Code
library(tidyverse)
library(lubridate)
knitr::opts_chunk$set(echo = TRUE, warning=FALSE, message=FALSE)Challenge 4
challenge_4
Tenzin Latoe
abc_poll
More data wrangling: pivoting
Challenge Overview
Today’s challenge is to:
- read in a data set, and describe the data set using both words and any supporting information (e.g., tables, etc)
- tidy data (as needed, including sanity checks)
- identify variables that need to be mutated
- mutate variables and sanity check all mutations
Read in data
- abc_poll.csv ⭐
Code
abc_poll <- read.csv("_data/abc_poll_2021.csv", na.strings = c("Skipped"))
glimpse(abc_poll)Rows: 527
Columns: 31
$ id <int> 7230001, 7230002, 7230003, 7230004, 7230005, 7230006, …
$ xspanish <chr> "English", "English", "English", "English", "English",…
$ complete_status <chr> "qualified", "qualified", "qualified", "qualified", "q…
$ ppage <int> 68, 85, 69, 74, 77, 70, 26, 76, 78, 47, 58, 50, 84, 61…
$ ppeduc5 <chr> "High school graduate (high school diploma or the equi…
$ ppeducat <chr> "High school", "Bachelors degree or higher", "High sch…
$ ppgender <chr> "Female", "Male", "Male", "Female", "Male", "Male", "M…
$ ppethm <chr> "White, Non-Hispanic", "White, Non-Hispanic", "White, …
$ pphhsize <chr> "2", "2", "2", "1", "3", "2", "3", "2", "2", "4", "2",…
$ ppinc7 <chr> "$25,000 to $49,999", "$150,000 or more", "$100,000 to…
$ 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", "MidWest", "Mi…
$ pprent <chr> "Owned or being bought by you or someone in your house…
$ ppstaten <chr> "Florida", "Kentucky", "Florida", "Pennsylvania", "Mic…
$ PPWORKA <chr> "Retired", "Retired", "Retired", "Retired", "Retired",…
$ ppemploy <chr> "Not working", "Not working", "Not working", "Not work…
$ Q1_a <chr> "Approve", "Approve", "Disapprove", "Approve", "Approv…
$ Q1_b <chr> "Approve", "Approve", "Disapprove", "Approve", "Approv…
$ Q1_c <chr> "Disapprove", "Approve", "Disapprove", "Approve", "App…
$ Q1_d <chr> "Approve", "Approve", "Disapprove", "Approve", "Approv…
$ Q1_e <chr> "Approve", "Approve", "Disapprove", "Approve", "Approv…
$ Q1_f <chr> "Disapprove", "Approve", "Approve", "Approve", "Approv…
$ Q2 <chr> "Not so concerned", "Somewhat concerned", "Very concer…
$ Q3 <chr> "Yes", "Yes", "Yes", "Yes", "Yes", "Yes", "Yes", "Yes"…
$ Q4 <chr> "Good", "Good", "Poor", "Excellent", "Excellent", "Exc…
$ Q5 <chr> "Optimistic", "Optimistic", "Pessimistic", "Pessimisti…
$ QPID <chr> "A Democrat", "An Independent", "Something else", "An …
$ ABCAGE <chr> "65+", "65+", "65+", "65+", "65+", "65+", "18-29", "65…
$ Contact <chr> "No, I am not willing to be interviewed", "No, I am no…
$ weights_pid <dbl> 0.6382, 0.5493, 0.8488, 0.8126, 0.4994, 0.4043, 0.9159…Briefly describe the data
Code
#names of columns
column_names <- colnames(abc_poll)
print(column_names) [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" Code
summary(abc_poll) 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 appears to be a data set of survey results from 527 respondents. There are 527 rows are 31 columns in the data set.The rows represent the questions asked, and the columns represent the responses provided by each respondent. Although there are 31 columns representing the questions asked to the respondents, Q1 is actually comprised of 6 parts, making the total 26 questions.
Tidy Data (as needed)
Code
#removing columns 1 and 2
abc_poll <- abc_poll %>%
select(-c(2,3))
head(abc_poll) id ppage
1 7230001 68
2 7230002 85
3 7230003 69
4 7230004 74
5 7230005 77
6 7230006 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 0.4043I removed columns 2 and 3 as it showed the same responses for all participants who spoke English and were qualified for the survey. I felt removing those two columns would lead to a tidier data set.
Code
#checking for missing data
complete.cases(abc_poll) [1] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[13] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[25] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[37] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[49] TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE
[61] TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[73] TRUE TRUE TRUE TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE
[85] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[97] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE
[109] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[121] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE
[133] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[145] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[157] FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[169] FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[181] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[193] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[205] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE TRUE
[217] TRUE FALSE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[229] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[241] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[253] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE
[265] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[277] TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE TRUE TRUE TRUE
[289] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE TRUE
[301] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[313] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[325] TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE TRUE TRUE TRUE
[337] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[349] TRUE TRUE TRUE TRUE TRUE FALSE FALSE FALSE TRUE TRUE TRUE FALSE
[361] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[373] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE
[385] FALSE TRUE TRUE TRUE TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE
[397] TRUE TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[409] TRUE TRUE FALSE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[421] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[433] TRUE TRUE FALSE TRUE TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE
[445] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[457] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[469] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[481] TRUE TRUE TRUE TRUE TRUE TRUE TRUE FALSE TRUE TRUE FALSE TRUE
[493] TRUE TRUE TRUE FALSE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE
[505] TRUE TRUE FALSE TRUE TRUE TRUE TRUE FALSE TRUE FALSE TRUE TRUE
[517] TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUE TRUEChecking for missing data with code above shows that there are several NAs in the data set; which are shown above. When loading the data set, I replaced all values that had “skipped” and replaced it with NA.
Code
#identify where in the data set the missing data is located
which(is.na(abc_poll), arr.ind = TRUE) row col
[1,] 63 16
[2,] 169 16
[3,] 264 16
[4,] 439 16
[5,] 488 16
[6,] 55 17
[7,] 108 17
[8,] 131 17
[9,] 157 17
[10,] 169 17
[11,] 264 17
[12,] 354 17
[13,] 360 17
[14,] 385 17
[15,] 435 17
[16,] 439 17
[17,] 488 17
[18,] 496 17
[19,] 55 18
[20,] 169 18
[21,] 264 18
[22,] 385 18
[23,] 439 18
[24,] 488 18
[25,] 496 18
[26,] 55 19
[27,] 108 19
[28,] 169 19
[29,] 264 19
[30,] 284 19
[31,] 332 19
[32,] 355 19
[33,] 360 19
[34,] 385 19
[35,] 413 19
[36,] 435 19
[37,] 439 19
[38,] 488 19
[39,] 496 19
[40,] 55 20
[41,] 157 20
[42,] 169 20
[43,] 218 20
[44,] 220 20
[45,] 264 20
[46,] 284 20
[47,] 354 20
[48,] 360 20
[49,] 385 20
[50,] 411 20
[51,] 439 20
[52,] 488 20
[53,] 507 20
[54,] 55 21
[55,] 108 21
[56,] 157 21
[57,] 169 21
[58,] 264 21
[59,] 284 21
[60,] 354 21
[61,] 360 21
[62,] 385 21
[63,] 400 21
[64,] 411 21
[65,] 435 21
[66,] 439 21
[67,] 488 21
[68,] 496 21
[69,] 514 21
[70,] 78 23
[71,] 214 23
[72,] 298 23
[73,] 356 23
[74,] 383 23
[75,] 55 24
[76,] 169 24
[77,] 264 24
[78,] 439 24
[79,] 491 24
[80,] 512 24
[81,] 55 25
[82,] 488 25
[83,] 507 25
[84,] 55 26
[85,] 214 26
[86,] 391 26The output shows there are 86 places in the data set where responses are missing, and the exact location with rows and columns are listed. Columns 18, 19, 20, 21, 22, 23, 25, 26, 27, and 28 all have several rows with missing values. There are duplicates where the rows, which represents a participant, have missing values. In total there are 32 respondents, or rows, where there are missing values.
Code
#removing all rows with NA
abc_poll %>%
filter(if_all(everything(), ~ !is.na(.x))) id ppage
1 7230001 68
2 7230002 85
3 7230003 69
4 7230004 74
5 7230005 77
6 7230006 70
7 7230007 26
8 7230008 76
9 7230009 78
10 7230010 47
11 7230011 58
12 7230012 50
13 7230013 84
14 7230014 61
15 7230015 77
16 7230016 55
17 7230017 64
18 7230018 48
19 7230019 78
20 7230020 72
21 7230021 55
22 7230022 44
23 7230023 61
24 7230024 73
25 7230025 66
26 7230026 42
27 7230027 47
28 7230028 65
29 7230029 74
30 7230030 84
31 7230031 59
32 7230032 66
33 7230033 76
34 7230034 44
35 7230035 32
36 7230036 55
37 7230037 53
38 7230038 44
39 7230039 37
40 7230040 67
41 7230041 31
42 7230042 58
43 7230043 60
44 7230044 69
45 7230045 52
46 7230046 52
47 7230047 72
48 7230048 80
49 7230049 69
50 7230050 76
51 7230051 75
52 7230052 74
53 7230053 64
54 7230054 74
55 7230056 27
56 7230057 56
57 7230058 64
58 7230059 70
59 7230060 62
60 7230061 43
61 7230062 67
62 7230064 71
63 7230065 74
64 7230066 69
65 7230067 63
66 7230068 81
67 7230069 82
68 7230070 69
69 7230071 73
70 7230072 74
71 7230073 56
72 7230074 68
73 7230075 59
74 7230076 84
75 7230077 83
76 7230079 58
77 7230080 26
78 7230081 57
79 7230082 52
80 7230083 80
81 7230084 50
82 7230085 58
83 7230086 74
84 7230087 56
85 7230088 70
86 7230089 44
87 7230090 50
88 7230091 63
89 7230092 78
90 7230093 55
91 7230094 66
92 7230095 70
93 7230096 65
94 7230097 76
95 7230098 42
96 7230099 58
97 7230100 66
98 7230101 54
99 7230102 43
100 7230103 61
101 7230104 82
102 7230105 70
103 7230106 88
104 7230107 68
105 7230109 53
106 7230110 61
107 7230111 51
108 7230112 58
109 7230113 73
110 7230114 60
111 7230115 70
112 7230116 72
113 7230117 78
114 7230118 40
115 7230119 37
116 7230120 43
117 7230121 31
118 7230122 37
119 7230123 76
120 7230124 58
121 7230125 45
122 7230126 51
123 7230127 49
124 7230128 80
125 7230129 74
126 7230130 29
127 7230132 55
128 7230133 57
129 7230134 51
130 7230135 91
131 7230136 67
132 7230137 24
133 7230138 62
134 7230139 31
135 7230140 59
136 7230141 31
137 7230142 44
138 7230143 56
139 7230144 52
140 7230145 37
141 7230146 66
142 7230147 62
143 7230148 74
144 7230149 52
145 7230150 29
146 7230151 36
147 7230152 71
148 7230153 70
149 7230154 35
150 7230155 53
151 7230156 34
152 7230158 65
153 7230159 40
154 7230160 32
155 7230161 36
156 7230162 58
157 7230163 23
158 7230164 33
159 7230165 57
160 7230166 70
161 7230167 48
162 7230168 84
163 7230170 41
164 7230171 46
165 7230172 68
166 7230173 59
167 7230174 58
168 7230175 54
169 7230176 60
170 7230177 59
171 7230178 39
172 7230179 66
173 7230180 36
174 7230181 21
175 7230182 82
176 7230183 60
177 7230184 42
178 7230185 40
179 7230186 76
180 7230187 60
181 7230188 67
182 7230189 65
183 7230190 63
184 7230191 52
185 7230192 55
186 7230193 61
187 7230194 79
188 7230195 46
189 7230196 54
190 7230197 55
191 7230198 72
192 7230199 77
193 7230200 32
194 7230201 75
195 7230202 63
196 7230203 33
197 7230204 81
198 7230205 56
199 7230206 41
200 7230207 30
201 7230208 25
202 7230209 65
203 7230210 40
204 7230211 59
205 7230212 54
206 7230213 50
207 7230215 65
208 7230216 29
209 7230217 63
210 7230219 35
211 7230221 43
212 7230222 46
213 7230223 45
214 7230224 25
215 7230225 84
216 7230226 81
217 7230227 46
218 7230228 19
219 7230229 50
220 7230230 68
221 7230231 73
222 7230232 74
223 7230233 54
224 7230234 87
225 7230235 50
226 7230236 27
227 7230237 67
228 7230238 65
229 7230239 54
230 7230240 40
231 7230241 44
232 7230242 58
233 7230243 39
234 7230244 20
235 7230245 40
236 7230246 68
237 7230247 54
238 7230248 61
239 7230249 62
240 7230250 73
241 7230251 68
242 7230252 56
243 7230253 74
244 7230254 31
245 7230255 42
246 7230256 76
247 7230257 85
248 7230258 67
249 7230259 81
250 7230260 58
251 7230261 40
252 7230262 46
253 7230263 41
254 7230265 40
255 7230266 33
256 7230267 66
257 7230268 41
258 7230269 40
259 7230270 60
260 7230271 58
261 7230272 29
262 7230273 46
263 7230274 74
264 7230275 51
265 7230276 74
266 7230277 52
267 7230278 52
268 7230279 67
269 7230280 41
270 7230281 76
271 7230282 48
272 7230283 59
273 7230285 42
274 7230286 64
275 7230287 51
276 7230288 24
277 7230289 55
278 7230290 24
279 7230291 75
280 7230292 72
281 7230293 60
282 7230294 70
283 7230295 50
284 7230296 22
285 7230297 70
286 7230299 48
287 7230300 51
288 7230301 40
289 7230302 66
290 7230303 67
291 7230304 47
292 7230305 67
293 7230306 58
294 7230307 28
295 7230308 71
296 7230309 60
297 7230310 56
298 7230311 21
299 7230312 47
300 7230313 50
301 7230314 70
302 7230315 42
303 7230316 71
304 7230317 49
305 7230318 43
306 7230319 41
307 7230320 57
308 7230321 61
309 7230322 70
310 7230323 70
311 7230324 67
312 7230325 27
313 7230326 89
314 7230327 34
315 7230328 32
316 7230329 24
317 7230330 73
318 7230331 32
319 7230333 70
320 7230334 40
321 7230335 53
322 7230336 29
323 7230337 38
324 7230338 53
325 7230339 59
326 7230340 59
327 7230341 55
328 7230342 71
329 7230343 47
330 7230344 49
331 7230345 83
332 7230346 29
333 7230347 27
334 7230348 47
335 7230349 24
336 7230350 64
337 7230351 56
338 7230352 74
339 7230353 54
340 7230357 21
341 7230358 20
342 7230359 63
343 7230361 28
344 7230362 31
345 7230363 70
346 7230364 53
347 7230365 69
348 7230366 30
349 7230367 43
350 7230368 55
351 7230369 36
352 7230370 46
353 7230371 34
354 7230372 21
355 7230373 24
356 7230374 29
357 7230375 24
358 7230376 27
359 7230377 26
360 7230378 27
361 7230379 23
362 7230380 59
363 7230381 24
364 7230382 28
365 7230384 23
366 7230386 74
367 7230387 38
368 7230388 53
369 7230389 28
370 7230390 30
371 7230392 61
372 7230393 59
373 7230394 59
374 7230395 26
375 7230396 50
376 7230397 57
377 7230398 34
378 7230399 26
379 7230401 27
380 7230402 22
381 7230403 69
382 7230404 69
383 7230405 71
384 7230406 37
385 7230407 62
386 7230408 30
387 7230409 23
388 7230410 36
389 7230412 44
390 7230414 56
391 7230415 53
392 7230416 60
393 7230417 34
394 7230418 42
395 7230419 47
396 7230420 66
397 7230421 34
398 7230422 64
399 7230423 44
400 7230424 58
401 7230425 46
402 7230426 33
403 7230427 74
404 7230428 35
405 7230429 39
406 7230430 75
407 7230431 18
408 7230432 31
409 7230433 39
410 7230434 57
411 7230436 39
412 7230437 20
413 7230438 65
414 7230440 30
415 7230441 57
416 7230442 82
417 7230443 26
418 7230444 32
419 7230445 60
420 7230446 55
421 7230447 65
422 7230448 74
423 7230449 37
424 7230450 46
425 7230451 59
426 7230452 41
427 7230453 47
428 7230454 56
429 7230455 46
430 7230456 73
431 7230457 58
432 7230458 32
433 7230459 69
434 7230460 29
435 7230461 57
436 7230462 40
437 7230463 61
438 7230464 66
439 7230465 73
440 7230466 20
441 7230467 47
442 7230468 26
443 7230469 66
444 7230470 83
445 7230471 60
446 7230472 66
447 7230473 62
448 7230474 52
449 7230475 42
450 7230476 56
451 7230477 27
452 7230478 67
453 7230479 64
454 7230480 57
455 7230481 44
456 7230482 55
457 7230483 53
458 7230484 36
459 7230485 70
460 7230486 45
461 7230487 54
462 7230489 34
463 7230490 44
464 7230492 54
465 7230493 44
466 7230494 30
467 7230495 63
468 7230497 59
469 7230498 49
470 7230499 68
471 7230500 41
472 7230501 28
473 7230502 49
474 7230503 39
475 7230504 29
476 7230505 36
477 7230506 49
478 7230508 41
479 7230509 44
480 7230510 73
481 7230511 56
482 7230513 68
483 7230515 59
484 7230516 62
485 7230517 68
486 7230518 53
487 7230519 70
488 7230520 42
489 7230521 28
490 7230522 32
491 7230523 24
492 7230524 58
493 7230525 64
494 7230526 21
495 7230527 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 Master\x92s degree or above
8 Bachelor\x92s degree
9 Bachelor\x92s degree
10 Master\x92s degree or above
11 High school graduate (high school diploma or the equivalent GED)
12 Master\x92s degree or above
13 Master\x92s degree or above
14 High school graduate (high school diploma or the equivalent GED)
15 High school graduate (high school diploma or the equivalent GED)
16 High school graduate (high school diploma or the equivalent GED)
17 Some college or Associate degree
18 Some college or Associate degree
19 High school graduate (high school diploma or the equivalent GED)
20 High school graduate (high school diploma or the equivalent GED)
21 Master\x92s degree or above
22 Master\x92s degree or above
23 Some college or Associate degree
24 Some college or Associate degree
25 High school graduate (high school diploma or the equivalent GED)
26 Bachelor\x92s degree
27 Master\x92s degree or above
28 Master\x92s degree or above
29 Master\x92s degree or above
30 High school graduate (high school diploma or the equivalent GED)
31 Bachelor\x92s degree
32 Bachelor\x92s degree
33 Some college or Associate degree
34 Master\x92s degree or above
35 Bachelor\x92s degree
36 Bachelor\x92s degree
37 High school graduate (high school diploma or the equivalent GED)
38 Bachelor\x92s degree
39 Some college or Associate degree
40 High school graduate (high school diploma or the equivalent GED)
41 Some college or Associate degree
42 Master\x92s degree or above
43 Some college or Associate degree
44 Bachelor\x92s degree
45 Some college or Associate degree
46 Bachelor\x92s degree
47 Master\x92s degree or above
48 Master\x92s degree or above
49 Some college or Associate degree
50 High school graduate (high school diploma or the equivalent GED)
51 Bachelor\x92s degree
52 High school graduate (high school diploma or the equivalent GED)
53 Some college or Associate degree
54 Bachelor\x92s degree
55 Some college or Associate degree
56 Master\x92s degree or above
57 High school graduate (high school diploma or the equivalent GED)
58 High school graduate (high school diploma or the equivalent GED)
59 Master\x92s degree or above
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 Bachelor\x92s 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 High school graduate (high school diploma or the equivalent GED)
106 Master\x92s degree or above
107 High school graduate (high school diploma or the equivalent GED)
108 High school graduate (high school diploma or the equivalent GED)
109 Some college or Associate degree
110 High school graduate (high school diploma or the equivalent GED)
111 Bachelor\x92s degree
112 Master\x92s degree or above
113 Bachelor\x92s degree
114 Some college or Associate degree
115 Master\x92s degree or above
116 Bachelor\x92s degree
117 Some college or Associate degree
118 No high school diploma or GED
119 High school graduate (high school diploma or the equivalent GED)
120 Bachelor\x92s degree
121 Some college or Associate degree
122 High school graduate (high school diploma or the equivalent GED)
123 High school graduate (high school diploma or the equivalent GED)
124 Some college or Associate degree
125 High school graduate (high school diploma or the equivalent GED)
126 Some college or Associate degree
127 Some college or Associate degree
128 Bachelor\x92s degree
129 High school graduate (high school diploma or the equivalent GED)
130 Bachelor\x92s degree
131 High school graduate (high school diploma or the equivalent GED)
132 Bachelor\x92s degree
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 Master\x92s degree or above
146 Some college or Associate degree
147 Some college or Associate degree
148 High school graduate (high school diploma or the equivalent GED)
149 High school graduate (high school diploma or the equivalent GED)
150 Some college or Associate degree
151 High school graduate (high school diploma or the equivalent 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 Some college or Associate degree
158 Master\x92s degree or above
159 Some college or Associate degree
160 High school graduate (high school diploma or the equivalent GED)
161 Some college or Associate degree
162 Some college or Associate degree
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 No high school diploma or GED
