Non-Hispanic 2
2 Bachelors degree or higher Male White, Non-Hispanic 2
3 High school Male White, Non-Hispanic 2
4 Bachelors degree or higher Female White, Non-Hispanic 1
5 High school Male White, Non-Hispanic 3
6 Bachelors degree or higher Male White, Non-Hispanic 2
7 Bachelors degree or higher Male Other, Non-Hispanic 3
8 Bachelors degree or higher Male Black, Non-Hispanic 2
9 Bachelors degree or higher Female White, Non-Hispanic 2
10 Bachelors degree or higher Male Other, Non-Hispanic 4
ppinc7 ppmarit5 ppmsacat ppreg4
1 $25,000 to $49,999 Now Married Metro area South
2 $150,000 or more Now Married Metro area South
3 $100,000 to $149,999 Now Married Metro area South
4 $25,000 to $49,999 Divorced Metro area NorthEast
5 $10,000 to $24,999 Now Married Metro area MidWest
6 $75,000 to $99,999 Now Married Metro area MidWest
7 $150,000 or more Never married Metro area NorthEast
8 $50,000 to $74,999 Now Married Metro area South
9 $150,000 or more Now Married Metro area West
10 $150,000 or more Now Married Non-metro area NorthEast
pprent ppstaten
1 Owned or being bought by you or someone in your household Florida
2 Owned or being bought by you or someone in your household Kentucky
3 Owned or being bought by you or someone in your household Florida
4 Owned or being bought by you or someone in your household Pennsylvania
5 Owned or being bought by you or someone in your household Michigan
6 Owned or being bought by you or someone in your household Missouri
7 Owned or being bought by you or someone in your household New Jersey
8 Owned or being bought by you or someone in your household Georgia
9 Owned or being bought by you or someone in your household Washington
10 Owned or being bought by you or someone in your household New Hampshire
PPWORKA ppemploy Q1_a Q1_b
1 Retired Not working Approve Approve
2 Retired Not working Approve Approve
3 Retired Not working Disapprove Disapprove
4 Retired Not working Approve Approve
5 Retired Not working Approve Approve
6 Employed part-time (by someone else) Working part-time Approve Approve
7 Employed full-time (by someone else) Working full-time Approve Disapprove
8 Retired Not working Approve Approve
9 Homemaker Not working Approve Approve
10 Employed full-time (by someone else) Working full-time Disapprove Disapprove
Q1_c Q1_d Q1_e Q1_f Q2 Q3
1 Disapprove Approve Approve Disapprove Not so concerned Yes
2 Approve Approve Approve Approve Somewhat concerned Yes
3 Disapprove Disapprove Disapprove Approve Very concerned Yes
4 Approve Approve Approve Approve Somewhat concerned Yes
5 Approve Approve Approve Approve Somewhat concerned Yes
6 Approve Approve Disapprove Approve Not so concerned Yes
7 Disapprove Disapprove Disapprove Approve Somewhat concerned Yes
8 Approve Approve Approve Approve Very concerned Yes
9 Approve Disapprove Approve Disapprove Somewhat concerned Yes
10 Disapprove Disapprove Disapprove Approve Very concerned Yes
Q4 Q5 QPID ABCAGE
1 Good Optimistic A Democrat 65+
2 Good Optimistic An Independent 65+
3 Poor Pessimistic Something else 65+
4 Excellent Pessimistic An Independent 65+
5 Excellent Optimistic A Democrat 65+
6 Excellent Optimistic A Democrat 65+
7 Not so good Pessimistic A Democrat 18-29
8 Good Pessimistic A Democrat 65+
9 Excellent Optimistic An Independent 65+
10 Good Pessimistic An Independent 30-49
Contact weights_pid
1 No, I am not willing to be interviewed 0.6382
2 No, I am not willing to be interviewed 0.5493
3 No, I am not willing to be interviewed 0.8488
4 Yes, I am willing to be interviewed 0.8126
5 No, I am not willing to be interviewed 0.4994
6 No, I am not willing to be interviewed 0.4043
7 Yes, I am willing to be interviewed 0.9159
8 Yes, I am willing to be interviewed 1.3350
9 Yes, I am willing to be interviewed 0.6686
10 Yes, I am willing to be interviewed 0.7541Arranging abc_polls based on ppeduc5, Selecting columns ppeduc5 & ppinc7 then slice the top values
abc_poll_2021 %>%
arrange(desc(ppinc7)) %>%
select(ppeduc5, ppinc7) %>%
group_by(ppeduc5) %>%
slice(1)# A tibble: 5 × 2
# Groups: ppeduc5 [5]
ppeduc5 ppinc7
<chr> <chr>
1 "Bachelor\x92s degree" Less than …
2 "High school graduate (high school diploma or the equivalent GED)" Less than …
3 "Master\x92s degree or above" $75,000 to…
4 "No high school diploma or GED" $75,000 to…
5 "Some college or Associate degree" Less than …Briefly describe the data
The abc_poll_2021.csv dataset contains the results of a public opinion poll conducted by ABC News and the Washington Post in January 2021. It consists of 29 variables, including approval ratings for Biden and Harris, measures of public opinion on the pandemic and the economy, and attitudes towards policy proposals.