175 Master\x92s degree or above
176 High school graduate (high school diploma or the equivalent GED)
177 No high school diploma or GED
178 Some college or Associate degree
179 Master\x92s degree or above
180 Some college or Associate degree
181 High school graduate (high school diploma or the equivalent GED)
182 Bachelor\x92s degree
183 Master\x92s degree or above
184 High school graduate (high school diploma or the equivalent GED)
185 Some college or Associate degree
186 Bachelor\x92s degree
187 High school graduate (high school diploma or the equivalent GED)
188 Some college or Associate degree
189 Bachelor\x92s degree
190 Some college or Associate degree
191 High school graduate (high school diploma or the equivalent GED)
192 Some college or Associate degree
193 Bachelor\x92s degree
194 Some college or Associate degree
195 Master\x92s degree or above
196 Master\x92s degree or above
197 Some college or Associate degree
198 Some college or Associate degree
199 Master\x92s degree or above
200 High school graduate (high school diploma or the equivalent GED)
201 Bachelor\x92s degree
202 Some college or Associate degree
203 Bachelor\x92s degree
204 Master\x92s degree or above
205 No high school diploma or GED
206 High school graduate (high school diploma or the equivalent GED)
207 Master\x92s degree or above
208 High school graduate (high school diploma or the equivalent GED)
209 Some college or Associate degree
210 Some college or Associate 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 Some college or Associate degree
215 Bachelor\x92s degree
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 High school graduate (high school diploma or the equivalent GED)
220 Some college or Associate degree
221 Master\x92s degree or above
222 Some college or Associate degree
223 Master\x92s degree or above
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 Master\x92s degree or above
229 Some college or Associate degree
230 High school graduate (high school diploma or the equivalent GED)
231 Bachelor\x92s degree
232 Master\x92s degree or above
233 Bachelor\x92s degree
234 High school graduate (high school diploma or the equivalent GED)
235 Master\x92s degree or above
236 Some college or Associate degree
237 High school graduate (high school diploma or the equivalent GED)
238 High school graduate (high school diploma or the equivalent GED)
239 Bachelor\x92s degree
240 High school graduate (high school diploma or the equivalent GED)
241 Some college or Associate degree
242 Some college or Associate degree
243 Some college or Associate degree
244 Bachelor\x92s degree
245 Bachelor\x92s degree
246 Master\x92s degree or above
247 Master\x92s degree or above
248 Some college or Associate degree
249 Some college or Associate degree
250 High school graduate (high school diploma or the equivalent GED)
251 Some college or Associate degree
252 Some college or Associate degree
253 Bachelor\x92s degree
254 No high school diploma or GED
255 Bachelor\x92s degree
256 High school graduate (high school diploma or the equivalent GED)
257 Some college or Associate degree
258 High school graduate (high school diploma or the equivalent GED)
259 High school graduate (high school diploma or the equivalent GED)
260 Some college or Associate degree
261 Bachelor\x92s degree
262 Some college or Associate degree
263 Some college or Associate degree
264 High school graduate (high school diploma or the equivalent GED)
265 Master\x92s degree or above
266 Some college or Associate degree
267 Bachelor\x92s degree
268 Bachelor\x92s degree
269 Master\x92s degree or above
270 High school graduate (high school diploma or the equivalent GED)
271 Master\x92s degree or above
272 High school graduate (high school diploma or the equivalent GED)
273 Some college or Associate degree
274 High school graduate (high school diploma or the equivalent GED)
275 Some college or Associate degree
276 Some college or Associate degree
277 No high school diploma or GED
278 Master\x92s degree or above
279 Bachelor\x92s degree
280 Some college or Associate degree
281 Master\x92s degree or above
282 High school graduate (high school diploma or the equivalent GED)
283 No high school diploma or GED
284 Some college or Associate degree
285 Some college or Associate degree
286 High school graduate (high school diploma or the equivalent GED)
287 Master\x92s degree or above
288 High school graduate (high school diploma or the equivalent GED)
289 Bachelor\x92s degree
290 Some college or Associate degree
291 Some college or Associate degree
292 Some college or Associate degree
293 High school graduate (high school diploma or the equivalent GED)
294 No high school diploma or GED
295 Bachelor\x92s degree
296 High school graduate (high school diploma or the equivalent GED)
297 High school graduate (high school diploma or the equivalent GED)
298 High school graduate (high school diploma or the equivalent GED)
299 Some college or Associate degree
300 Some college or Associate degree
301 Bachelor\x92s degree
302 High school graduate (high school diploma or the equivalent GED)
303 High school graduate (high school diploma or the equivalent GED)
304 Some college or Associate degree
305 High school graduate (high school diploma or the equivalent GED)
306 Master\x92s degree or above
307 Master\x92s degree or above
308 High school graduate (high school diploma or the equivalent GED)
309 Master\x92s degree or above
310 Some college or Associate degree
311 Master\x92s degree or above
312 High school graduate (high school diploma or the equivalent GED)
313 Some college or Associate degree
314 Some college or Associate degree
315 Bachelor\x92s degree
316 Some college or Associate degree
317 High school graduate (high school diploma or the equivalent GED)
318 Bachelor\x92s degree
319 Some college or Associate degree
320 Bachelor\x92s degree
321 High school graduate (high school diploma or the equivalent GED)
322 Bachelor\x92s degree
323 Master\x92s degree or above
324 No high school diploma or GED
325 Some college or Associate degree
326 Some college or Associate degree
327 Some college or Associate degree
328 Master\x92s degree or above
329 High school graduate (high school diploma or the equivalent GED)
330 High school graduate (high school diploma or the equivalent GED)
331 Some college or Associate degree
332 Some college or Associate degree
333 Some college or Associate degree
334 Some college or Associate degree
335 High school graduate (high school diploma or the equivalent GED)
336 Some college or Associate degree
337 Some college or Associate degree
338 High school graduate (high school diploma or the equivalent GED)
339 Some college or Associate degree
340 Some college or Associate degree
341 Some college or Associate degree
342 Some college or Associate degree
343 High school graduate (high school diploma or the equivalent GED)
344 Bachelor\x92s degree
345 High school graduate (high school diploma or the equivalent GED)
346 Some college or Associate degree
347 Some college or Associate degree
348 Bachelor\x92s degree
349 Some college or Associate degree
350 Bachelor\x92s degree
351 Bachelor\x92s degree
352 Master\x92s degree or above
353 Some college or Associate degree
354 High school graduate (high school diploma or the equivalent GED)
355 High school graduate (high school diploma or the equivalent GED)
356 Bachelor\x92s degree
357 High school graduate (high school diploma or the equivalent GED)
358 Bachelor\x92s degree
359 Some college or Associate degree
360 Some college or Associate degree
361 Bachelor\x92s degree
362 Some college or Associate degree
363 Some college or Associate degree
364 Master\x92s degree or above
365 High school graduate (high school diploma or the equivalent GED)
366 Some college or Associate degree
367 High school graduate (high school diploma or the equivalent GED)
368 Some college or Associate degree
369 High school graduate (high school diploma or the equivalent GED)
370 Master\x92s degree or above
371 Bachelor\x92s degree
372 High school graduate (high school diploma or the equivalent GED)
373 Bachelor\x92s degree
374 Some college or Associate degree
375 Some college or Associate degree
376 Bachelor\x92s degree
377 Master\x92s degree or above
378 Bachelor\x92s degree
379 Master\x92s degree or above
380 Some college or Associate degree
381 Some college or Associate degree
382 High school graduate (high school diploma or the equivalent GED)
383 Bachelor\x92s degree
384 Master\x92s degree or above
385 Bachelor\x92s degree
386 Bachelor\x92s degree
387 No high school diploma or GED
388 Master\x92s degree or above
389 Some college or Associate degree
390 Master\x92s degree or above
391 No high school diploma or GED
392 Some college or Associate degree
393 Bachelor\x92s degree
394 Some college or Associate degree
395 Bachelor\x92s degree
396 Some college or Associate degree
397 Bachelor\x92s degree
398 Bachelor\x92s degree
399 High school graduate (high school diploma or the equivalent GED)
400 Master\x92s degree or above
401 High school graduate (high school diploma or the equivalent GED)
402 Master\x92s degree or above
403 Master\x92s degree or above
404 Some college or Associate degree
405 Some college or Associate degree
406 Master\x92s degree or above
407 High school graduate (high school diploma or the equivalent GED)
408 High school graduate (high school diploma or the equivalent GED)
409 Master\x92s degree or above
410 Bachelor\x92s degree
411 High school graduate (high school diploma or the equivalent GED)
412 High school graduate (high school diploma or the equivalent GED)
413 Master\x92s degree or above
414 Bachelor\x92s degree
415 No high school diploma or GED
416 Bachelor\x92s degree
417 High school graduate (high school diploma or the equivalent GED)
418 High school graduate (high school diploma or the equivalent GED)
419 Master\x92s degree or above
420 Some college or Associate degree
421 High school graduate (high school diploma or the equivalent GED)
422 Some college or Associate degree
423 High school graduate (high school diploma or the equivalent GED)
424 Bachelor\x92s degree
425 Some college or Associate degree
426 Master\x92s degree or above
427 Bachelor\x92s degree
428 High school graduate (high school diploma or the equivalent GED)
429 Some college or Associate degree
430 Bachelor\x92s degree
431 Some college or Associate degree
432 Bachelor\x92s degree
433 Some college or Associate degree
434 High school graduate (high school diploma or the equivalent GED)
435 Bachelor\x92s degree
436 Some college or Associate degree
437 Some college or Associate degree
438 Bachelor\x92s degree
439 Bachelor\x92s degree
440 High school graduate (high school diploma or the equivalent GED)
441 Master\x92s degree or above
442 Some college or Associate degree
443 Some college or Associate degree
444 Master\x92s degree or above
445 High school graduate (high school diploma or the equivalent GED)
446 No high school diploma or GED
447 Bachelor\x92s degree
448 High school graduate (high school diploma or the equivalent GED)
449 No high school diploma or GED
450 Some college or Associate degree
451 Some college or Associate degree
452 Bachelor\x92s degree
453 Bachelor\x92s degree
454 Master\x92s degree or above
455 Bachelor\x92s degree
456 No high school diploma or GED
457 Master\x92s degree or above
458 Some college or Associate degree
459 Master\x92s degree or above
460 No high school diploma or GED
461 Master\x92s degree or above
462 Some college or Associate degree
463 Some college or Associate degree
464 Bachelor\x92s degree
465 No high school diploma or GED
466 Some college or Associate degree
467 High school graduate (high school diploma or the equivalent GED)
468 High school graduate (high school diploma or the equivalent GED)
469 Some college or Associate degree
470 High school graduate (high school diploma or the equivalent GED)
471 Bachelor\x92s degree
472 Master\x92s degree or above
473 Master\x92s degree or above
474 High school graduate (high school diploma or the equivalent GED)
475 High school graduate (high school diploma or the equivalent GED)
476 Master\x92s degree or above
477 Master\x92s degree or above
478 Some college or Associate degree
479 Some college or Associate degree
480 Master\x92s degree or above
481 Bachelor\x92s degree
482 Some college or Associate degree
483 Some college or Associate degree
484 Bachelor\x92s degree
485 High school graduate (high school diploma or the equivalent GED)
486 High school graduate (high school diploma or the equivalent GED)
487 High school graduate (high school diploma or the equivalent GED)
488 Some college or Associate degree
489 Some college or Associate degree
490 Master\x92s degree or above
491 Bachelor\x92s degree
492 No high school diploma or GED
493 High school graduate (high school diploma or the equivalent GED)
494 High school graduate (high school diploma or the equivalent GED)
495 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 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
11 High school Male White, Non-Hispanic 2
12 Bachelors degree or higher Male White, Non-Hispanic 1
13 Bachelors degree or higher Male White, Non-Hispanic 1
14 High school Female White, Non-Hispanic 2
15 High school Female White, Non-Hispanic 2
16 High school Male White, Non-Hispanic 3
17 Some college Male White, Non-Hispanic 2
18 Some college Female White, Non-Hispanic 2
19 High school Female White, Non-Hispanic 2
20 High school Male White, Non-Hispanic 1
21 Bachelors degree or higher Female White, Non-Hispanic 2
22 Bachelors degree or higher Male White, Non-Hispanic 2
23 Some college Male White, Non-Hispanic 3
24 Some college Male White, Non-Hispanic 2
25 High school Male White, Non-Hispanic 2
26 Bachelors degree or higher Female Hispanic 1
27 Bachelors degree or higher Male Other, Non-Hispanic 1
28 Bachelors degree or higher Male White, Non-Hispanic 2
29 Bachelors degree or higher Male White, Non-Hispanic 2
30 High school Male White, Non-Hispanic 2
31 Bachelors degree or higher Female White, Non-Hispanic 3
32 Bachelors degree or higher Female White, Non-Hispanic 2
33 Some college Female White, Non-Hispanic 2
34 Bachelors degree or higher Male White, Non-Hispanic 5
35 Bachelors degree or higher Male White, Non-Hispanic 1
36 Bachelors degree or higher Male Hispanic 2
37 High school Male White, Non-Hispanic 4
38 Bachelors degree or higher Female Other, Non-Hispanic 5
39 Some college Male White, Non-Hispanic 6 or more
40 High school Male White, Non-Hispanic 2
41 Some college Female White, Non-Hispanic 4
42 Bachelors degree or higher Male White, Non-Hispanic 1
43 Some college Female Black, Non-Hispanic 2
44 Bachelors degree or higher Female White, Non-Hispanic 2
45 Some college Female White, Non-Hispanic 2
46 Bachelors degree or higher Female White, Non-Hispanic 3
47 Bachelors degree or higher Female White, Non-Hispanic 2
48 Bachelors degree or higher Male White, Non-Hispanic 2
49 Some college Male White, Non-Hispanic 2
50 High school Male White, Non-Hispanic 2
51 Bachelors degree or higher Male White, Non-Hispanic 2
52 High school Female White, Non-Hispanic 2
53 Some college Female White, Non-Hispanic 2
54 Bachelors degree or higher Male White, Non-Hispanic 2
55 Some college Male Hispanic 3
56 Bachelors degree or higher Male Other, Non-Hispanic 4
57 High school Female White, Non-Hispanic 2
58 High school Female White, Non-Hispanic 2
59 Bachelors degree or higher Male Other, Non-Hispanic 2
60 Some college Female White, Non-Hispanic 2
61 Some college Female White, Non-Hispanic 2
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 Female White, Non-Hispanic 3
77 Bachelors degree or higher Male 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 High school Female White, Non-Hispanic 2
106 Bachelors degree or higher Male White, Non-Hispanic 4
107 High school Female White, Non-Hispanic 3
108 High school Female Hispanic 3
109 Some college Male White, Non-Hispanic 3
110 High school Male 2+ Races, Non-Hispanic 6 or more
111 Bachelors degree or higher Male White, Non-Hispanic 2
112 Bachelors degree or higher Male Hispanic 2
113 Bachelors degree or higher Male White, Non-Hispanic 2
114 Some college Male White, Non-Hispanic 6 or more
115 Bachelors degree or higher Male Hispanic 1
116 Bachelors degree or higher Male White, Non-Hispanic 4
117 Some college Female White, Non-Hispanic 3
118 Less than high school Female Hispanic 5
119 High school Male White, Non-Hispanic 2
120 Bachelors degree or higher Male Hispanic 3
121 Some college Male White, Non-Hispanic 3
122 High school Female White, Non-Hispanic 1
123 High school Male White, Non-Hispanic 2
124 Some college Female White, Non-Hispanic 3
125 High school Male White, Non-Hispanic 2
126 Some college Female White, Non-Hispanic 3
127 Some college Female White, Non-Hispanic 5
128 Bachelors degree or higher Male White, Non-Hispanic 1
129 High school Male White, Non-Hispanic 2
130 Bachelors degree or higher Female White, Non-Hispanic 2
131 High school Female White, Non-Hispanic 2
132 Bachelors degree or higher Female White, Non-Hispanic 3
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 Bachelors degree or higher Male Other, Non-Hispanic 1
146 Some college Female White, Non-Hispanic 3
147 Some college Female White, Non-Hispanic 2
148 High school Female White, Non-Hispanic 2
149 High school Male White, Non-Hispanic 6 or more
150 Some college Female White, Non-Hispanic 3
151 High school Female Black, Non-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 Some college Male White, Non-Hispanic 2
158 Bachelors degree or higher Female White, Non-Hispanic 2
159 Some college Male White, Non-Hispanic 2
160 High school Male White, Non-Hispanic 1
161 Some college Female White, Non-Hispanic 4
162 Some college Male White, Non-Hispanic 2
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 Less than high school Male White, Non-Hispanic 4
175 Bachelors degree or higher Male White, Non-Hispanic 2
176 High school Male White, Non-Hispanic 1
177 Less than high school Male Hispanic 2
178 Some college Female White, Non-Hispanic 2
179 Bachelors degree or higher Female White, Non-Hispanic 1
180 Some college Female White, Non-Hispanic 3
181 High school Female White, Non-Hispanic 2
182 Bachelors degree or higher Male White, Non-Hispanic 4
183 Bachelors degree or higher Female White, Non-Hispanic 5
184 High school Female White, Non-Hispanic 1
185 Some college Male White, Non-Hispanic 1
186 Bachelors degree or higher Male Black, Non-Hispanic 4
187 High school Female White, Non-Hispanic 1
188 Some college Male White, Non-Hispanic 3
189 Bachelors degree or higher Female White, Non-Hispanic 2
190 Some college Male White, Non-Hispanic 2
191 High school Male White, Non-Hispanic 1
192 Some college Male White, Non-Hispanic 5
193 Bachelors degree or higher Female White, Non-Hispanic 5
194 Some college Male White, Non-Hispanic 2
195 Bachelors degree or higher Female Black, Non-Hispanic 1
196 Bachelors degree or higher Female White, Non-Hispanic 3
197 Some college Female 2+ Races, Non-Hispanic 3
198 Some college Female White, Non-Hispanic 2
199 Bachelors degree or higher Female White, Non-Hispanic 4
200 High school Male White, Non-Hispanic 4
201 Bachelors degree or higher Male Hispanic 4
202 Some college Male White, Non-Hispanic 2
203 Bachelors degree or higher Female Other, Non-Hispanic 4
204 Bachelors degree or higher Male White, Non-Hispanic 3
205 Less than high school Male Black, Non-Hispanic 3
206 High school Female Black, Non-Hispanic 2
207 Bachelors degree or higher Male White, Non-Hispanic 3
208 High school Male Hispanic 5
209 Some college Male White, Non-Hispanic 1
210 Some college Male White, Non-Hispanic 6 or more
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 Some college Female White, Non-Hispanic 2
215 Bachelors degree or higher Male White, Non-Hispanic 2
216 High school Male White, Non-Hispanic 2
217 High school Female White, Non-Hispanic 2
218 Some college Female 2+ Races, Non-Hispanic 4
219 High school Female White, Non-Hispanic 1
220 Some college Female White, Non-Hispanic 1
221 Bachelors degree or higher Female White, Non-Hispanic 2
222 Some college Male Black, Non-Hispanic 2
223 Bachelors degree or higher Female White, Non-Hispanic 3
224 High school Female White, Non-Hispanic 2
225 Less than high school Male Hispanic 4
226 Some college Female Black, Non-Hispanic 2
227 Some college Male White, Non-Hispanic 2
228 Bachelors degree or higher Male White, Non-Hispanic 2
229 Some college Female 2+ Races, Non-Hispanic 3
230 High school Female 2+ Races, Non-Hispanic 5
231 Bachelors degree or higher Male White, Non-Hispanic 4
232 Bachelors degree or higher Female White, Non-Hispanic 3
233 Bachelors degree or higher Female Other, Non-Hispanic 3
234 High school Female White, Non-Hispanic 4
235 Bachelors degree or higher Male Hispanic 2
236 Some college Male White, Non-Hispanic 2
237 High school Female Black, Non-Hispanic 4
238 High school Male White, Non-Hispanic 2
239 Bachelors degree or higher Female White, Non-Hispanic 1
240 High school Female White, Non-Hispanic 2
241 Some college Male Black, Non-Hispanic 2
242 Some college Male Hispanic 3
243 Some college Female Hispanic 3
244 Bachelors degree or higher Male White, Non-Hispanic 4
245 Bachelors degree or higher Male White, Non-Hispanic 4
246 Bachelors degree or higher Male White, Non-Hispanic 2
247 Bachelors degree or higher Male White, Non-Hispanic 1
248 Some college Female White, Non-Hispanic 2
249 Some college Male White, Non-Hispanic 2
250 High school Male White, Non-Hispanic 4
251 Some college Female White, Non-Hispanic 4
252 Some college Male White, Non-Hispanic 5
253 Bachelors degree or higher Female White, Non-Hispanic 6 or more
254 Less than high school Female White, Non-Hispanic 3
255 Bachelors degree or higher Male White, Non-Hispanic 3
256 High school Female White, Non-Hispanic 1
257 Some college Male White, Non-Hispanic 2
258 High school Female Hispanic 2
259 High school Female White, Non-Hispanic 2
260 Some college Female White, Non-Hispanic 1
261 Bachelors degree or higher Male White, Non-Hispanic 2
262 Some college Male Hispanic 5
263 Some college Female White, Non-Hispanic 2
264 High school Male White, Non-Hispanic 2
265 Bachelors degree or higher Male White, Non-Hispanic 3
266 Some college Male White, Non-Hispanic 4
267 Bachelors degree or higher Female White, Non-Hispanic 5
268 Bachelors degree or higher Male 2+ Races, Non-Hispanic 2
269 Bachelors degree or higher Female White, Non-Hispanic 4
270 High school Female White, Non-Hispanic 1
271 Bachelors degree or higher Male Other, Non-Hispanic 4
272 High school Male White, Non-Hispanic 2
273 Some college Female Black, Non-Hispanic 4
274 High school Female White, Non-Hispanic 1
275 Some college Female Black, Non-Hispanic 2
276 Some college Male White, Non-Hispanic 3
277 Less than high school Male Hispanic 2
278 Bachelors degree or higher Female White, Non-Hispanic 1
279 Bachelors degree or higher Male White, Non-Hispanic 2
280 Some college Female White, Non-Hispanic 2
281 Bachelors degree or higher Male White, Non-Hispanic 3
282 High school Female White, Non-Hispanic 2
283 Less than high school Male White, Non-Hispanic 2
284 Some college Male White, Non-Hispanic 4
285 Some college Male Black, Non-Hispanic 2
286 High school Female White, Non-Hispanic 4
287 Bachelors degree or higher Female Other, Non-Hispanic 1
288 High school Male White, Non-Hispanic 5
289 Bachelors degree or higher Male White, Non-Hispanic 2
290 Some college Female White, Non-Hispanic 3
291 Some college Male Hispanic 4
292 Some college Male White, Non-Hispanic 2
293 High school Male White, Non-Hispanic 3
294 Less than high school Male Hispanic 6 or more
295 Bachelors degree or higher Male White, Non-Hispanic 3
296 High school Female White, Non-Hispanic 1
297 High school Male White, Non-Hispanic 2
298 High school Female White, Non-Hispanic 3
299 Some college Female White, Non-Hispanic 3
300 Some college Male White, Non-Hispanic 4
301 Bachelors degree or higher Female White, Non-Hispanic 3
302 High school Female White, Non-Hispanic 3
303 High school Male White, Non-Hispanic 3
304 Some college Male White, Non-Hispanic 3
305 High school Male White, Non-Hispanic 3
306 Bachelors degree or higher Female White, Non-Hispanic 5
307 Bachelors degree or higher Male White, Non-Hispanic 2
308 High school Female White, Non-Hispanic 2
309 Bachelors degree or higher Male White, Non-Hispanic 2
310 Some college Female White, Non-Hispanic 2
311 Bachelors degree or higher Male White, Non-Hispanic 1
312 High school Male White, Non-Hispanic 4
313 Some college Female Black, Non-Hispanic 2
314 Some college Male White, Non-Hispanic 4
315 Bachelors degree or higher Female White, Non-Hispanic 4
316 Some college Male White, Non-Hispanic 4
317 High school Female White, Non-Hispanic 3
318 Bachelors degree or higher Female Hispanic 3
319 Some college Male Hispanic 3
320 Bachelors degree or higher Male Other, Non-Hispanic 4
321 High school Female 2+ Races, Non-Hispanic 5
322 Bachelors degree or higher Female White, Non-Hispanic 1
323 Bachelors degree or higher Male White, Non-Hispanic 5
324 Less than high school Male Hispanic 3
325 Some college Male White, Non-Hispanic 2
326 Some college Female White, Non-Hispanic 3
327 Some college Male White, Non-Hispanic 3
328 Bachelors degree or higher Female White, Non-Hispanic 1
329 High school Male White, Non-Hispanic 2
330 High school Male 2+ Races, Non-Hispanic 2
331 Some college Male White, Non-Hispanic 2
332 Some college Male White, Non-Hispanic 4
333 Some college Male White, Non-Hispanic 3
334 Some college Male White, Non-Hispanic 2
335 High school Male White, Non-Hispanic 3
336 Some college Male White, Non-Hispanic 1
337 Some college Male White, Non-Hispanic 6 or more
338 High school Male White, Non-Hispanic 2
339 Some college Male White, Non-Hispanic 1
340 Some college Female White, Non-Hispanic 3
341 Some college Female White, Non-Hispanic 2
342 Some college Female White, Non-Hispanic 2
343 High school Female White, Non-Hispanic 3
344 Bachelors degree or higher Male Other, Non-Hispanic 2
345 High school Male White, Non-Hispanic 1
346 Some college Female White, Non-Hispanic 3
347 Some college Male White, Non-Hispanic 2
348 Bachelors degree or higher Male Other, Non-Hispanic 5
349 Some college Male Hispanic 3
350 Bachelors degree or higher Female White, Non-Hispanic 3
351 Bachelors degree or higher Male White, Non-Hispanic 2
352 Bachelors degree or higher Female 2+ Races, Non-Hispanic 5
353 Some college Female White, Non-Hispanic 4
354 High school Female White, Non-Hispanic 3
355 High school Female White, Non-Hispanic 1
356 Bachelors degree or higher Male White, Non-Hispanic 2
357 High school Male Black, Non-Hispanic 4
358 Bachelors degree or higher Male 2+ Races, Non-Hispanic 3
359 Some college Male White, Non-Hispanic 1
360 Some college Male Black, Non-Hispanic 3
361 Bachelors degree or higher Male White, Non-Hispanic 3
362 Some college Male White, Non-Hispanic 5
363 Some college Female White, Non-Hispanic 4
364 Bachelors degree or higher Male White, Non-Hispanic 4
365 High school Female White, Non-Hispanic 3
366 Some college Male White, Non-Hispanic 1
367 High school Female White, Non-Hispanic 1
368 Some college Male White, Non-Hispanic 3
369 High school Female White, Non-Hispanic 3
370 Bachelors degree or higher Male White, Non-Hispanic 4
371 Bachelors degree or higher Female White, Non-Hispanic 3
372 High school Female Hispanic 1
373 Bachelors degree or higher Female White, Non-Hispanic 2
374 Some college Male White, Non-Hispanic 3
375 Some college Female 2+ Races, Non-Hispanic 6 or more
376 Bachelors degree or higher Male White, Non-Hispanic 3
377 Bachelors degree or higher Male White, Non-Hispanic 5
378 Bachelors degree or higher Male White, Non-Hispanic 2
379 Bachelors degree or higher Female White, Non-Hispanic 1
380 Some college Male White, Non-Hispanic 6 or more
381 Some college Female White, Non-Hispanic 4
382 High school Female Hispanic 2
383 Bachelors degree or higher Male White, Non-Hispanic 2
384 Bachelors degree or higher Female Other, Non-Hispanic 1
385 Bachelors degree or higher Female White, Non-Hispanic 2
386 Bachelors degree or higher Male White, Non-Hispanic 2
387 Less than high school Female White, Non-Hispanic 3
388 Bachelors degree or higher Male Hispanic 3
389 Some college Male White, Non-Hispanic 4
390 Bachelors degree or higher Male White, Non-Hispanic 2
391 Less than high school Male White, Non-Hispanic 1
392 Some college Female White, Non-Hispanic 2
393 Bachelors degree or higher Female Other, Non-Hispanic 2
394 Some college Male White, Non-Hispanic 5
395 Bachelors degree or higher Male White, Non-Hispanic 3
396 Some college Male White, Non-Hispanic 2
397 Bachelors degree or higher Male White, Non-Hispanic 1
398 Bachelors degree or higher Female White, Non-Hispanic 2
399 High school Male White, Non-Hispanic 1
400 Bachelors degree or higher Male White, Non-Hispanic 2
401 High school Female White, Non-Hispanic 1
402 Bachelors degree or higher Male White, Non-Hispanic 1
403 Bachelors degree or higher Male Hispanic 2
404 Some college Male 2+ Races, Non-Hispanic 2
405 Some college Male Black, Non-Hispanic 4
406 Bachelors degree or higher Male White, Non-Hispanic 2
407 High school Female White, Non-Hispanic 3
408 High school Female White, Non-Hispanic 5
409 Bachelors degree or higher Male White, Non-Hispanic 2
410 Bachelors degree or higher Female White, Non-Hispanic 2
411 High school Female Hispanic 4
412 High school Female Hispanic 4
413 Bachelors degree or higher Male White, Non-Hispanic 2
414 Bachelors degree or higher Female White, Non-Hispanic 4
415 Less than high school Male White, Non-Hispanic 2
416 Bachelors degree or higher Female White, Non-Hispanic 3
417 High school Female Hispanic 2
418 High school Male White, Non-Hispanic 4
419 Bachelors degree or higher Female White, Non-Hispanic 2
420 Some college Female Hispanic 3
421 High school Male White, Non-Hispanic 1
422 Some college Male White, Non-Hispanic 4
423 High school Female Hispanic 5
424 Bachelors degree or higher Male White, Non-Hispanic 4
425 Some college Male White, Non-Hispanic 1
426 Bachelors degree or higher Female White, Non-Hispanic 4
427 Bachelors degree or higher Female White, Non-Hispanic 4
428 High school Male White, Non-Hispanic 2
429 Some college Female Hispanic 4
430 Bachelors degree or higher Female White, Non-Hispanic 2
431 Some college Female White, Non-Hispanic 2
432 Bachelors degree or higher Female White, Non-Hispanic 3
433 Some college Male White, Non-Hispanic 3
434 High school Female Hispanic 2
435 Bachelors degree or higher Male Black, Non-Hispanic 2
436 Some college Female White, Non-Hispanic 5
437 Some college Male White, Non-Hispanic 2
438 Bachelors degree or higher Male 2+ Races, Non-Hispanic 2
439 Bachelors degree or higher Male White, Non-Hispanic 2
440 High school Male Hispanic 5
441 Bachelors degree or higher Male White, Non-Hispanic 4
442 Some college Female White, Non-Hispanic 3
443 Some college Female White, Non-Hispanic 6 or more
444 Bachelors degree or higher Male White, Non-Hispanic 2
445 High school Female Black, Non-Hispanic 2
446 Less than high school Male White, Non-Hispanic 3
447 Bachelors degree or higher Female White, Non-Hispanic 1
448 High school Male White, Non-Hispanic 2
449 Less than high school Male Hispanic 5
450 Some college Female Hispanic 4
451 Some college Female White, Non-Hispanic 4
452 Bachelors degree or higher Male Hispanic 2
453 Bachelors degree or higher Male White, Non-Hispanic 2
454 Bachelors degree or higher Male White, Non-Hispanic 3
455 Bachelors degree or higher Female White, Non-Hispanic 4
456 Less than high school Male Hispanic 1
457 Bachelors degree or higher Male White, Non-Hispanic 4
458 Some college Male White, Non-Hispanic 4
459 Bachelors degree or higher Female White, Non-Hispanic 2
460 Less than high school Male Hispanic 4
461 Bachelors degree or higher Female White, Non-Hispanic 2
462 Some college Male White, Non-Hispanic 2
463 Some college Female White, Non-Hispanic 3
464 Bachelors degree or higher Female 2+ Races, Non-Hispanic 3
465 Less than high school Female Black, Non-Hispanic 3
466 Some college Female Hispanic 2
467 High school Female White, Non-Hispanic 2
468 High school Female White, Non-Hispanic 4
469 Some college Male White, Non-Hispanic 2
470 High school Female White, Non-Hispanic 2
471 Bachelors degree or higher Female White, Non-Hispanic 1
472 Bachelors degree or higher Male White, Non-Hispanic 1
473 Bachelors degree or higher Female White, Non-Hispanic 1
474 High school Male White, Non-Hispanic 5
475 High school Male White, Non-Hispanic 4
476 Bachelors degree or higher Female White, Non-Hispanic 2
477 Bachelors degree or higher Male White, Non-Hispanic 5
478 Some college Female White, Non-Hispanic 3
479 Some college Female White, Non-Hispanic 3
480 Bachelors degree or higher Male White, Non-Hispanic 2
481 Bachelors degree or higher Female White, Non-Hispanic 2
482 Some college Female White, Non-Hispanic 2
483 Some college Female White, Non-Hispanic 2
484 Bachelors degree or higher Male White, Non-Hispanic 2
485 High school Male White, Non-Hispanic 2
486 High school Female Hispanic 2
487 High school Male White, Non-Hispanic 2
488 Some college Female White, Non-Hispanic 4
489 Some college Male 2+ Races, Non-Hispanic 2
490 Bachelors degree or higher Male White, Non-Hispanic 3
491 Bachelors degree or higher Male White, Non-Hispanic 1
492 Less than high school Female 2+ Races, Non-Hispanic 2
493 High school Male White, Non-Hispanic 3
494 High school Male White, Non-Hispanic 3
495 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 $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
11 $25,000 to $49,999 Never married Metro area NorthEast
12 $100,000 to $149,999 Divorced Metro area South
13 $100,000 to $149,999 Widowed Metro area West
14 $75,000 to $99,999 Now Married Metro area West
15 $75,000 to $99,999 Widowed Metro area South
16 $100,000 to $149,999 Now Married Metro area NorthEast
17 $75,000 to $99,999 Now Married Non-metro area MidWest
18 $50,000 to $74,999 Now Married Metro area NorthEast
19 $25,000 to $49,999 Now Married Metro area MidWest
20 $25,000 to $49,999 Now Married Metro area MidWest
21 $150,000 or more Now Married Metro area NorthEast
22 $150,000 or more Now Married Metro area West
23 $75,000 to $99,999 Now Married Metro area West
24 $100,000 to $149,999 Now Married Metro area West
25 $25,000 to $49,999 Now Married Non-metro area South
26 $100,000 to $149,999 Now Married Metro area West
27 $100,000 to $149,999 Never married Metro area MidWest
28 $25,000 to $49,999 Now Married Metro area South
29 $150,000 or more Now Married Non-metro area South
30 $75,000 to $99,999 Now Married Metro area NorthEast
31 $150,000 or more Now Married Metro area South
32 $50,000 to $74,999 Now Married Metro area West
33 $100,000 to $149,999 Now Married Metro area West
34 $150,000 or more Now Married Metro area MidWest
35 $150,000 or more Now Married Metro area NorthEast
36 $150,000 or more Now Married Metro area South
37 $100,000 to $149,999 Now Married Metro area NorthEast
38 $150,000 or more Now Married Metro area West
39 $25,000 to $49,999 Never married Metro area NorthEast
40 $150,000 or more Now Married Metro area West
41 $10,000 to $24,999 Never married Metro area West
42 $150,000 or more Now Married Metro area South
43 $100,000 to $149,999 Now Married Metro area South
44 $25,000 to $49,999 Now Married Metro area South
45 $150,000 or more Now Married Metro area South
46 $150,000 or more Now Married Metro area South
47 $150,000 or more Now Married Metro area MidWest
48 $150,000 or more Now Married Metro area MidWest
49 $50,000 to $74,999 Now Married Non-metro area NorthEast
50 $50,000 to $74,999 Now Married Metro area South
51 $150,000 or more Now Married Metro area MidWest
52 $25,000 to $49,999 Now Married Metro area NorthEast
53 $150,000 or more Now Married Non-metro area MidWest
54 $100,000 to $149,999 Now Married Metro area South
55 $150,000 or more Never married Metro area West
56 $100,000 to $149,999 Divorced Metro area NorthEast
57 $50,000 to $74,999 Now Married Metro area South
58 $25,000 to $49,999 Now Married Metro area South
59 $150,000 or more Divorced Metro area West
60 $50,000 to $74,999 Never married Metro area NorthEast
61 $75,000 to $99,999 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 Less than $10,000 Divorced Non-metro area South
77 $150,000 or more Never married Metro area MidWest
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 $100,000 to $149,999 Now Married Metro area South
106 $150,000 or more Now Married Metro area NorthEast
107 $10,000 to $24,999 Now Married Non-metro area MidWest
108 $100,000 to $149,999 Now Married Metro area West
109 $50,000 to $74,999 Now Married Non-metro area NorthEast
110 $100,000 to $149,999 Now Married Metro area South
111 $100,000 to $149,999 Now Married Metro area MidWest
112 $100,000 to $149,999 Now Married Metro area MidWest
113 $50,000 to $74,999 Now Married Non-metro area MidWest
114 $25,000 to $49,999 Now Married Non-metro area MidWest
115 $75,000 to $99,999 Never married Metro area South
116 $150,000 or more Now Married Metro area MidWest
117 $10,000 to $24,999 Never married Non-metro area MidWest
118 $50,000 to $74,999 Now Married Metro area South
119 $50,000 to $74,999 Now Married Metro area West
120 $150,000 or more Now Married Metro area West
121 $75,000 to $99,999 Now Married Metro area South
122 $75,000 to $99,999 Divorced Non-metro area West
123 $150,000 or more Now Married Metro area NorthEast
124 $10,000 to $24,999 Now Married Metro area MidWest
125 $50,000 to $74,999 Now Married Metro area West
126 $50,000 to $74,999 Never married Metro area South
127 $25,000 to $49,999 Now Married Metro area NorthEast
128 $150,000 or more Now Married Metro area NorthEast
129 $100,000 to $149,999 Now Married Non-metro area South
130 $25,000 to $49,999 Widowed Non-metro area MidWest
131 $75,000 to $99,999 Now Married Metro area MidWest
132 $10,000 to $24,999 Never married Metro area South
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 $50,000 to $74,999 Never married Metro area West
146 $10,000 to $24,999 Never married Metro area MidWest
147 $50,000 to $74,999 Now Married Metro area South
148 $100,000 to $149,999 Now Married Metro area South
149 $100,000 to $149,999 Now Married Metro area MidWest
150 $100,000 to $149,999 Now Married Metro area West
151 Less than $10,000 Never 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 Less than $10,000 Never married Metro area MidWest
158 $100,000 to $149,999 Now Married Metro area NorthEast
159 $100,000 to $149,999 Now Married Metro area South
160 $25,000 to $49,999 Now Married Non-metro area West
161 $25,000 to $49,999 Now Married Metro area MidWest
162 $75,000 to $99,999 Widowed Non-metro area MidWest
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 $10,000 to $24,999 Never married Metro area MidWest
175 $100,000 to $149,999 Now Married Metro area South
176 Less than $10,000 Never married Non-metro area MidWest
177 $10,000 to $24,999 Now Married Metro area South
178 $25,000 to $49,999 Divorced Non-metro area MidWest
179 $75,000 to $99,999 Never married Metro area South
180 Less than $10,000 Divorced Non-metro area West
181 $25,000 to $49,999 Now Married Metro area MidWest
182 Less than $10,000 Now Married Metro area NorthEast
183 $150,000 or more Now Married Metro area South
184 $25,000 to $49,999 Divorced Metro area South
185 $25,000 to $49,999 Divorced Metro area NorthEast
186 $100,000 to $149,999 Divorced Metro area West
187 $50,000 to $74,999 Widowed Metro area West
188 $100,000 to $149,999 Never married Metro area NorthEast
189 $150,000 or more Now Married Metro area South
190 $150,000 or more Now Married Metro area MidWest
191 $25,000 to $49,999 Now Married Metro area MidWest
192 $50,000 to $74,999 Divorced Metro area South
193 $75,000 to $99,999 Now Married Metro area MidWest
194 $150,000 or more Now Married Metro area West
195 $75,000 to $99,999 Divorced Metro area South
196 $150,000 or more Now Married Metro area South
197 $50,000 to $74,999 Divorced Metro area West
198 $150,000 or more Now Married Non-metro area South
199 $100,000 to $149,999 Now Married Metro area South
200 Less than $10,000 Never married Non-metro area South