#Load data
abc_poll_2021 <- read.csv("~/Desktop/601_Spring_2023/posts/_data/abc_poll_2021.csv")
# This function provides a structure of the data frame, including the number of rows and columns, variable names, and variable types.
str(abc_poll_2021)'data.frame': 527 obs. of 31 variables:
$ id : int 7230001 7230002 7230003 7230004 7230005 7230006 7230007 7230008 7230009 7230010 ...
$ xspanish : chr "English" "English" "English" "English" ...
$ complete_status: chr "qualified" "qualified" "qualified" "qualified" ...
$ ppage : int 68 85 69 74 77 70 26 76 78 47 ...
$ ppeduc5 : chr "High school graduate (high school diploma or the equivalent GED)" "Bachelor\x92s degree" "High school graduate (high school diploma or the equivalent GED)" "Bachelor\x92s degree" ...
$ ppeducat : chr "High school" "Bachelors degree or higher" "High school" "Bachelors degree or higher" ...
$ ppgender : chr "Female" "Male" "Male" "Female" ...
$ ppethm : chr "White, Non-Hispanic" "White, Non-Hispanic" "White, Non-Hispanic" "White, Non-Hispanic" ...
$ pphhsize : chr "2" "2" "2" "1" ...
$ ppinc7 : chr "$25,000 to $49,999" "$150,000 or more" "$100,000 to $149,999" "$25,000 to $49,999" ...
$ ppmarit5 : chr "Now Married" "Now Married" "Now Married" "Divorced" ...
$ ppmsacat : chr "Metro area" "Metro area" "Metro area" "Metro area" ...
$ ppreg4 : chr "South" "South" "South" "NorthEast" ...
$ pprent : chr "Owned or being bought by you or someone in your household" "Owned or being bought by you or someone in your household" "Owned or being bought by you or someone in your household" "Owned or being bought by you or someone in your household" ...
$ ppstaten : chr "Florida" "Kentucky" "Florida" "Pennsylvania" ...
$ PPWORKA : chr "Retired" "Retired" "Retired" "Retired" ...
$ ppemploy : chr "Not working" "Not working" "Not working" "Not working" ...
$ Q1_a : chr "Approve" "Approve" "Disapprove" "Approve" ...
$ Q1_b : chr "Approve" "Approve" "Disapprove" "Approve" ...
$ Q1_c : chr "Disapprove" "Approve" "Disapprove" "Approve" ...
$ Q1_d : chr "Approve" "Approve" "Disapprove" "Approve" ...
$ Q1_e : chr "Approve" "Approve" "Disapprove" "Approve" ...
$ Q1_f : chr "Disapprove" "Approve" "Approve" "Approve" ...
$ Q2 : chr "Not so concerned" "Somewhat concerned" "Very concerned" "Somewhat concerned" ...
$ Q3 : chr "Yes" "Yes" "Yes" "Yes" ...
$ Q4 : chr "Good" "Good" "Poor" "Excellent" ...
$ Q5 : chr "Optimistic" "Optimistic" "Pessimistic" "Pessimistic" ...
$ QPID : chr "A Democrat" "An Independent" "Something else" "An Independent" ...
$ ABCAGE : chr "65+" "65+" "65+" "65+" ...
$ Contact : chr "No, I am not willing to be interviewed" "No, I am not willing to be interviewed" "No, I am not willing to be interviewed" "Yes, I am willing to be interviewed" ...
$ weights_pid : num 0.638 0.549 0.849 0.813 0.499 ...# This function displays the first few rows of the data frame, giving you a quick overview of what the data looks like.
head(abc_poll_2021) id xspanish complete_status ppage
1 7230001 English qualified 68
2 7230002 English qualified 85
3 7230003 English qualified 69
4 7230004 English qualified 74
5 7230005 English qualified 77
6 7230006 English qualified 70
ppeduc5
1 High school graduate (high school diploma or the equivalent GED)
2 Bachelor\x92s degree
3 High school graduate (high school diploma or the equivalent GED)
4 Bachelor\x92s degree
5 High school graduate (high school diploma or the equivalent GED)
6 Bachelor\x92s degree
ppeducat ppgender ppethm pphhsize
1 High school Female White, Non-Hispanic 2
2 Bachelors degree or higher Male White, Non-Hispanic 2
3 High school Male White, Non-Hispanic 2
4 Bachelors degree or higher Female White, Non-Hispanic 1
5 High school Male White, Non-Hispanic 3
6 Bachelors degree or higher Male White, Non-Hispanic 2
ppinc7 ppmarit5 ppmsacat ppreg4
1 $25,000 to $49,999 Now Married Metro area South
2 $150,000 or more Now Married Metro area South
3 $100,000 to $149,999 Now Married Metro area South
4 $25,000 to $49,999 Divorced Metro area NorthEast
5 $10,000 to $24,999 Now Married Metro area MidWest
6 $75,000 to $99,999 Now Married Metro area MidWest
pprent ppstaten
1 Owned or being bought by you or someone in your household Florida
2 Owned or being bought by you or someone in your household Kentucky
3 Owned or being bought by you or someone in your household Florida
4 Owned or being bought by you or someone in your household Pennsylvania
5 Owned or being bought by you or someone in your household Michigan
6 Owned or being bought by you or someone in your household Missouri
PPWORKA ppemploy Q1_a Q1_b
1 Retired Not working Approve Approve
2 Retired Not working Approve Approve
3 Retired Not working Disapprove Disapprove
4 Retired Not working Approve Approve
5 Retired Not working Approve Approve
6 Employed part-time (by someone else) Working part-time Approve Approve
Q1_c Q1_d Q1_e Q1_f Q2 Q3 Q4
1 Disapprove Approve Approve Disapprove Not so concerned Yes Good
2 Approve Approve Approve Approve Somewhat concerned Yes Good
3 Disapprove Disapprove Disapprove Approve Very concerned Yes Poor
4 Approve Approve Approve Approve Somewhat concerned Yes Excellent
5 Approve Approve Approve Approve Somewhat concerned Yes Excellent
6 Approve Approve Disapprove Approve Not so concerned Yes Excellent
Q5 QPID ABCAGE Contact
1 Optimistic A Democrat 65+ No, I am not willing to be interviewed
2 Optimistic An Independent 65+ No, I am not willing to be interviewed
3 Pessimistic Something else 65+ No, I am not willing to be interviewed
4 Pessimistic An Independent 65+ Yes, I am willing to be interviewed
5 Optimistic A Democrat 65+ No, I am not willing to be interviewed
6 Optimistic A Democrat 65+ No, I am not willing to be interviewed
weights_pid
1 0.6382
2 0.5493
3 0.8488
4 0.8126
5 0.4994
6 0.4043# This function provides summary statistics for each variable in the data frame, including the minimum, maximum, mean, and median values.
summary(abc_poll_2021) id xspanish complete_status ppage
Min. :7230001 Length:527 Length:527 Min. :18.00
1st Qu.:7230132 Class :character Class :character 1st Qu.:40.00
Median :7230264 Mode :character Mode :character Median :55.00
Mean :7230264 Mean :53.39
3rd Qu.:7230396 3rd Qu.:67.00
Max. :7230527 Max. :91.00
ppeduc5 ppeducat ppgender ppethm
Length:527 Length:527 Length:527 Length:527
Class :character Class :character Class :character Class :character
Mode :character Mode :character Mode :character Mode :character
pphhsize ppinc7 ppmarit5 ppmsacat
Length:527 Length:527 Length:527 Length:527
Class :character Class :character Class :character Class :character
Mode :character Mode :character Mode :character Mode :character
ppreg4 pprent ppstaten PPWORKA
Length:527 Length:527 Length:527 Length:527
Class :character Class :character Class :character Class :character
Mode :character Mode :character Mode :character Mode :character
ppemploy Q1_a Q1_b Q1_c
Length:527 Length:527 Length:527 Length:527
Class :character Class :character Class :character Class :character
Mode :character Mode :character Mode :character Mode :character
Q1_d Q1_e Q1_f Q2
Length:527 Length:527 Length:527 Length:527
Class :character Class :character Class :character Class :character
Mode :character Mode :character Mode :character Mode :character
Q3 Q4 Q5 QPID
Length:527 Length:527 Length:527 Length:527
Class :character Class :character Class :character Class :character
Mode :character Mode :character Mode :character Mode :character
ABCAGE Contact weights_pid
Length:527 Length:527 Min. :0.3240
Class :character Class :character 1st Qu.:0.6332
Mode :character Mode :character Median :0.8451
Mean :1.0000
3rd Qu.:1.1516
Max. :6.2553 # This function displays the variable names in the data frame.
names(abc_poll_2021) [1] "id" "xspanish" "complete_status" "ppage"
[5] "ppeduc5" "ppeducat" "ppgender" "ppethm"
[9] "pphhsize" "ppinc7" "ppmarit5" "ppmsacat"
[13] "ppreg4" "pprent" "ppstaten" "PPWORKA"
[17] "ppemploy" "Q1_a" "Q1_b" "Q1_c"
[21] "Q1_d" "Q1_e" "Q1_f" "Q2"
[25] "Q3" "Q4" "Q5" "QPID"
[29] "ABCAGE" "Contact" "weights_pid" # This function displays the number of rows and columns in the data frame.
dim(abc_poll_2021)[1] 527 31Tidy Data (as needed)
Remove any unnecessary columns using select() function, keeping only the variables that are needed for analysis.