201 $25,000 to $49,999 Now Married Metro area West
202 $50,000 to $74,999 Now Married Metro area South
203 $150,000 or more Now Married Metro area MidWest
204 $100,000 to $149,999 Now Married Metro area South
205 $75,000 to $99,999 Never married Metro area West
206 $50,000 to $74,999 Never married Metro area NorthEast
207 $150,000 or more Now Married Metro area West
208 $100,000 to $149,999 Never married Metro area South
209 $10,000 to $24,999 Never married Metro area NorthEast
210 $100,000 to $149,999 Now Married Non-metro area MidWest
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 NorthEast
215 $75,000 to $99,999 Now Married Metro area South
216 $50,000 to $74,999 Now Married Non-metro area MidWest
217 $150,000 or more Now Married Metro area South
218 $50,000 to $74,999 Never married Metro area NorthEast
219 $25,000 to $49,999 Now Married Metro area NorthEast
220 $50,000 to $74,999 Divorced Metro area South
221 $150,000 or more Now Married Metro area South
222 $100,000 to $149,999 Now Married Metro area NorthEast
223 $100,000 to $149,999 Now Married Metro area MidWest
224 $100,000 to $149,999 Now Married Metro area South
225 $50,000 to $74,999 Now Married Metro area West
226 $100,000 to $149,999 Never married Metro area South
227 $50,000 to $74,999 Now Married Metro area South
228 $150,000 or more Now Married Metro area South
229 $150,000 or more Now Married Metro area NorthEast
230 $50,000 to $74,999 Now Married Metro area NorthEast
231 $50,000 to $74,999 Now Married Metro area West
232 $150,000 or more Now Married Metro area NorthEast
233 $75,000 to $99,999 Now Married Metro area NorthEast
234 $10,000 to $24,999 Never married Metro area NorthEast
235 $100,000 to $149,999 Divorced Metro area West
236 $100,000 to $149,999 Now Married Metro area MidWest
237 $25,000 to $49,999 Never married Metro area South
238 $25,000 to $49,999 Now Married Metro area South
239 $150,000 or more Never married Metro area South
240 $50,000 to $74,999 Now Married Non-metro area South
241 $50,000 to $74,999 Divorced Non-metro area South
242 $150,000 or more Now Married Metro area West
243 $25,000 to $49,999 Now Married Metro area West
244 $100,000 to $149,999 Now Married Metro area South
245 $150,000 or more Now Married Metro area MidWest
246 $25,000 to $49,999 Now Married Non-metro area West
247 $75,000 to $99,999 Divorced Metro area West
248 $25,000 to $49,999 Never married Metro area MidWest
249 $25,000 to $49,999 Now Married Metro area NorthEast
250 $150,000 or more Now Married Metro area South
251 $100,000 to $149,999 Now Married Metro area South
252 $50,000 to $74,999 Now Married Metro area West
253 $75,000 to $99,999 Now Married Metro area West
254 $10,000 to $24,999 Now Married Metro area MidWest
255 $150,000 or more Now Married Metro area MidWest
256 $25,000 to $49,999 Now Married Metro area South
257 $75,000 to $99,999 Now Married Metro area South
258 $100,000 to $149,999 Separated Non-metro area South
259 $50,000 to $74,999 Now Married Metro area NorthEast
260 $25,000 to $49,999 Widowed Non-metro area South
261 $100,000 to $149,999 Never married Metro area MidWest
262 $25,000 to $49,999 Now Married Metro area NorthEast
263 $100,000 to $149,999 Now Married Metro area South
264 $100,000 to $149,999 Now Married Metro area NorthEast
265 $100,000 to $149,999 Now Married Metro area South
266 $100,000 to $149,999 Now Married Metro area South
267 $150,000 or more Separated Metro area South
268 $50,000 to $74,999 Now Married Non-metro area South
269 $100,000 to $149,999 Widowed Metro area West
270 $10,000 to $24,999 Divorced Metro area MidWest
271 $150,000 or more Now Married Metro area West
272 $100,000 to $149,999 Now Married Metro area MidWest
273 $75,000 to $99,999 Now Married Metro area South
274 Less than $10,000 Widowed Non-metro area South
275 $25,000 to $49,999 Never married Metro area NorthEast
276 $150,000 or more Never married Metro area South
277 $100,000 to $149,999 Separated Metro area West
278 $100,000 to $149,999 Never married Metro area South
279 $100,000 to $149,999 Now Married Metro area NorthEast
280 $50,000 to $74,999 Now Married Non-metro area NorthEast
281 $100,000 to $149,999 Now Married Metro area NorthEast
282 $100,000 to $149,999 Now Married Metro area West
283 $25,000 to $49,999 Now Married Non-metro area South
284 $150,000 or more Never married Metro area West
285 $50,000 to $74,999 Now Married Metro area South
286 $100,000 to $149,999 Now Married Metro area NorthEast
287 $50,000 to $74,999 Now Married Metro area West
288 $25,000 to $49,999 Now Married Metro area South
289 $100,000 to $149,999 Now Married Metro area South
290 $50,000 to $74,999 Separated Metro area West
291 $25,000 to $49,999 Now Married Metro area West
292 $75,000 to $99,999 Now Married Metro area South
293 $75,000 to $99,999 Now Married Metro area MidWest
294 $75,000 to $99,999 Never married Metro area West
295 $10,000 to $24,999 Never married Metro area MidWest
296 $25,000 to $49,999 Widowed Metro area South
297 $50,000 to $74,999 Never married Metro area MidWest
298 $150,000 or more Never married Metro area NorthEast
299 $100,000 to $149,999 Now Married Metro area West
300 $25,000 to $49,999 Now Married Metro area West
301 $25,000 to $49,999 Never married Non-metro area MidWest
302 $50,000 to $74,999 Now Married Non-metro area South
303 $50,000 to $74,999 Now Married Metro area South
304 $75,000 to $99,999 Now Married Metro area South
305 $100,000 to $149,999 Divorced Metro area West
306 $150,000 or more Now Married Metro area West
307 $150,000 or more Now Married Metro area MidWest
308 $50,000 to $74,999 Now Married Metro area NorthEast
309 $150,000 or more Now Married Metro area NorthEast
310 $150,000 or more Now Married Metro area South
311 $150,000 or more Divorced Metro area NorthEast
312 $75,000 to $99,999 Never married Metro area NorthEast
313 $10,000 to $24,999 Now Married Metro area South
314 $75,000 to $99,999 Now Married Metro area South
315 $150,000 or more Now Married Metro area MidWest
316 $75,000 to $99,999 Never married Metro area NorthEast
317 $10,000 to $24,999 Now Married Non-metro area MidWest
318 $150,000 or more Never married Metro area West
319 $100,000 to $149,999 Now Married Metro area West
320 $150,000 or more Now Married Metro area South
321 $50,000 to $74,999 Now Married Metro area West
322 $75,000 to $99,999 Never married Metro area South
323 $150,000 or more Now Married Metro area West
324 $25,000 to $49,999 Now Married Metro area South
325 $100,000 to $149,999 Now Married Metro area MidWest
326 $150,000 or more Now Married Metro area NorthEast
327 $100,000 to $149,999 Now Married Non-metro area South
328 $25,000 to $49,999 Divorced Non-metro area West
329 $100,000 to $149,999 Now Married Metro area South
330 $100,000 to $149,999 Now Married Metro area NorthEast
331 $50,000 to $74,999 Now Married Metro area South
332 $100,000 to $149,999 Never married Metro area MidWest
333 $50,000 to $74,999 Now Married Metro area South
334 $10,000 to $24,999 Now Married Non-metro area MidWest
335 $75,000 to $99,999 Never married Metro area South
336 $75,000 to $99,999 Now Married Non-metro area MidWest
337 $100,000 to $149,999 Now Married Metro area South
338 $150,000 or more Now Married Metro area NorthEast
339 $75,000 to $99,999 Now Married Metro area NorthEast
340 $150,000 or more Never married Metro area South
341 $150,000 or more Never married Metro area West
342 $75,000 to $99,999 Now Married Metro area West
343 $50,000 to $74,999 Never married Metro area MidWest
344 $150,000 or more Now Married Metro area MidWest
345 $25,000 to $49,999 Widowed Metro area NorthEast
346 $75,000 to $99,999 Divorced Metro area South
347 $100,000 to $149,999 Now Married Metro area West
348 $100,000 to $149,999 Never married Metro area South
349 $150,000 or more Now Married Metro area NorthEast
350 $150,000 or more Now Married Metro area MidWest
351 $150,000 or more Now Married Metro area West
352 $150,000 or more Now Married Metro area MidWest
353 $10,000 to $24,999 Now Married Non-metro area South
354 $150,000 or more Never married Non-metro area South
355 Less than $10,000 Never married Non-metro area MidWest
356 $25,000 to $49,999 Never married Metro area NorthEast
357 Less than $10,000 Never married Metro area South
358 $100,000 to $149,999 Never married Metro area NorthEast
359 Less than $10,000 Never married Metro area NorthEast
360 $100,000 to $149,999 Never married Metro area MidWest
361 $100,000 to $149,999 Never married Metro area NorthEast
362 $25,000 to $49,999 Now Married Non-metro area MidWest
363 $150,000 or more Never married Metro area South
364 $75,000 to $99,999 Never married Metro area MidWest
365 $50,000 to $74,999 Never married Metro area South
366 $75,000 to $99,999 Now Married Metro area MidWest
367 Less than $10,000 Never married Metro area South
368 $50,000 to $74,999 Now Married Metro area MidWest
369 Less than $10,000 Widowed Non-metro area South
370 $150,000 or more Now Married Metro area West
371 $25,000 to $49,999 Widowed Metro area NorthEast
372 $10,000 to $24,999 Divorced Metro area South
373 $75,000 to $99,999 Now Married Non-metro area MidWest
374 $150,000 or more Never married Metro area West
375 $10,000 to $24,999 Now Married Metro area South
376 $150,000 or more Now Married Non-metro area West
377 $75,000 to $99,999 Now Married Metro area MidWest
378 $100,000 to $149,999 Now Married Metro area South
379 $100,000 to $149,999 Never married Metro area MidWest
380 $150,000 or more Never married Metro area MidWest
381 $150,000 or more Now Married Metro area MidWest
382 $150,000 or more Now Married Metro area West
383 $50,000 to $74,999 Now Married Metro area West
384 $150,000 or more Never married Metro area West
385 $75,000 to $99,999 Now Married Metro area MidWest
386 $100,000 to $149,999 Now Married Non-metro area MidWest
387 $25,000 to $49,999 Never married Metro area South
388 $150,000 or more Now Married Metro area MidWest
389 $150,000 or more Now Married Metro area West
390 $150,000 or more Never married Metro area South
391 $25,000 to $49,999 Never married Metro area MidWest
392 $25,000 to $49,999 Now Married Metro area South
393 $150,000 or more Never married Metro area NorthEast
394 $100,000 to $149,999 Now Married Metro area West
395 $150,000 or more Divorced Metro area NorthEast
396 $25,000 to $49,999 Divorced Metro area South
397 $50,000 to $74,999 Never married Metro area South
398 $150,000 or more Now Married Metro area South
399 Less than $10,000 Never married Metro area South
400 $150,000 or more Now Married Non-metro area South
401 $25,000 to $49,999 Divorced Non-metro area South
402 $150,000 or more Never married Metro area MidWest
403 $150,000 or more Now Married Metro area NorthEast
404 $50,000 to $74,999 Now Married Metro area MidWest
405 $75,000 to $99,999 Now Married Metro area NorthEast
406 $150,000 or more Divorced Metro area South
407 $75,000 to $99,999 Never married Metro area MidWest
408 $50,000 to $74,999 Now Married Metro area MidWest
409 $50,000 to $74,999 Now Married Metro area South
410 $100,000 to $149,999 Now Married Metro area MidWest
411 $25,000 to $49,999 Separated Metro area NorthEast
412 $25,000 to $49,999 Never married Non-metro area MidWest
413 $100,000 to $149,999 Now Married Metro area MidWest
414 $150,000 or more Now Married Metro area West
415 $25,000 to $49,999 Now Married Metro area South
416 $25,000 to $49,999 Widowed Metro area West
417 $75,000 to $99,999 Never married Metro area NorthEast
418 $100,000 to $149,999 Now Married Metro area South
419 $50,000 to $74,999 Widowed Non-metro area South
420 $150,000 or more Now Married Metro area West
421 $75,000 to $99,999 Never married Metro area NorthEast
422 $100,000 to $149,999 Now Married Metro area NorthEast
423 $25,000 to $49,999 Never married Metro area MidWest
424 $75,000 to $99,999 Now Married Metro area South
425 $50,000 to $74,999 Never married Metro area South
426 $100,000 to $149,999 Now Married Metro area South
427 $150,000 or more Now Married Metro area South
428 $25,000 to $49,999 Divorced Metro area MidWest
429 $50,000 to $74,999 Now Married Metro area West
430 $25,000 to $49,999 Widowed Metro area South
431 $150,000 or more Now Married Metro area South
432 $150,000 or more Now Married Metro area MidWest
433 $100,000 to $149,999 Never married Metro area West
434 $25,000 to $49,999 Now Married Metro area South
435 $75,000 to $99,999 Now Married Metro area South
436 $75,000 to $99,999 Now Married Non-metro area South
437 $100,000 to $149,999 Divorced Metro area NorthEast
438 $25,000 to $49,999 Now Married Metro area West
439 $150,000 or more Now Married Metro area MidWest
440 $100,000 to $149,999 Never married Metro area West
441 $150,000 or more Now Married Metro area South
442 $50,000 to $74,999 Never married Metro area South
443 $150,000 or more Widowed Metro area West
444 $150,000 or more Now Married Metro area NorthEast
445 $25,000 to $49,999 Widowed Metro area South
446 $10,000 to $24,999 Separated Metro area South
447 $100,000 to $149,999 Now Married Metro area NorthEast
448 $100,000 to $149,999 Now Married Metro area South
449 $25,000 to $49,999 Separated Metro area South
450 $50,000 to $74,999 Never married Metro area West
451 $50,000 to $74,999 Now Married Metro area MidWest
452 $100,000 to $149,999 Now Married Metro area South
453 $25,000 to $49,999 Now Married Metro area MidWest
454 $150,000 or more Now Married Metro area West
455 $150,000 or more Now Married Non-metro area MidWest
456 $50,000 to $74,999 Divorced Metro area South
457 $150,000 or more Now Married Metro area West
458 $75,000 to $99,999 Now Married Metro area West
459 $100,000 to $149,999 Never married Metro area West
460 $10,000 to $24,999 Now Married Metro area West
461 $50,000 to $74,999 Divorced Metro area West
462 $150,000 or more Now Married Metro area West
463 $150,000 or more Now Married Metro area West
464 $100,000 to $149,999 Now Married Metro area West
465 $25,000 to $49,999 Now Married Metro area South
466 $75,000 to $99,999 Now Married Metro area West
467 $25,000 to $49,999 Now Married Metro area South
468 $50,000 to $74,999 Never married Metro area West
469 $150,000 or more Now Married Non-metro area MidWest
470 $25,000 to $49,999 Widowed Non-metro area MidWest
471 $50,000 to $74,999 Divorced Non-metro area NorthEast
472 $150,000 or more Never married Metro area West
473 $100,000 to $149,999 Now Married Metro area South
474 $50,000 to $74,999 Now Married Non-metro area MidWest
475 $25,000 to $49,999 Now Married Non-metro area MidWest
476 $150,000 or more Never married Metro area South
477 $150,000 or more Now Married Metro area MidWest
478 $10,000 to $24,999 Never married Non-metro area South
479 $50,000 to $74,999 Now Married Metro area South
480 $150,000 or more Now Married Metro area South
481 $50,000 to $74,999 Now Married Non-metro area West
482 $50,000 to $74,999 Widowed Metro area West
483 $100,000 to $149,999 Now Married Non-metro area NorthEast
484 $150,000 or more Now Married Metro area West
485 $50,000 to $74,999 Now Married Non-metro area MidWest
486 $10,000 to $24,999 Now Married Metro area West
487 $50,000 to $74,999 Now Married Metro area South
488 $100,000 to $149,999 Now Married Metro area West
489 $75,000 to $99,999 Never married Metro area West
490 $100,000 to $149,999 Now Married Metro area West
491 $50,000 to $74,999 Now Married Non-metro area MidWest
492 $50,000 to $74,999 Now Married Metro area NorthEast
493 $150,000 or more Never married Metro area South
494 Less than $10,000 Never married Metro area West
495 $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 Owned or being bought by you or someone in your household
11 Occupied without payment of cash rent
12 Rented for cash
13 Owned or being bought by you or someone in your household
14 Rented for cash
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 Rented for cash
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 Owned or being bought by you or someone in your household
39 Rented for cash
40 Owned or being bought by you or someone in your household
41 Rented for cash
42 Owned or being bought by you or someone in your household
43 Rented for cash
44 Owned or being bought by you or someone in your household
45 Rented for cash
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 Owned or being bought by you or someone in your household
53 Rented for cash
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 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 Occupied without payment of cash rent
77 Rented for cash
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 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 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 Rented for cash
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 Owned or being bought by you or someone in your household
123 Owned or being bought by you or someone in your household
124 Rented for cash
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 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 Rented for cash
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 Owned or being bought by you or someone in your household
149 Rented for cash
150 Owned or being bought by you or someone in your household
151 Rented for cash
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 Rented for cash
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 Rented for cash
175 Owned or being bought by you or someone in your household
176 Occupied without payment of cash rent
177 Owned or being bought by you or someone in your household
178 Rented for cash
179 Owned or being bought by you or someone in your household
180 Rented for cash
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 Owned or being bought by you or someone in your household
184 Rented for cash
185 Rented for cash
186 Rented for cash
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 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 Occupied without payment of cash rent
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 Owned or being bought by you or someone in your household
205 Owned or being bought by you or someone in your household
206 Rented for cash
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 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 Owned or being bought by you or someone in your household
224 Owned or being bought by you or someone in your household
225 Rented for cash
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 Owned or being bought by you or someone in your household
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 Rented for cash
247 Owned or being bought by you or someone in your household
248 Rented for cash
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 Rented for cash
255 Owned or being bought by you or someone in your household
256 Rented for cash
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 Rented for cash
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 Rented for cash
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 Rented for cash
278 Rented for cash
279 Owned or being bought by you or someone in your household
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 Owned or being bought by you or someone in your household
285 Owned or being bought by you or someone in your household
286 Rented for cash
287 Rented for cash
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 Rented for cash
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 Rented for cash
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 Rented for cash
312 Rented for cash
313 Owned or being bought by you or someone in your household
314 Rented for cash
315 Owned or being bought by you or someone in your household
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 Owned or being bought by you or someone in your household
320 Owned or being bought by you or someone in your household
321 Rented for cash
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 Rented for cash
326 Owned or being bought by you or someone in your household
327 Owned or being bought by you or someone in your household
328 Owned or being bought by you or someone in your household
329 Rented for cash
330 Owned or being bought by you or someone in your household
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 Rented for cash
335 Rented for cash
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 Rented for cash
341 Rented for cash
342 Rented for cash
343 Rented for cash
344 Owned or being bought by you or someone in your household
345 Owned or being bought by you or someone in your household
346 Owned or being bought by you or someone in your household
347 Owned or being bought by you or someone in your household
348 Owned or being bought by you or someone in your household
349 Owned or being bought by you or someone in your household
350 Owned or being bought by you or someone in your household
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 Rented for cash
354 Owned or being bought by you or someone in your household
355 Rented for cash
356 Owned or being bought by you or someone in your household
357 Rented for cash
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 Owned or being bought by you or someone in your household
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 Owned or being bought by you or someone in your household
370 Occupied without payment of cash rent
371 Owned or being bought by you or someone in your household
372 Rented for cash
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 Owned or being bought by you or someone in your household
379 Rented for cash
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 Rented for cash
385 Owned or being bought by you or someone in your household
386 Owned or being bought by you or someone in your household
387 Owned or being bought by you or someone in your household
388 Owned or being bought by you or someone in your household
389 Rented for cash
390 Owned or being bought by you or someone in your household
391 Rented for cash
392 Owned or being bought by you or someone in your household
393 Rented for cash
394 Owned or being bought by you or someone in your household
395 Rented for cash
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 Owned or being bought by you or someone in your household
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 Rented for cash
403 Owned or being bought by you or someone in your household
404 Owned or being bought by you or someone in your household
405 Rented for cash
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 Owned or being bought by you or someone in your household
410 Owned or being bought by you or someone in your household
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 Owned or being bought by you or someone in your household
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 Owned or being bought by you or someone in your household
422 Owned or being bought by you or someone in your household
423 Rented for cash
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 Occupied without payment of cash rent
428 Rented for cash
429 Rented for cash
430 Owned or being bought by you or someone in your household
431 Owned or being bought by you or someone in your household
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 Rented for cash
435 Rented for cash
436 Rented for cash
437 Rented for cash
438 Owned or being bought by you or someone in your household
439 Owned or being bought by you or someone in your household
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 Rented for cash
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 Rented for cash
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 Rented for cash
450 Owned or being bought by you or someone in your household
451 Rented for cash
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 Owned or being bought by you or someone in your household
458 Rented for cash
459 Owned or being bought by you or someone in your household
460 Rented for cash
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 Rented for cash
466 Rented for cash
467 Owned or being bought by you or someone in your household
468 Owned or being bought by you or someone in your household
469 Owned or being bought by you or someone in your household
470 Owned or being bought by you or someone in your household
471 Rented for cash
472 Rented for cash
473 Owned or being bought by you or someone in your household
474 Owned or being bought by you or someone in your household
475 Owned or being bought by you or someone in your household
476 Owned or being bought by you or someone in your household
477 Owned or being bought by you or someone in your household
478 Occupied without payment of cash rent
479 Owned or being bought by you or someone in your household
480 Owned or being bought by you or someone in your household
481 Owned or being bought by you or someone in your household
482 Owned or being bought by you or someone in your household
483 Owned or being bought by you or someone in your household
484 Owned or being bought by you or someone in your household
485 Owned or being bought by you or someone in your household
486 Owned or being bought by you or someone in your household
487 Owned or being bought by you or someone in your household
488 Owned or being bought by you or someone in your household
489 Rented for cash
490 Owned or being bought by you or someone in your household
491 Rented for cash
492 Owned or being bought by you or someone in your household
493 Owned or being bought by you or someone in your household
494 Rented for cash
495 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 New Jersey Employed full-time (by someone else) Working full-time
8 Georgia Retired Not working
9 Washington Homemaker Not working
10 New Hampshire Employed full-time (by someone else) Working full-time
11 Pennsylvania Other Not working
12 Maryland Employed full-time (by someone else) Working full-time
13 California Retired Not working
14 Arizona Employed full-time (by someone else) Working full-time
15 Texas Retired Not working
16 New Jersey Employed full-time (by someone else) Working full-time
17 North Dakota Employed full-time (by someone else) Working full-time
18 Connecticut Employed full-time (by someone else) Working full-time
19 Michigan Retired Not working
20 Michigan Retired Not working
21 Massachusetts Employed full-time (by someone else) Working full-time
22 California Employed full-time (by someone else) Working full-time
23 Oregon Employed full-time (by someone else) Working full-time
24 California Retired Not working
25 Texas Retired Not working
26 California Employed full-time (by someone else) Working full-time
27 Illinois Employed full-time (by someone else) Working full-time
28 Arkansas Retired Not working
29 South Carolina Retired Not working
30 Pennsylvania Retired Not working
31 Tennessee Employed full-time (by someone else) Working full-time
32 Arizona Homemaker Not working
33 Hawaii Retired Not working
34 Kansas Employed full-time (by someone else) Working full-time
35 Pennsylvania Retired Working full-time
36 Texas Employed full-time (by someone else) Working full-time
37 Pennsylvania Employed full-time (by someone else) Working full-time
38 California Homemaker Not working
39 Pennsylvania Employed full-time (by someone else) Working full-time
40 Colorado Self-employed Working full-time
41 Washington Employed full-time (by someone else) Working part-time
42 Louisiana Employed full-time (by someone else) Working full-time
43 Georgia Homemaker Not working
44 Texas Retired Not working
45 Virginia Other Working full-time
46 Georgia Employed full-time (by someone else) Working full-time
47 Wisconsin Retired Not working
48 Wisconsin Retired Not working
49 Vermont Retired Not working
50 Florida Retired Not working
51 Ohio Self-employed Working full-time
52 Pennsylvania Retired Not working
53 Missouri Retired Not working
54 North Carolina Retired Not working
55 California Employed full-time (by someone else) Working full-time
56 New York Employed full-time (by someone else) Working full-time
57 Kentucky Retired Not working
58 Texas Retired Not working
59 Nevada Employed full-time (by someone else) Working full-time
60 Pennsylvania Self-employed Working full-time
61 Ohio 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 Louisiana Retired Not working
77 Wisconsin Employed full-time (by someone else) Working full-time
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 Oklahoma Currently laid off Not working
106 New York Retired Not working
107 Ohio Employed part-time (by someone else) Working full-time
108 New Mexico Employed full-time (by someone else) Working full-time
109 Pennsylvania Retired Not working
110 Texas Employed full-time (by someone else) Working full-time
111 Michigan Retired Not working
112 Ohio Retired Not working
113 Illinois Retired Not working
114 Illinois Employed full-time (by someone else) Working full-time
115 Florida Employed full-time (by someone else) Working full-time
116 Ohio Employed full-time (by someone else) Working full-time
117 Wisconsin Employed part-time (by someone else) Working part-time
118 Texas Homemaker Not working
119 California Retired Not working
120 California Self-employed Working full-time
121 Florida Employed full-time (by someone else) Working full-time
122 Oregon Other Working full-time
123 New Hampshire Employed full-time (by someone else) Working full-time
124 Ohio Retired Not working
125 Washington Retired Not working
126 Virginia Employed part-time (by someone else) Working part-time
127 Massachusetts Employed full-time (by someone else) Working full-time
128 New Jersey Employed full-time (by someone else) Working full-time
129 Georgia Employed full-time (by someone else) Working full-time
130 Ohio Retired Not working
131 Michigan Retired Not working
132 Georgia Full Time Student 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 California Employed full-time (by someone else) Working full-time
146 Kansas Employed full-time (by someone else) Working part-time
147 Florida Retired Not working
148 Florida Retired Not working
149 Ohio Employed full-time (by someone else) Working full-time
150 Utah Employed full-time (by someone else) Working full-time
151 Texas Other Not working
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 Michigan Employed part-time (by someone else) Working part-time
158 New Jersey Employed full-time (by someone else) Working full-time
159 Georgia Employed full-time (by someone else) Working full-time
160 Oregon Retired Not working
161 Wisconsin Employed full-time (by someone else) Working full-time
162 Indiana Retired Not working
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 Minnesota Full Time Student Not working
175 South Carolina Self-employed Working part-time
176 Missouri Self-employed Not working
177 Texas Retired Not working
178 Illinois Employed full-time (by someone else) Working full-time
179 Florida Retired Not working
180 California Employed part-time (by someone else) Not working
181 Wisconsin Retired Not working
182 Massachusetts Retired Not working
183 Kentucky Self-employed Working full-time
184 Texas Employed full-time (by someone else) Working full-time
185 Pennsylvania Employed full-time (by someone else) Working full-time
186 California Retired Working full-time
187 Washington Retired Not working
188 Massachusetts Self-employed Working full-time
189 Texas Retired Not working
190 Illinois Employed full-time (by someone else) Working full-time
191 Michigan Retired Not working
192 Florida Retired Not working
193 Illinois Employed part-time (by someone else) Working part-time
194 Utah Self-employed Working part-time
195 Florida Employed full-time (by someone else) Working full-time
196 Maryland Employed full-time (by someone else) Working full-time
197 Oregon Retired Not working
198 Alabama Employed full-time (by someone else) Working full-time
199 North Carolina Employed full-time (by someone else) Working full-time
200 Arkansas Other Not working
201 California Employed full-time (by someone else) Working full-time
202 Kentucky Retired Not working
203 Illinois Employed full-time (by someone else) Working full-time
204 Virginia Employed full-time (by someone else) Working full-time
205 Arizona Homemaker Working full-time
206 New Jersey Employed full-time (by someone else) Working full-time
207 California Retired Working part-time
208 Florida Employed full-time (by someone else) Working full-time
209 Pennsylvania Employed part-time (by someone else) Working part-time
210 South Dakota Employed full-time (by someone else) Working full-time
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 New York Self-employed Not working
215 Mississippi Retired Not working
216 Nebraska Retired Not working
217 Maryland Employed full-time (by someone else) Working full-time
218 New York Full Time Student Not working
219 Massachusetts Homemaker Working full-time
220 Florida Retired Not working
221 Texas Retired Working part-time
222 Massachusetts Retired Not working
223 Illinois Employed full-time (by someone else) Working full-time
224 North Carolina Retired Not working
225 California Employed full-time (by someone else) Working full-time
226 North Carolina Employed full-time (by someone else) Working full-time
227 Texas Retired Not working
228 Virginia Retired Not working
229 Pennsylvania Retired Not working
230 Pennsylvania Self-employed Working part-time
231 Utah Employed full-time (by someone else) Working full-time
232 Massachusetts Self-employed Working part-time
233 Massachusetts Employed full-time (by someone else) Working full-time
234 Pennsylvania Employed full-time (by someone else) Working part-time
235 Nevada Self-employed Working full-time
236 Illinois Employed part-time (by someone else) Working part-time
237 Arkansas Retired Working part-time
238 Arkansas Employed full-time (by someone else) Working full-time
239 Tennessee Employed full-time (by someone else) Working full-time
240 Kentucky Retired Not working
241 Georgia Retired Not working
242 Nevada Retired Not working
243 California Retired Not working
244 Kentucky Employed full-time (by someone else) Working full-time
245 Missouri Self-employed Working full-time
246 Oregon Retired Not working
247 California Retired Not working
248 Michigan Retired Not working
249 Pennsylvania Retired Not working
250 Texas Employed full-time (by someone else) Working full-time
251 South Carolina On furlough Working part-time
252 Washington Employed full-time (by someone else) Working full-time
253 Utah Employed part-time (by someone else) Working part-time
254 Michigan Homemaker Not working
255 Ohio Employed full-time (by someone else) Working full-time
256 Delaware Retired Not working
257 Georgia Employed full-time (by someone else) Working full-time
258 Texas Employed part-time (by someone else) Working part-time
259 New Jersey Homemaker Not working
260 Virginia Employed full-time (by someone else) Working full-time
261 Nebraska Employed full-time (by someone else) Working full-time
262 New York Employed full-time (by someone else) Working full-time
263 North Carolina Retired Not working
264 New Jersey Employed full-time (by someone else) Working full-time
265 Virginia Retired Working part-time
266 South Carolina Employed full-time (by someone else) Working full-time
267 Virginia Employed full-time (by someone else) Working full-time
268 Oklahoma Retired Working part-time
269 Washington Employed full-time (by someone else) Working full-time
270 Ohio Retired Not working
271 California Employed full-time (by someone else) Working full-time
272 Wisconsin Employed full-time (by someone else) Working full-time
273 Mississippi Homemaker Not working
274 Texas Retired Not working
275 New Jersey Currently laid off Not working
276 Texas Employed part-time (by someone else) Working part-time
277 California Employed full-time (by someone else) Working full-time
278 Florida Full Time Student Not working
279 New Jersey Retired Not working
280 Pennsylvania Retired Not working
281 Massachusetts Employed full-time (by someone else) Working full-time
282 California Retired Not working
283 North Carolina Employed full-time (by someone else) Working full-time
284 Nevada Self-employed Working part-time
285 Florida Retired Not working
286 Pennsylvania Employed full-time (by someone else) Working full-time
287 California Employed part-time (by someone else) Working part-time
288 Kentucky Homemaker Not working
289 District of Columbia Retired Not working
290 California Other Working full-time
291 Oregon Employed part-time (by someone else) Working part-time
292 South Carolina Retired Not working
293 South Dakota Employed full-time (by someone else) Working full-time
294 Oregon Employed part-time (by someone else) Not working
295 Illinois Currently laid off Not working
296 West Virginia Employed full-time (by someone else) Working full-time
297 Illinois Self-employed Working full-time
298 New York Full Time Student Working part-time
299 Arizona Employed full-time (by someone else) Working full-time
300 Arizona Employed full-time (by someone else) Working full-time
301 Michigan Retired Not working
302 Virginia Other Not working
303 Florida Retired Not working
304 Kentucky Employed full-time (by someone else) Working full-time
305 Wyoming Other Working full-time
306 Utah Employed full-time (by someone else) Working full-time
307 Illinois Employed full-time (by someone else) Working full-time
308 New York Retired Not working
309 New York Retired Not working
310 Georgia Homemaker Not working
311 New Jersey Self-employed Working full-time
312 New Jersey Currently laid off Not working
313 South Carolina Retired Not working
314 Maryland Employed full-time (by someone else) Working full-time
315 North Dakota Employed full-time (by someone else) Working full-time
316 Pennsylvania Currently laid off Not working
317 Missouri Homemaker Not working
318 Utah Employed full-time (by someone else) Working full-time
319 California Retired Not working
320 Texas Employed full-time (by someone else) Working full-time
321 California Homemaker Not working
322 Alabama Employed full-time (by someone else) Working full-time
323 Washington Employed full-time (by someone else) Working full-time
324 Florida Self-employed Working part-time
325 Ohio Employed full-time (by someone else) Working full-time
326 Massachusetts Retired Working part-time
327 North Carolina Employed full-time (by someone else) Not working
328 Montana Retired Not working
329 Texas Self-employed Working full-time
330 Maine Employed full-time (by someone else) Working full-time
331 Georgia Retired Not working
332 Illinois Homemaker Working full-time
333 Texas Employed full-time (by someone else) Working full-time
334 Iowa Employed part-time (by someone else) Working full-time
335 Florida Self-employed Working part-time
336 Michigan Retired Not working
337 Maryland Employed full-time (by someone else) Working full-time
338 Pennsylvania Self-employed Working full-time
339 Massachusetts Employed full-time (by someone else) Working full-time
340 Texas Employed part-time (by someone else) Not working
341 California Other Not working
342 California Retired Working full-time
343 Kansas Homemaker Not working
344 Missouri Employed full-time (by someone else) Working full-time
345 Massachusetts Retired Not working
346 Florida Employed full-time (by someone else) Working full-time
347 Arizona Retired Not working
348 Texas Employed full-time (by someone else) Working full-time
349 New Jersey Self-employed Working full-time
350 Michigan Employed part-time (by someone else) Working part-time
351 Utah Employed full-time (by someone else) Working full-time
352 Ohio Employed full-time (by someone else) Working full-time
353 Texas Employed full-time (by someone else) Working full-time
354 Texas Other Not working
355 Kansas Employed part-time (by someone else) Working part-time
356 New Jersey Employed full-time (by someone else) Working part-time
357 Florida Employed part-time (by someone else) Working part-time
358 Massachusetts Self-employed Working part-time
359 New York Currently laid off Not working
360 Illinois Full Time Student Not working
361 New Jersey Employed full-time (by someone else) Working full-time