#Load data
abc_poll_2021 <- read.csv("~/Desktop/601_Spring_2023/posts/_data/abc_poll_2021.csv")
# Check for missing values and handle them if necessary using functions below:
# Check for missing values
sum(is.na(df))[1] 0# Remove rows with missing values
df <- na.omit(df)Tyding steps using Drop variables that are not needed for analysis using the select() function, Clean and transform the data as needed using functions such as gsub(), as.numeric(), and factor() and Rename variables if necessary using the rename() function from the dplyr package.
library(dplyr)
#Load data
df <- read.csv("~/Desktop/601_Spring_2023/posts/_data/abc_poll_2021.csv")
# Drop the id and weights_pid variables
df <- select(abc_poll_2021, -c(id, weights_pid))
# Clean the ABCAGE variable
abc_poll_2021$ABCAGE <- as.numeric(gsub('[^0-9]+', '', abc_poll_2021$ABCAGE))
library(dplyr)
# Rename the ppgender variable to sex
df <- rename(abc_poll_2021, sex = ppgender)We use the case_when() function to recode the abc_poll_2021.csv dataset into categorical values using logical expressions and a final expression that assigns NA if none are TRUE.
#Load data
df <- read.csv("~/Desktop/601_Spring_2023/posts/_data/abc_poll_2021.csv")
library(dplyr)
# Recode the ppeducat variable
df <- mutate(df, education = case_when(
ppeducat == 1 ~ "Less than high school",
ppeducat == 2 ~ "High school graduate",
ppeducat == 3 ~ "Some college/Associate degree",
ppeducat == 4 ~ "Bachelor's degree",
ppeducat == 5 ~ "Postgraduate degree",
TRUE ~ NA_character_
))
# View the new education variable
tail(df$education)[1] NA NA NA NA NA NAWe recoded the ppeduc5 variable into categorical values using the case_when() function and view the new education variable using head().
library(dplyr)
#Load data
df <- read.csv("~/Desktop/601_Spring_2023/posts/_data/abc_poll_2021.csv")
# Recode the ppeduc5 variable
df <- mutate(df, education = case_when(
ppeduc5 == 1 ~ "Less than high school",
ppeduc5 == 2 ~ "High school graduate",
ppeduc5 == 3 ~ "Some college, no degree",
ppeduc5 == 4 ~ "Associate degree",
ppeduc5 %in% c(5, 6) ~ "Bachelor's degree or higher",
TRUE ~ NA_character_
))
# View the new education variable
tail(df$education)[1] NA NA NA NA NA NAEthnicity representation, we view the new race_ethnicity variable using head(). The race_ethnicity variable should now contain categorical values that are easier to interpret than the original numeric values in ppethm.
library(dplyr)
#Load data
abc_poll_2021 <- read.csv("~/Desktop/601_Spring_2023/posts/_data/abc_poll_2021.csv")
# Recode the ppethm variable
abc_poll_2021 <- mutate(abc_poll_2021, race_ethnicity = case_when(
ppethm == 1 ~ "White, non-Hispanic",
ppethm == 2 ~ "Black, non-Hispanic",
ppethm == 3 ~ "Hispanic",
ppethm == 4 ~ "Asian, non-Hispanic",
ppethm == 5 ~ "Other, non-Hispanic",
TRUE ~ NA_character_
))
# View the new race_ethnicity variable
tail(abc_poll_2021$race_ethnicity)[1] NA NA NA NA NA NAVisualizing Part-Whole Relationships
library(ggplot2)
library(dplyr)
# Load the abc_poll_2021.csv dataset
abc_poll_2021 <- read.csv("~/Desktop/601_Spring_2023/posts/_data/abc_poll_2021.csv")
ggplot(abc_poll_2021, aes(ppgender, ppmarit5)) + geom_point() 
Ethnicity dependant visualization
library(ggplot2)
library(dplyr)
# Load the abc_poll_2021.csv dataset
abc_poll_2021 <- read.csv("~/Desktop/601_Spring_2023/posts/_data/abc_poll_2021.csv")
# Using geom_histogram we observe count of ethnicity.
ggplot(abc_poll_2021, aes(ppethm)) + geom_bar()