362 Kansas Self-employed Working full-time
363 Maryland Employed full-time (by someone else) Working full-time
364 Illinois Employed full-time (by someone else) Working full-time
365 Tennessee Employed part-time (by someone else) Working part-time
366 Illinois Retired Not working
367 North Carolina Employed full-time (by someone else) Not working
368 Ohio Employed full-time (by someone else) Working full-time
369 Alabama Homemaker Not working
370 Colorado Employed full-time (by someone else) Working full-time
371 New Jersey Employed part-time (by someone else) Working part-time
372 Florida Currently laid off Not working
373 Iowa Employed full-time (by someone else) Working full-time
374 California Employed full-time (by someone else) Not working
375 North Carolina Homemaker Working part-time
376 California Employed full-time (by someone else) Working full-time
377 Missouri Employed full-time (by someone else) Working full-time
378 Maryland Employed full-time (by someone else) Working full-time
379 Minnesota Employed full-time (by someone else) Working full-time
380 Michigan Employed full-time (by someone else) Working part-time
381 Illinois Retired Not working
382 California Retired Not working
383 Arizona Retired Working part-time
384 California Employed full-time (by someone else) Working full-time
385 Indiana Homemaker Not working
386 Kansas Homemaker Not working
387 Texas Full Time Student Not working
388 Michigan Employed full-time (by someone else) Working full-time
389 Oregon Employed full-time (by someone else) Working full-time
390 Virginia Employed full-time (by someone else) Working full-time
391 Indiana Employed full-time (by someone else) Working full-time
392 Florida Retired Not working
393 New York Currently laid off Not working
394 California Employed full-time (by someone else) Working full-time
395 Massachusetts Employed full-time (by someone else) Working full-time
396 Texas Retired Not working
397 Virginia Employed full-time (by someone else) Working full-time
398 North Carolina Self-employed Working part-time
399 Texas Other Not working
400 Texas Employed part-time (by someone else) Working part-time
401 Texas Employed full-time (by someone else) Working full-time
402 Illinois Employed full-time (by someone else) Working full-time
403 New York Retired Not working
404 Ohio Employed full-time (by someone else) Working full-time
405 New York Employed full-time (by someone else) Working full-time
406 Virginia Retired Not working
407 Wisconsin Employed part-time (by someone else) Working part-time
408 Wisconsin Employed part-time (by someone else) Working part-time
409 Virginia Employed full-time (by someone else) Working full-time
410 Michigan Employed full-time (by someone else) Working full-time
411 New Jersey Employed full-time (by someone else) Working full-time
412 Wisconsin Full Time Student Not working
413 Michigan Retired Not working
414 Washington Homemaker Working part-time
415 Virginia Other Not working
416 Arizona Retired Not working
417 New York Employed full-time (by someone else) Working full-time
418 North Carolina Employed full-time (by someone else) Working full-time
419 Arkansas Employed full-time (by someone else) Working full-time
420 California Homemaker Not working
421 Pennsylvania Retired Not working
422 New Jersey Retired Not working
423 Wisconsin Homemaker Not working
424 Texas Employed full-time (by someone else) Working full-time
425 Florida Employed full-time (by someone else) Working full-time
426 Louisiana Employed full-time (by someone else) Working full-time
427 Georgia Self-employed Working full-time
428 Nebraska Other Not working
429 California Employed full-time (by someone else) Working full-time
430 Texas Retired Not working
431 South Carolina Employed full-time (by someone else) Working full-time
432 Minnesota Homemaker Not working
433 California Retired Not working
434 Georgia Employed part-time (by someone else) Working part-time
435 Virginia Employed full-time (by someone else) Working full-time
436 Tennessee Homemaker Not working
437 New York Employed full-time (by someone else) Working full-time
438 Idaho Retired Not working
439 Ohio Retired Not working
440 Colorado Other Not working
441 Florida Employed full-time (by someone else) Working full-time
442 Kentucky Employed full-time (by someone else) Working full-time
443 California Employed part-time (by someone else) Working part-time
444 Connecticut Retired Not working
445 Georgia Employed full-time (by someone else) Working full-time
446 Florida Retired Not working
447 New York Employed full-time (by someone else) Working full-time
448 Texas Currently laid off Working full-time
449 Florida Homemaker Working part-time
450 California Other Not working
451 Minnesota Homemaker Not working
452 Texas Retired Not working
453 Minnesota Retired Not working
454 Washington Employed full-time (by someone else) Working full-time
455 Minnesota Employed full-time (by someone else) Working full-time
456 Texas Employed full-time (by someone else) Working full-time
457 Washington Employed full-time (by someone else) Working full-time
458 Washington Employed full-time (by someone else) Working full-time
459 Washington Retired Not working
460 California Employed full-time (by someone else) Working full-time
461 Washington Employed full-time (by someone else) Working full-time
462 Washington Employed full-time (by someone else) Working full-time
463 Arizona Employed full-time (by someone else) Working full-time
464 California Self-employed Working part-time
465 Texas Homemaker Not working
466 California Employed full-time (by someone else) Working full-time
467 South Carolina Retired Not working
468 Colorado Other Not working
469 Ohio Employed full-time (by someone else) Working full-time
470 Iowa Retired Working part-time
471 Vermont Employed full-time (by someone else) Working full-time
472 California Employed full-time (by someone else) Working full-time
473 South Carolina Retired Not working
474 Missouri Employed full-time (by someone else) Working full-time
475 Indiana Employed full-time (by someone else) Working full-time
476 Tennessee Employed full-time (by someone else) Working full-time
477 Indiana Employed full-time (by someone else) Working full-time
478 Mississippi Currently laid off Working part-time
479 North Carolina Homemaker Not working
480 Maryland Retired Not working
481 New Mexico Retired Working part-time
482 California Employed full-time (by someone else) Working full-time
483 Pennsylvania Employed full-time (by someone else) Working full-time
484 Washington Employed full-time (by someone else) Working full-time
485 North Dakota Retired Not working
486 California Employed part-time (by someone else) Working part-time
487 Kentucky Retired Not working
488 Montana Employed full-time (by someone else) Working full-time
489 California Employed full-time (by someone else) Working full-time
490 Arizona Employed full-time (by someone else) Working full-time
491 Ohio Employed full-time (by someone else) Working full-time
492 Connecticut Retired Not working
493 Florida Employed full-time (by someone else) Working full-time
494 Washington Currently laid off Not working
495 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
3 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
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34 Approve Disapprove Approve Approve Approve Disapprove
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68 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
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70 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
71 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
72 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
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74 Approve Approve Approve Approve Approve Approve
75 Approve Approve Approve Approve Approve Approve
76 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
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78 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
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80 Approve Disapprove Disapprove Disapprove Disapprove Approve
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95 Approve Approve Approve Approve Approve Approve
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120 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
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338 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
339 Approve Disapprove Approve Approve Approve Approve
340 Approve Disapprove Approve Disapprove Disapprove Disapprove
341 Approve Approve Approve Disapprove Disapprove Approve
342 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
343 Approve Disapprove Disapprove Disapprove Disapprove Approve
344 Approve Approve Approve Approve Approve Disapprove
345 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
346 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
347 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
348 Approve Disapprove Approve Disapprove Disapprove Disapprove
349 Approve Approve Approve Approve Approve Approve
350 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
351 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
352 Approve Approve Approve Approve Disapprove Disapprove
353 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
354 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
355 Approve Approve Approve Approve Approve Approve
356 Disapprove Approve Disapprove Disapprove Disapprove Approve
357 Approve Approve Approve Approve Approve Approve
358 Approve Approve Approve Approve Approve Disapprove
359 Approve Disapprove Approve Disapprove Disapprove Approve
360 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
361 Approve Disapprove Approve Disapprove Disapprove Disapprove
362 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
363 Approve Approve Approve Approve Approve Approve
364 Approve Disapprove Disapprove Disapprove Approve Disapprove
365 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
366 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
367 Approve Disapprove Disapprove Disapprove Disapprove Approve
368 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
369 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
370 Approve Disapprove Disapprove Disapprove Disapprove Approve
371 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
372 Approve Approve Approve Approve Approve Approve
373 Approve Disapprove Approve Disapprove Disapprove Disapprove
374 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
375 Approve Approve Approve Approve Approve Disapprove
376 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
377 Approve Disapprove Approve Disapprove Disapprove Approve
378 Approve Approve Approve Approve Approve Approve
379 Approve Approve Approve Approve Approve Approve
380 Approve Approve Approve Approve Approve Approve
381 Approve Disapprove Approve Approve Approve Approve
382 Approve Approve Approve Approve Approve Approve
383 Approve Approve Approve Approve Approve Approve
384 Approve Disapprove Approve Approve Approve Approve
385 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
386 Approve Approve Approve Approve Approve Approve
387 Approve Disapprove Approve Approve Approve Approve
388 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
389 Approve Approve Approve Approve Approve Approve
390 Approve Approve Approve Disapprove Approve Approve
391 Approve Disapprove Approve Approve Approve Approve
392 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
393 Approve Disapprove Approve Disapprove Disapprove Disapprove
394 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
395 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
396 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
397 Approve Approve Approve Approve Approve Approve
398 Approve Approve Approve Approve Approve Approve
399 Approve Approve Approve Approve Approve Approve
400 Approve Approve Approve Approve Approve Approve
401 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
402 Approve Disapprove Approve Approve Disapprove Approve
403 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
404 Approve Disapprove Approve Approve Approve Approve
405 Approve Approve Approve Approve Approve Approve
406 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
407 Approve Approve Approve Approve Approve Approve
408 Approve Approve Approve Approve Approve Approve
409 Approve Approve Approve Approve Approve Approve
410 Approve Approve Approve Approve Approve Approve
411 Approve Approve Approve Approve Approve Approve
412 Approve Disapprove Approve Disapprove Disapprove Disapprove
413 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
414 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
415 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
416 Approve Disapprove Approve Disapprove Disapprove Approve
417 Disapprove Disapprove Disapprove Approve Disapprove Disapprove
418 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
419 Approve Disapprove Disapprove Disapprove Approve Disapprove
420 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
421 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
422 Approve Disapprove Approve Disapprove Disapprove Approve
423 Approve Disapprove Disapprove Disapprove Disapprove Approve
424 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
425 Approve Disapprove Approve Approve Approve Approve
426 Approve Approve Approve Approve Approve Approve
427 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
428 Approve Disapprove Approve Approve Approve Approve
429 Approve Approve Approve Approve Disapprove Approve
430 Approve Approve Approve Disapprove Approve Approve
431 Approve Approve Approve Approve Approve Approve
432 Approve Approve Approve Disapprove Approve Disapprove
433 Approve Approve Approve Approve Approve Approve
434 Approve Disapprove Disapprove Disapprove Disapprove Approve
435 Approve Approve Approve Approve Approve Approve
436 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
437 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
438 Disapprove Disapprove Approve Disapprove Disapprove Approve
439 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
440 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
441 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
442 Approve Disapprove Approve Disapprove Approve Disapprove
443 Approve Disapprove Disapprove Disapprove Disapprove Approve
444 Approve Approve Approve Approve Approve Approve
445 Approve Approve Approve Approve Approve Approve
446 Approve Approve Approve Approve Approve Approve
447 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
448 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
449 Approve Disapprove Disapprove Approve Approve Approve
450 Approve Approve Approve Disapprove Disapprove Approve
451 Approve Approve Approve Disapprove Approve Approve
452 Approve Disapprove Approve Disapprove Disapprove Approve
453 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
454 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
455 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
456 Approve Disapprove Approve Disapprove Approve Approve
457 Approve Approve Approve Approve Approve Approve
458 Approve Disapprove Approve Disapprove Approve Approve
459 Approve Disapprove Approve Approve Approve Approve
460 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
461 Approve Disapprove Approve Disapprove Disapprove Disapprove
462 Approve Approve Approve Disapprove Disapprove Disapprove
463 Approve Approve Approve Approve Approve Approve
464 Approve Approve Approve Approve Approve Approve
465 Approve Approve Approve Approve Approve Approve
466 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
467 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
468 Approve Approve Approve Approve Approve Approve
469 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
470 Approve Approve Approve Approve Approve Approve
471 Approve Approve Disapprove Disapprove Approve Approve
472 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
473 Approve Approve Approve Approve Approve Approve
474 Approve Approve Disapprove Disapprove Approve Disapprove
475 Approve Approve Approve Disapprove Approve Disapprove
476 Approve Approve Approve Approve Approve Approve
477 Approve Approve Approve Approve Approve Approve
478 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
479 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
480 Approve Disapprove Disapprove Disapprove Disapprove Disapprove
481 Approve Approve Approve Approve Approve Approve
482 Approve Approve Approve Disapprove Disapprove Approve
483 Approve Approve Approve Approve Approve Approve
484 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
485 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
486 Approve Disapprove Approve Disapprove Disapprove Approve
487 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
488 Approve Approve Approve Approve Approve Approve
489 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
490 Disapprove Disapprove Disapprove Disapprove Disapprove Approve
491 Approve Disapprove Disapprove Disapprove Approve Disapprove
492 Approve Disapprove Approve Disapprove Disapprove Approve
493 Disapprove Disapprove Disapprove Disapprove Disapprove Disapprove
494 Approve Disapprove Approve Disapprove Disapprove Approve
495 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 Somewhat concerned Yes Not so good Pessimistic A Democrat 18-29
8 Very concerned Yes Good Pessimistic A Democrat 65+
9 Somewhat concerned Yes Excellent Optimistic An Independent 65+
10 Very concerned Yes Good Pessimistic An Independent 30-49
11 Somewhat concerned Yes Poor Pessimistic An Independent 50-64
12 Not so concerned Yes Good Optimistic A Democrat 50-64
13 Very concerned No Good Pessimistic A Democrat 65+
14 Not concerned at all Yes Poor Pessimistic A Republican 50-64
15 Not so concerned Yes Poor Pessimistic An Independent 65+
16 Very concerned No Poor Pessimistic A Republican 50-64
17 Somewhat concerned No Poor Pessimistic An Independent 50-64
18 Somewhat concerned No Poor Pessimistic An Independent 30-49
19 Somewhat concerned Yes Not so good Pessimistic An Independent 65+
20 Not so concerned No Good Optimistic A Democrat 65+
21 Somewhat concerned Yes Good Pessimistic An Independent 50-64
22 Not so concerned Yes Good Pessimistic A Democrat 30-49
23 Very concerned Yes Excellent Optimistic A Democrat 50-64
24 Not so concerned Yes Poor Pessimistic A Republican 65+
25 Somewhat concerned Yes Good Optimistic An Independent 65+
26 Somewhat concerned Yes Good Optimistic An Independent 30-49
27 Somewhat concerned Yes Good Optimistic An Independent 30-49
28 Somewhat concerned No Good Pessimistic An Independent 65+
29 Not so concerned Yes Poor Pessimistic A Republican 65+
30 Not so concerned No Poor Pessimistic A Republican 65+
31 Somewhat concerned Yes Poor Pessimistic An Independent 50-64
32 Not so concerned No Poor Pessimistic Something else 65+
33 Somewhat concerned Yes Poor Pessimistic A Republican 65+
34 Not so concerned Yes Good Optimistic An Independent 30-49
35 Not so concerned Yes Excellent Optimistic A Democrat 30-49
36 Somewhat concerned Yes Not so good Optimistic An Independent 50-64
37 Somewhat concerned Yes Good Optimistic A Republican 50-64
38 Not so concerned Yes Not so good Pessimistic An Independent 30-49
39 Somewhat concerned Yes Good Optimistic A Democrat 30-49
40 Not so concerned Yes Good Optimistic An Independent 65+
41 Very concerned Yes Good Optimistic A Democrat 30-49
42 Very concerned Yes Good Optimistic An Independent 50-64
43 Very concerned Yes Good Optimistic A Democrat 50-64
44 Somewhat concerned No Poor Pessimistic An Independent 65+
45 Not so concerned No Good Pessimistic An Independent 50-64
46 Somewhat concerned Yes Good Optimistic A Democrat 50-64
47 Somewhat concerned Yes Good Optimistic A Democrat 65+
48 Not so concerned Yes Good Optimistic A Democrat 65+
49 Not so concerned Yes Good Pessimistic An Independent 65+
50 Not so concerned Yes Good Pessimistic An Independent 65+
51 Not so concerned Yes Excellent Optimistic An Independent 65+
52 Somewhat concerned Yes Poor Pessimistic A Republican 65+
53 Not so concerned Yes Poor Pessimistic A Republican 50-64
54 Somewhat concerned Yes Good Pessimistic An Independent 65+
55 Not so concerned Yes Not so good Pessimistic An Independent 18-29
56 Very concerned Yes Good Optimistic A Democrat 50-64
57 Very concerned Yes Good Pessimistic A Republican 50-64
58 Somewhat concerned Yes Poor Pessimistic An Independent 65+
59 Very concerned Yes Excellent Optimistic An Independent 50-64
60 Somewhat concerned Yes Good Optimistic A Democrat 30-49
61 Very concerned Yes Excellent Optimistic A Democrat 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 concerned at all No Poor Pessimistic An Independent 50-64
77 Somewhat concerned No Not so good Pessimistic An Independent 18-29
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 Not so good Pessimistic A Republican 50-64
106 Not so concerned Yes Not so good Pessimistic An Independent 50-64
107 Somewhat concerned No Poor Pessimistic An Independent 50-64
108 Somewhat concerned Yes Excellent Optimistic A Democrat 50-64
109 Somewhat concerned Yes Good Optimistic A Democrat 65+
110 Not so concerned Yes Good Optimistic Something else 50-64
111 Not so concerned No Poor Pessimistic An Independent 65+
112 Not concerned at all Yes Not so good Pessimistic A Republican 65+
113 Somewhat concerned Yes Not so good Pessimistic A Republican 65+
114 Somewhat concerned Yes Good Pessimistic An Independent 30-49
115 Very concerned Yes Excellent Optimistic A Democrat 30-49
116 Not concerned at all Yes Good Optimistic An Independent 30-49
117 Somewhat concerned Yes Good Optimistic A Democrat 30-49
118 Somewhat concerned Yes Good Optimistic A Democrat 30-49
119 Somewhat concerned Yes Poor Pessimistic A Republican 65+
120 Not so concerned Yes Poor Pessimistic A Republican 50-64
121 Not so concerned No Poor Pessimistic A Republican 30-49
122 Somewhat concerned Yes Not so good Pessimistic A Republican 50-64
123 Not so concerned No Good Pessimistic A Republican 30-49
124 Somewhat concerned Yes Not so good Pessimistic An Independent 65+
125 Somewhat concerned Yes Good Optimistic A Democrat 65+
126 Somewhat concerned Yes Good Optimistic A Democrat 18-29
127 Very concerned Yes Good Optimistic An Independent 50-64
128 Somewhat concerned Yes Excellent Pessimistic A Democrat 50-64
129 Somewhat concerned No Poor Pessimistic An Independent 50-64
130 Somewhat concerned Yes Not so good Pessimistic A Republican 65+
131 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
132 Very concerned Yes Good Pessimistic An Independent 18-29
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 Not concerned at all Yes Poor Pessimistic An Independent 18-29
146 Somewhat concerned Yes Not so good Optimistic A Republican 30-49
147 Very concerned Yes Good Optimistic A Democrat 65+
148 Somewhat concerned Yes Good Optimistic An Independent 65+
149 Not concerned at all No Poor Pessimistic Something else 30-49
150 Somewhat concerned Yes Good Pessimistic A Republican 50-64
151 Not so concerned Yes Good Pessimistic 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 Not so concerned Yes Good Optimistic A Democrat 18-29
158 Very concerned Yes Good Pessimistic A Democrat 30-49
159 Not so concerned Yes Poor Pessimistic A Republican 50-64
160 Not so concerned Yes Poor Pessimistic A Republican 65+
161 Not concerned at all No Poor Pessimistic A Republican 30-49
162 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
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 Somewhat concerned Yes Good Optimistic A Democrat 18-29
175 Not concerned at all Yes Poor Pessimistic A Republican 65+
176 Somewhat concerned Yes Not so good Pessimistic A Democrat 50-64
177 Not concerned at all No Poor Optimistic A Republican 30-49
178 Somewhat concerned Yes Excellent Optimistic A Democrat 30-49
179 Somewhat concerned Yes Poor Pessimistic A Republican 65+
180 Not concerned at all No Good Pessimistic An Independent 50-64
181 Not so concerned No Poor Pessimistic A Republican 65+
182 Very concerned Yes Poor Pessimistic An Independent 65+
183 Not so concerned Yes Not so good Pessimistic An Independent 50-64
184 Not concerned at all No Poor Pessimistic An Independent 50-64
185 Not so concerned No Not so good Pessimistic Something else 50-64
186 Somewhat concerned Yes Good Optimistic A Democrat 50-64
187 Not concerned at all Yes Poor Pessimistic An Independent 65+
188 Somewhat concerned Yes Not so good Pessimistic A Republican 30-49
189 Very concerned Yes Good Optimistic A Republican 50-64
190 Not so concerned Yes Excellent Optimistic An Independent 50-64
191 Not so concerned Yes Poor Optimistic Something else 65+
192 Very concerned Yes Excellent Optimistic A Democrat 65+
193 Somewhat concerned No Good Pessimistic A Republican 30-49
194 Somewhat concerned No Poor Pessimistic An Independent 65+
195 Not so concerned Yes Good Optimistic An Independent 50-64
196 Somewhat concerned Yes Good Optimistic A Democrat 30-49
197 Somewhat concerned Yes Good Optimistic A Democrat 65+
198 Very concerned Yes Excellent Optimistic A Democrat 50-64
199 Somewhat concerned Yes Good Pessimistic An Independent 30-49
200 Not so concerned No Not so good Pessimistic Something else 30-49
201 Somewhat concerned Yes Good Optimistic A Democrat 18-29
202 Somewhat concerned Yes Poor Pessimistic A Republican 65+
203 Somewhat concerned Yes Good Optimistic A Democrat 30-49
204 Not so concerned Yes Poor Pessimistic A Republican 50-64
205 Somewhat concerned Yes Poor Pessimistic A Republican 50-64
206 Very concerned Yes Excellent Optimistic A Democrat 50-64
207 Very concerned Yes Excellent Optimistic An Independent 65+
208 Somewhat concerned No Poor Pessimistic A Democrat 18-29
209 Somewhat concerned Yes Good Pessimistic A Democrat 50-64
210 Not concerned at all Yes Poor Pessimistic A Republican 30-49
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 No Good Optimistic Something else 18-29
215 Not so concerned Yes Poor Pessimistic A Republican 65+
216 Somewhat concerned Yes Good Optimistic A Republican 65+
217 Not concerned at all Yes Good Optimistic A Republican 30-49
218 Not so concerned Yes Excellent Optimistic A Democrat 18-29
219 Somewhat concerned No Poor Pessimistic An Independent 50-64
220 Somewhat concerned Yes Not so good Optimistic An Independent 65+
221 Somewhat concerned Yes Good Optimistic A Democrat 65+
222 Somewhat concerned Yes Good Optimistic An Independent 65+
223 Not so concerned Yes Excellent Optimistic A Democrat 50-64
224 Not concerned at all Yes Poor Pessimistic A Republican 65+
225 Somewhat concerned Yes Excellent Optimistic A Democrat 50-64
226 Very concerned No Good Optimistic A Democrat 18-29
227 Very concerned Yes Not so good Pessimistic A Democrat 65+
228 Not so concerned Yes Not so good Pessimistic An Independent 65+
229 Not concerned at all Yes Poor Pessimistic A Republican 50-64
230 Somewhat concerned Yes Good Optimistic An Independent 30-49
231 Not concerned at all No Poor Pessimistic An Independent 30-49
232 Somewhat concerned Yes Excellent Optimistic A Democrat 50-64
233 Somewhat concerned Yes Good Optimistic A Democrat 30-49
234 Not concerned at all No Not so good Pessimistic A Republican 18-29
235 Somewhat concerned Yes Good Optimistic A Democrat 30-49
236 Very concerned Yes Good Pessimistic A Republican 65+
237 Very concerned No Excellent Optimistic A Democrat 50-64
238 Somewhat concerned Yes Good Optimistic An Independent 50-64
239 Somewhat concerned Yes Poor Pessimistic A Republican 50-64
240 Not so concerned Yes Poor Optimistic A Republican 65+
241 Very concerned Yes Good Pessimistic A Democrat 65+
242 Not so concerned No Poor Pessimistic A Republican 50-64
243 Somewhat concerned Yes Poor Pessimistic A Republican 65+
244 Not so concerned Yes Not so good Pessimistic A Republican 30-49
245 Not concerned at all No Poor Pessimistic A Republican 30-49
246 Somewhat concerned Yes Poor Pessimistic An Independent 65+
247 Not so concerned Yes Not so good Pessimistic A Republican 65+
248 Somewhat concerned Yes Not so good Pessimistic Something else 65+
249 Not concerned at all Yes Not so good Optimistic A Republican 65+
250 Not so concerned No Poor Pessimistic A Republican 50-64
251 Not concerned at all No Not so good Pessimistic A Republican 30-49
252 Not so concerned No Poor Pessimistic A Republican 30-49
253 Not so concerned Yes Not so good Pessimistic A Republican 30-49
254 Somewhat concerned No Not so good Optimistic A Republican 30-49
255 Not concerned at all Yes Not so good Pessimistic An Independent 30-49
256 Somewhat concerned Yes Poor Pessimistic Something else 65+
257 Not concerned at all Yes Good Pessimistic A Republican 30-49
258 Not concerned at all No Poor Pessimistic A Republican 30-49
259 Very concerned Yes Not so good Optimistic A Republican 50-64
260 Not so concerned Yes Poor Pessimistic An Independent 50-64
261 Not so concerned Yes Good Optimistic An Independent 18-29
262 Not so concerned Yes Good Optimistic A Democrat 30-49
263 Very concerned Yes Excellent Optimistic A Democrat 65+
264 Not so concerned No Poor Pessimistic A Republican 50-64
265 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
266 Not so concerned Yes Good Optimistic An Independent 50-64
267 Somewhat concerned Yes Not so good Pessimistic A Republican 50-64
268 Not concerned at all Yes Poor Pessimistic A Republican 65+
269 Very concerned Yes Good Optimistic A Democrat 30-49
270 Somewhat concerned Yes Good Optimistic An Independent 65+
271 Not so concerned Yes Good Optimistic An Independent 30-49
272 Somewhat concerned Yes Good Optimistic A Democrat 50-64
273 Somewhat concerned Yes Not so good Pessimistic A Democrat 30-49
274 Somewhat concerned Yes Good Optimistic An Independent 50-64
275 Very concerned Yes Good Optimistic A Democrat 50-64
276 Somewhat concerned Yes Not so good Pessimistic An Independent 18-29
277 Somewhat concerned Yes Good Optimistic An Independent 50-64
278 Not so concerned Yes Poor Pessimistic A Republican 18-29
279 Not concerned at all Yes Poor Pessimistic A Republican 65+
280 Somewhat concerned Yes Poor Pessimistic A Republican 65+
281 Very concerned Yes Excellent Optimistic A Democrat 50-64
282 Somewhat concerned Yes Good Optimistic An Independent 65+
283 Not so concerned No Poor Pessimistic A Republican 50-64
284 Not so concerned Yes Not so good Pessimistic An Independent 18-29
285 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
286 Not so concerned Yes Poor Pessimistic A Democrat 30-49
287 Somewhat concerned Yes Good Optimistic A Democrat 50-64
288 Somewhat concerned Yes Excellent Optimistic A Democrat 30-49
289 Very concerned Yes Excellent Optimistic An Independent 65+
290 Somewhat concerned Yes Good Optimistic A Democrat 65+
291 Not so concerned No Not so good Pessimistic A Democrat 30-49
292 Somewhat concerned Yes Poor Pessimistic A Republican 65+
293 Somewhat concerned Yes Poor Pessimistic An Independent 50-64
294 Very concerned Yes Good Optimistic A Democrat 18-29
295 Not concerned at all No Not so good Pessimistic A Republican 65+
296 Somewhat concerned Yes Poor Pessimistic A Republican 50-64
297 Not so concerned No Poor Pessimistic An Independent 50-64
298 Not concerned at all Yes Not so good Optimistic A Republican 18-29
299 Somewhat concerned Yes Not so good Pessimistic A Republican 30-49
300 Somewhat concerned Yes Excellent Optimistic An Independent 50-64
301 Somewhat concerned Yes Good Optimistic A Democrat 65+
302 Very concerned Yes Poor Optimistic An Independent 30-49
303 Very concerned Yes Excellent Optimistic A Democrat 65+
304 Not concerned at all No Poor Pessimistic An Independent 30-49
305 Not so concerned No Good Pessimistic An Independent 30-49
306 Not so concerned Yes Poor Pessimistic A Republican 30-49
307 Very concerned Yes Excellent Optimistic A Democrat 50-64
308 Not concerned at all Yes Poor Pessimistic A Republican 50-64
309 Not so concerned Yes Poor Pessimistic A Republican 65+
310 Not so concerned No Poor Pessimistic An Independent 65+
311 Not so concerned Yes Good Optimistic An Independent 65+
312 Very concerned Yes Good Optimistic An Independent 18-29
313 Very concerned Yes Excellent Optimistic Something else 65+
314 Not so concerned No Not so good Pessimistic A Democrat 30-49
315 Not so concerned Yes Good Pessimistic A Republican 30-49
316 Somewhat concerned Yes Good Pessimistic A Democrat 18-29
317 Somewhat concerned Yes Not so good Pessimistic A Democrat 65+
318 Somewhat concerned Yes Good Optimistic A Democrat 30-49
319 Somewhat concerned Yes Good Optimistic A Democrat 65+
320 Somewhat concerned Yes Good Optimistic An Independent 30-49
321 Very concerned Yes Not so good Pessimistic A Republican 50-64
322 Somewhat concerned Yes Good Pessimistic A Democrat 18-29
323 Somewhat concerned Yes Good Optimistic A Democrat 30-49
324 Very concerned Yes Good Pessimistic A Democrat 50-64
325 Somewhat concerned Yes Not so good Optimistic A Republican 50-64
326 Very concerned Yes Excellent Optimistic A Democrat 50-64
327 Very concerned Yes Good Optimistic An Independent 50-64
328 Somewhat concerned Yes Good Optimistic An Independent 65+
329 Not so concerned No Poor Pessimistic An Independent 30-49
330 Very concerned Yes Good Pessimistic An Independent 30-49
331 Somewhat concerned Yes Not so good Pessimistic A Republican 65+
332 Very concerned Yes Good Optimistic A Democrat 18-29
333 Somewhat concerned No Poor Pessimistic A Republican 18-29
334 Very concerned No Not so good Pessimistic An Independent 30-49
335 Not so concerned Yes Good Optimistic A Republican 18-29
336 Somewhat concerned Yes Good Optimistic An Independent 50-64
337 Not so concerned Yes Not so good Pessimistic A Republican 50-64
338 Not concerned at all Yes Poor Pessimistic A Republican 65+
339 Not so concerned Yes Not so good Optimistic A Republican 50-64
340 Somewhat concerned Yes Not so good Optimistic A Democrat 18-29
341 Not so concerned Yes Good Optimistic A Democrat 18-29
342 Not so concerned Yes Poor Pessimistic A Republican 50-64
343 Very concerned Yes Not so good Pessimistic An Independent 18-29
344 Somewhat concerned Yes Good Pessimistic A Democrat 30-49
345 Not so concerned Yes Poor Pessimistic An Independent 65+
346 Not so concerned No Poor Pessimistic Something else 50-64
347 Not concerned at all Yes Poor Pessimistic An Independent 65+
348 Not so concerned Yes Good Pessimistic A Democrat 30-49
349 Very concerned Yes Good Optimistic An Independent 30-49
350 Not so concerned Yes Not so good Pessimistic A Republican 50-64
351 Somewhat concerned Yes Poor Pessimistic An Independent 30-49
352 Very concerned Yes Good Optimistic An Independent 30-49
353 Not so concerned No Poor Pessimistic A Republican 30-49
354 Very concerned Yes Poor Pessimistic A Republican 18-29
355 Somewhat concerned Yes Good Pessimistic An Independent 18-29
356 Very concerned No Poor Pessimistic Something else 18-29
357 Somewhat concerned Yes Good Optimistic A Democrat 18-29
358 Very concerned Yes Good Optimistic A Democrat 18-29
359 Somewhat concerned No Good Optimistic An Independent 18-29
360 Not so concerned Yes Not so good Optimistic An Independent 18-29
361 Not so concerned Yes Poor Pessimistic A Republican 18-29
362 Not so concerned No Poor Pessimistic A Republican 50-64
363 Somewhat concerned Yes Good Optimistic A Democrat 18-29
364 Not so concerned Yes Not so good Pessimistic A Republican 18-29
365 Not concerned at all No Poor Optimistic Something else 18-29
366 Not so concerned No Poor Pessimistic An Independent 65+
367 Very concerned Yes Not so good Optimistic An Independent 30-49
368 Not concerned at all Yes Poor Pessimistic An Independent 50-64
369 Not concerned at all No Not so good Pessimistic Something else 18-29
370 Very concerned Yes Poor Pessimistic A Democrat 30-49
371 Somewhat concerned Yes Not so good Pessimistic A Republican 50-64
372 Somewhat concerned Yes Good Optimistic Something else 50-64
373 Somewhat concerned Yes Good Optimistic A Democrat 50-64
374 Somewhat concerned Yes Not so good Optimistic A Democrat 18-29
375 Somewhat concerned Yes Good Optimistic A Democrat 50-64
376 Not so concerned Yes Poor Pessimistic A Republican 50-64
377 Not so concerned No Not so good Optimistic A Republican 30-49
378 Not so concerned Yes Excellent Optimistic A Democrat 18-29
379 Somewhat concerned Yes Good Optimistic An Independent 18-29
380 Not concerned at all Yes Good Optimistic An Independent 18-29
381 Somewhat concerned Yes Good Optimistic A Democrat 65+
382 Very concerned Yes Good Optimistic A Democrat 65+
383 Very concerned Yes Good Optimistic A Democrat 65+
384 Somewhat concerned Yes Excellent Optimistic A Democrat 30-49
385 Somewhat concerned Yes Poor Pessimistic An Independent 50-64
386 Somewhat concerned Yes Good Pessimistic A Democrat 30-49
387 Somewhat concerned No Good Optimistic Something else 18-29
388 Not so concerned No Not so good Pessimistic A Republican 30-49
389 Somewhat concerned Yes Good Pessimistic Something else 30-49
390 Very concerned Yes Excellent Optimistic A Democrat 50-64
391 Not so concerned Yes Good Pessimistic A Democrat 50-64
392 Not so concerned No Poor Pessimistic An Independent 50-64
393 Very concerned Yes Not so good Optimistic Something else 30-49
394 Not so concerned Yes Poor Pessimistic An Independent 30-49
395 Not so concerned Yes Not so good Pessimistic Something else 30-49
396 Not so concerned Yes Poor Pessimistic A Republican 65+
397 Very concerned Yes Good Optimistic An Independent 30-49
398 Very concerned Yes Good Pessimistic A Democrat 50-64
399 Not concerned at all Yes Excellent Optimistic A Democrat 30-49
400 Not so concerned Yes Good Optimistic An Independent 50-64
401 Not concerned at all No Poor Pessimistic A Republican 30-49
402 Not concerned at all Yes Good Pessimistic A Republican 30-49
403 Not so concerned Yes Not so good Pessimistic An Independent 65+
404 Very concerned Yes Good Pessimistic A Democrat 30-49
405 Somewhat concerned No Good Optimistic An Independent 30-49
406 Somewhat concerned Yes Not so good Pessimistic An Independent 65+
407 Somewhat concerned Yes Good Pessimistic An Independent 18-29
408 Somewhat concerned Yes Excellent Pessimistic A Democrat 30-49
409 Somewhat concerned Yes Excellent Optimistic A Democrat 30-49
410 Not concerned at all Yes Good Optimistic A Democrat 50-64
411 Very concerned Yes Good Pessimistic A Democrat 30-49
412 Not so concerned No Not so good Pessimistic A Democrat 18-29
413 Not so concerned Yes Poor Pessimistic A Republican 65+
414 Somewhat concerned Yes Not so good Pessimistic A Republican 30-49
415 Somewhat concerned No Poor Pessimistic A Republican 50-64
416 Somewhat concerned Yes Good Pessimistic An Independent 65+
417 Somewhat concerned No Not so good Pessimistic An Independent 18-29
418 Not so concerned No Poor Pessimistic A Republican 30-49
419 Somewhat concerned Yes Good Optimistic Something else 50-64
420 Not concerned at all No Poor Pessimistic A Republican 50-64
421 Very concerned Yes Poor Pessimistic A Republican 65+
422 Somewhat concerned Yes Good Pessimistic A Democrat 65+
423 Somewhat concerned Yes Not so good Optimistic An Independent 30-49
424 Somewhat concerned Yes Poor Pessimistic A Republican 30-49
425 Somewhat concerned Yes Good Optimistic An Independent 50-64
426 Somewhat concerned Yes Good Optimistic A Democrat 30-49
427 Not so concerned Yes Poor Pessimistic Something else 30-49
428 Somewhat concerned Yes Good Optimistic A Democrat 50-64
429 Somewhat concerned Yes Good Optimistic A Democrat 30-49
430 Very concerned Yes Excellent Optimistic A Democrat 65+
431 Somewhat concerned Yes Good Optimistic An Independent 50-64
432 Very concerned Yes Good Optimistic A Democrat 30-49
433 Somewhat concerned Yes Excellent Optimistic A Democrat 65+
434 Somewhat concerned Yes Not so good Pessimistic A Democrat 18-29
435 Not so concerned Yes Good Optimistic A Democrat 50-64
436 Not so concerned No Not so good Pessimistic A Republican 30-49
437 Not so concerned Yes Poor Pessimistic A Republican 50-64
438 Not so concerned Yes Poor Pessimistic An Independent 65+
439 Not so concerned Yes Not so good Pessimistic An Independent 65+
440 Not concerned at all No Poor Pessimistic A Republican 18-29
441 Not so concerned No Poor Pessimistic A Republican 30-49
442 Very concerned Yes Good Optimistic A Democrat 18-29
443 Somewhat concerned Yes Good Pessimistic A Democrat 65+
444 Not so concerned Yes Good Optimistic A Democrat 65+
445 Somewhat concerned Yes Good Pessimistic A Democrat 50-64
446 Very concerned Yes Good Optimistic An Independent 65+
447 Not concerned at all No Poor Pessimistic An Independent 50-64
448 Not so concerned No Not so good Pessimistic A Republican 50-64
449 Very concerned Yes Good Optimistic A Democrat 30-49
450 Somewhat concerned Yes Good Optimistic A Democrat 50-64
451 Somewhat concerned No Good Optimistic A Democrat 18-29
452 Somewhat concerned Yes Good Optimistic A Democrat 65+
453 Not concerned at all Yes Good Pessimistic A Republican 50-64
454 Somewhat concerned Yes Not so good Pessimistic A Republican 50-64
455 Not concerned at all Yes Poor Pessimistic A Republican 30-49
456 Not concerned at all No Good Optimistic A Democrat 50-64
457 Somewhat concerned Yes Good Optimistic A Democrat 50-64
458 Not concerned at all Yes Good Pessimistic An Independent 30-49
459 Somewhat concerned No Excellent Pessimistic A Democrat 65+
460 Very concerned No Poor Pessimistic An Independent 30-49
461 Somewhat concerned Yes Good Optimistic An Independent 50-64
462 Somewhat concerned Yes Good Pessimistic A Democrat 30-49
463 Somewhat concerned Yes Good Pessimistic An Independent 30-49
464 Not so concerned Yes Good Optimistic A Democrat 50-64
465 Somewhat concerned No Good Pessimistic A Democrat 30-49
466 Somewhat concerned Yes Poor Pessimistic A Democrat 30-49
467 Not so concerned Yes Poor Pessimistic An Independent 50-64
468 Very concerned Yes Good Optimistic A Democrat 50-64
469 Not concerned at all No Poor Pessimistic A Republican 30-49
470 Not so concerned Yes Good Optimistic A Democrat 65+
471 Not concerned at all Yes Not so good Optimistic A Republican 30-49
472 Not concerned at all Yes Not so good Pessimistic A Republican 18-29
473 Not so concerned Yes Good Optimistic Something else 30-49
474 Somewhat concerned No Not so good Pessimistic An Independent 30-49
475 Somewhat concerned No Good Pessimistic An Independent 18-29
476 Somewhat concerned Yes Good Optimistic A Democrat 30-49
477 Somewhat concerned Yes Excellent Optimistic A Democrat 30-49
478 Somewhat concerned No Good Pessimistic Something else 30-49
479 Not so concerned No Not so good Pessimistic A Republican 30-49
480 Not so concerned Yes Not so good Pessimistic A Republican 65+
481 Somewhat concerned Yes Excellent Pessimistic An Independent 50-64
482 Somewhat concerned Yes Good Pessimistic Something else 65+
483 Not so concerned Yes Excellent Optimistic A Democrat 50-64
484 Not concerned at all Yes Poor Pessimistic An Independent 50-64
485 Very concerned No Not so good Pessimistic A Republican 65+
486 Somewhat concerned Yes Good Optimistic A Democrat 50-64
487 Somewhat concerned Yes Not so good Pessimistic An Independent 65+
488 Somewhat concerned Yes Good Optimistic A Democrat 30-49
489 Not concerned at all Yes Good Pessimistic An Independent 18-29
490 Very concerned Yes Poor Optimistic An Independent 30-49
491 Not so concerned Yes Poor Pessimistic An Independent 18-29
492 Somewhat concerned Yes Good Optimistic A Democrat 50-64
493 Not concerned at all Yes Not so good Optimistic A Republican 50-64
494 Very concerned No Good Pessimistic Something else 18-29
495 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 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 0.7541
11 No, I am not willing to be interviewed 0.9802
12 Yes, I am willing to be interviewed 0.4312
13 No, I am not willing to be interviewed 0.3791
14 No, I am not willing to be interviewed 0.7806
15 No, I am not willing to be interviewed 0.9526
16 No, I am not willing to be interviewed 0.6934
17 No, I am not willing to be interviewed 0.7116
18 No, I am not willing to be interviewed 1.1178
19 No, I am not willing to be interviewed 1.0967
20 No, I am not willing to be interviewed 0.5569
21 Yes, I am willing to be interviewed 0.7256
22 No, I am not willing to be interviewed 0.5788
23 No, I am not willing to be interviewed 0.4520
24 No, I am not willing to be interviewed 0.5786
25 No, I am not willing to be interviewed 0.8143
26 No, I am not willing to be interviewed 2.1221
27 No, I am not willing to be interviewed 0.9763
28 No, I am not willing to be interviewed 0.6996
29 Yes, I am willing to be interviewed 0.4123
30 No, I am not willing to be interviewed 0.6217
31 No, I am not willing to be interviewed 0.7486
32 No, I am not willing to be interviewed 0.9896
33 No, I am not willing to be interviewed 0.6934
34 Yes, I am willing to be interviewed 0.9793
35 No, I am not willing to be interviewed 0.5524
36 No, I am not willing to be interviewed 1.2767
37 No, I am not willing to be interviewed 0.6934
38 No, I am not willing to be interviewed 1.2446
39 No, I am not willing to be interviewed 0.8098
40 Yes, I am willing to be interviewed 0.6980
41 No, I am not willing to be interviewed 0.7557
42 Yes, I am willing to be interviewed 0.6346
43 No, I am not willing to be interviewed 1.5368
44 No, I am not willing to be interviewed 0.8383
45 No, I am not willing to be interviewed 0.8617
46 No, I am not willing to be interviewed 0.4555
47 No, I am not willing to be interviewed 0.4188
48 No, I am not willing to be interviewed 0.3495
49 Yes, I am willing to be interviewed 0.7631
50 No, I am not willing to be interviewed 0.9196
51 Yes, I am willing to be interviewed 0.5744
52 No, I am not willing to be interviewed 0.8202
53 Yes, I am willing to be interviewed 0.5948
54 Yes, I am willing to be interviewed 0.6133
55 No, I am not willing to be interviewed 2.7723
56 Yes, I am willing to be interviewed 0.5507
57 Yes, I am willing to be interviewed 0.8891
58 No, I am not willing to be interviewed 1.0489
59 Yes, I am willing to be interviewed 0.7350
60 No, I am not willing to be interviewed 0.8451
61 Yes, I am willing to be interviewed 0.5577
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 Yes, I am willing to be interviewed 0.9157
77 Yes, I am willing to be interviewed 1.2324
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 No, I am not willing to be interviewed 0.8437
106 Yes, I am willing to be interviewed 0.5324
107 Yes, I am willing to be interviewed 1.0406
108 Yes, I am willing to be interviewed 1.3002
109 No, I am not willing to be interviewed 0.4643
110 No, I am not willing to be interviewed 1.1183
111 Yes, I am willing to be interviewed 0.6413
112 No, I am not willing to be interviewed 1.0409
113 No, I am not willing to be interviewed 0.5769
114 No, I am not willing to be interviewed 1.3358
115 Yes, I am willing to be interviewed 1.3260
116 Yes, I am willing to be interviewed 0.9793
117 No, I am not willing to be interviewed 0.7239
118 No, I am not willing to be interviewed 1.9060
119 No, I am not willing to be interviewed 0.7535
120 No, I am not willing to be interviewed 1.0462
121 Yes, I am willing to be interviewed 0.6818
122 No, I am not willing to be interviewed 0.8259
123 No, I am not willing to be interviewed 0.6210
124 No, I am not willing to be interviewed 0.9049
125 No, I am not willing to be interviewed 0.5683
126 No, I am not willing to be interviewed 1.2427
127 No, I am not willing to be interviewed 1.0638
128 Yes, I am willing to be interviewed 0.3743
129 No, I am not willing to be interviewed 0.8249
130 No, I am not willing to be interviewed 0.6580
131 No, I am not willing to be interviewed 0.6061
132 No, I am not willing to be interviewed 1.5142
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 2.1104
146 Yes, I am willing to be interviewed 1.0316
147 Yes, I am willing to be interviewed 0.6170
148 No, I am not willing to be interviewed 0.9196
149 No, I am not willing to be interviewed 1.5133
150 No, I am not willing to be interviewed 0.7885
151 No, I am not willing to be interviewed 2.4138
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 No, I am not willing to be interviewed 0.9859
158 Yes, I am willing to be interviewed 0.6126
159 No, I am not willing to be interviewed 0.6582
160 No, I am not willing to be interviewed 0.6673
161 No, I am not willing to be interviewed 0.9258
162 Yes, I am willing to be interviewed 0.4330
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 1.0715
175 No, I am not willing to be interviewed 0.4948
176 No, I am not willing to be interviewed 0.4646
177 No, I am not willing to be interviewed 2.1718
178 No, I am not willing to be interviewed 0.8072
179 No, I am not willing to be interviewed 0.6143
180 No, I am not willing to be interviewed 0.8178
181 No, I am not willing to be interviewed 0.8848
182 No, I am not willing to be interviewed 0.6081
183 No, I am not willing to be interviewed 0.6582
184 No, I am not willing to be interviewed 1.1928
185 Yes, I am willing to be interviewed 0.9977
186 Yes, I am willing to be interviewed 1.1315
187 No, I am not willing to be interviewed 1.1193
188 Yes, I am willing to be interviewed 0.6380
189 No, I am not willing to be interviewed 0.6039
190 No, I am not willing to be interviewed 0.7640
191 No, I am not willing to be interviewed 1.0124
192 Yes, I am willing to be interviewed 0.5148
193 No, I am not willing to be interviewed 0.9076
194 Yes, I am willing to be interviewed 0.6423
195 No, I am not willing to be interviewed 2.2728
196 Yes, I am willing to be interviewed 0.5659
197 No, I am not willing to be interviewed 0.8256
198 No, I am not willing to be interviewed 0.4878
199 No, I am not willing to be interviewed 1.0386
200 No, I am not willing to be interviewed 1.3772
201 Yes, I am willing to be interviewed 1.8662
202 No, I am not willing to be interviewed 0.6826
203 No, I am not willing to be interviewed 0.7797
204 Yes, I am willing to be interviewed 0.5717
205 No, I am not willing to be interviewed 2.2466
206 No, I am not willing to be interviewed 2.2064
207 No, I am not willing to be interviewed 0.5579
208 No, I am not willing to be interviewed 2.0155
209 No, I am not willing to be interviewed 0.4259
210 No, I am not willing to be interviewed 0.9449
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 1.8931
215 No, I am not willing to be interviewed 0.5126
216 No, I am not willing to be interviewed 0.7218
217 No, I am not willing to be interviewed 0.7556
218 No, I am not willing to be interviewed 1.5871
219 No, I am not willing to be interviewed 1.1562
220 No, I am not willing to be interviewed 1.0140
221 No, I am not willing to be interviewed 0.4005
222 Yes, I am willing to be interviewed 2.0430
223 No, I am not willing to be interviewed 0.5318
224 Yes, I am willing to be interviewed 0.7419
225 No, I am not willing to be interviewed 1.3210
226 Yes, I am willing to be interviewed 3.0955
227 No, I am not willing to be interviewed 0.5148
228 No, I am not willing to be interviewed 0.5493
229 No, I am not willing to be interviewed 0.8879
230 Yes, I am willing to be interviewed 1.9886
231 Yes, I am willing to be interviewed 1.2728
232 No, I am not willing to be interviewed 0.4415
233 No, I am not willing to be interviewed 0.8360
234 No, I am not willing to be interviewed 1.4815
235 Yes, I am willing to be interviewed 1.3001
236 No, I am not willing to be interviewed 0.5957
237 Yes, I am willing to be interviewed 2.1664
238 No, I am not willing to be interviewed 0.8752
239 No, I am not willing to be interviewed 0.5311
240 No, I am not willing to be interviewed 0.8272
241 Yes, I am willing to be interviewed 1.4298
242 No, I am not willing to be interviewed 1.2043
243 No, I am not willing to be interviewed 1.5909
244 No, I am not willing to be interviewed 0.8437
245 Yes, I am willing to be interviewed 0.7901
246 No, I am not willing to be interviewed 0.6611
247 Yes, I am willing to be interviewed 0.5206
248 No, I am not willing to be interviewed 1.1163
249 No, I am not willing to be interviewed 0.6298
250 No, I am not willing to be interviewed 0.6406
251 Yes, I am willing to be interviewed 0.9646
252 Yes, I am willing to be interviewed 0.8011
253 No, I am not willing to be interviewed 0.8816
254 No, I am not willing to be interviewed 1.1212
255 No, I am not willing to be interviewed 0.9793
256 No, I am not willing to be interviewed 1.1602
257 Yes, I am willing to be interviewed 1.0061
258 Yes, I am willing to be interviewed 1.9621
259 No, I am not willing to be interviewed 0.8618
260 No, I am not willing to be interviewed 1.0211
261 Yes, I am willing to be interviewed 1.3762
262 Yes, I am willing to be interviewed 1.1040
263 No, I am not willing to be interviewed 0.5148
264 Yes, I am willing to be interviewed 0.6934
265 No, I am not willing to be interviewed 0.3732
266 No, I am not willing to be interviewed 0.8158
267 No, I am not willing to be interviewed 0.6039
268 Yes, I am willing to be interviewed 0.7269
269 Yes, I am willing to be interviewed 0.6419
270 Yes, I am willing to be interviewed 0.9835
271 No, I am not willing to be interviewed 0.8493
272 No, I am not willing to be interviewed 0.5641
273 No, I am not willing to be interviewed 2.2496
274 No, I am not willing to be interviewed 0.8751
275 No, I am not willing to be interviewed 1.9322
276 No, I am not willing to be interviewed 1.3568
277 Yes, I am willing to be interviewed 1.8116
278 No, I am not willing to be interviewed 1.1944
279 Yes, I am willing to be interviewed 0.4797
280 No, I am not willing to be interviewed 0.7378
281 No, I am not willing to be interviewed 0.3618
282 No, I am not willing to be interviewed 0.9340
283 No, I am not willing to be interviewed 0.7591
284 No, I am not willing to be interviewed 1.3781
285 Yes, I am willing to be interviewed 1.5368
286 Yes, I am willing to be interviewed 0.6168
287 No, I am not willing to be interviewed 0.8156
288 Yes, I am willing to be interviewed 0.9080
289 No, I am not willing to be interviewed 0.6133
290 No, I am not willing to be interviewed 0.6267
291 No, I am not willing to be interviewed 1.1568
292 No, I am not willing to be interviewed 0.5901
293 No, I am not willing to be interviewed 0.9604
294 No, I am not willing to be interviewed 2.1206
295 No, I am not willing to be interviewed 0.5292
296 No, I am not willing to be interviewed 0.8462
297 No, I am not willing to be interviewed 1.1110
298 No, I am not willing to be interviewed 1.2973
299 No, I am not willing to be interviewed 0.7885
300 No, I am not willing to be interviewed 0.9451
301 Yes, I am willing to be interviewed 0.4962
302 Yes, I am willing to be interviewed 1.4488
303 No, I am not willing to be interviewed 0.5595
304 No, I am not willing to be interviewed 0.8451
305 No, I am not willing to be interviewed 1.3289
306 No, I am not willing to be interviewed 0.7622
307 No, I am not willing to be interviewed 0.4038
308 No, I am not willing to be interviewed 0.8618
309 Yes, I am willing to be interviewed 0.4296
310 No, I am not willing to be interviewed 0.7578
311 Yes, I am willing to be interviewed 0.5324
312 No, I am not willing to be interviewed 1.6534
313 No, I am not willing to be interviewed 2.8575
314 Yes, I am willing to be interviewed 0.7588
315 No, I am not willing to be interviewed 0.7846
316 No, I am not willing to be interviewed 0.9257
317 No, I am not willing to be interviewed 0.5568
318 No, I am not willing to be interviewed 1.1564
319 No, I am not willing to be interviewed 0.8778
320 No, I am not willing to be interviewed 1.2338
321 No, I am not willing to be interviewed 1.3530
322 Yes, I am willing to be interviewed 0.9332
323 Yes, I am willing to be interviewed 0.5788
324 No, I am not willing to be interviewed 1.2378
325 Yes, I am willing to be interviewed 0.6882
326 Yes, I am willing to be interviewed 0.5083
327 Yes, I am willing to be interviewed 0.7590
328 Yes, I am willing to be interviewed 0.7922
329 Yes, I am willing to be interviewed 0.8866
330 Yes, I am willing to be interviewed 1.1323
331 No, I am not willing to be interviewed 0.6826
332 No, I am not willing to be interviewed 0.9639
333 No, I am not willing to be interviewed 1.4648
334 Yes, I am willing to be interviewed 0.8118
335 No, I am not willing to be interviewed 1.3761
336 Yes, I am willing to be interviewed 0.7116
337 Yes, I am willing to be interviewed 0.6582
338 No, I am not willing to be interviewed 0.5374
339 Yes, I am willing to be interviewed 0.6609
340 No, I am not willing to be interviewed 0.9287
341 No, I am not willing to be interviewed 0.9433
342 No, I am not willing to be interviewed 0.7183
343 No, I am not willing to be interviewed 2.3210
344 No, I am not willing to be interviewed 0.7850
345 No, I am not willing to be interviewed 0.8484
346 No, I am not willing to be interviewed 1.1026
347 No, I am not willing to be interviewed 0.7172
348 Yes, I am willing to be interviewed 0.8383
349 No, I am not willing to be interviewed 2.1023
350 No, I am not willing to be interviewed 0.6315
351 Yes, I am willing to be interviewed 0.9512
352 No, I am not willing to be interviewed 1.0312
353 Yes, I am willing to be interviewed 0.9179
354 No, I am not willing to be interviewed 1.2451
355 No, I am not willing to be interviewed 1.8431
356 No, I am not willing to be interviewed 1.6095
357 No, I am not willing to be interviewed 3.0588
358 No, I am not willing to be interviewed 1.0227
359 No, I am not willing to be interviewed 1.5021
360 No, I am not willing to be interviewed 4.7289
361 No, I am not willing to be interviewed 1.0292
362 Yes, I am willing to be interviewed 0.7303
363 No, I am not willing to be interviewed 0.9287
364 No, I am not willing to be interviewed 1.1501
365 No, I am not willing to be interviewed 2.4553
366 Yes, I am willing to be interviewed 0.7648
367 Yes, I am willing to be interviewed 1.3290
368 No, I am not willing to be interviewed 1.0223
369 Yes, I am willing to be interviewed 1.9497
370 No, I am not willing to be interviewed 0.5788
371 No, I am not willing to be interviewed 0.6556
372 No, I am not willing to be interviewed 2.3801
373 Yes, I am willing to be interviewed 0.5126
374 No, I am not willing to be interviewed 0.8385
375 Yes, I am willing to be interviewed 0.7889
376 No, I am not willing to be interviewed 0.4838
377 Yes, I am willing to be interviewed 0.9139
378 Yes, I am willing to be interviewed 0.8008
379 No, I am not willing to be interviewed 1.5481
380 No, I am not willing to be interviewed 1.4188
381 No, I am not willing to be interviewed 0.4821
382 No, I am not willing to be interviewed 1.0239
383 Yes, I am willing to be interviewed 0.4542
384 No, I am not willing to be interviewed 0.7573
385 No, I am not willing to be interviewed 0.7962
386 No, I am not willing to be interviewed 0.6190
387 Yes, I am willing to be interviewed 2.3369
388 No, I am not willing to be interviewed 1.5893
389 No, I am not willing to be interviewed 1.2113
390 Yes, I am willing to be interviewed 0.3862
391 Yes, I am willing to be interviewed 0.6434
392 Yes, I am willing to be interviewed 0.9651
393 No, I am not willing to be interviewed 1.3139
394 No, I am not willing to be interviewed 1.2227
395 Yes, I am willing to be interviewed 0.6805
396 Yes, I am willing to be interviewed 0.6497
397 No, I am not willing to be interviewed 1.2532
398 No, I am not willing to be interviewed 0.4005
399 No, I am not willing to be interviewed 0.8142
400 Yes, I am willing to be interviewed 0.5905
401 No, I am not willing to be interviewed 0.8953
402 Yes, I am willing to be interviewed 0.7901
403 No, I am not willing to be interviewed 1.0711
404 No, I am not willing to be interviewed 1.2093
405 Yes, I am willing to be interviewed 3.6085
406 Yes, I am willing to be interviewed 0.5493
407 No, I am not willing to be interviewed 2.0064
408 No, I am not willing to be interviewed 0.9907
409 No, I am not willing to be interviewed 0.7625
410 Yes, I am willing to be interviewed 0.5318
411 No, I am not willing to be interviewed 1.7585
412 No, I am not willing to be interviewed 2.5158
413 Yes, I am willing to be interviewed 0.5174
414 No, I am not willing to be interviewed 0.7622
415 No, I am not willing to be interviewed 0.8158
416 No, I am not willing to be interviewed 0.8515
417 No, I am not willing to be interviewed 3.7417
418 No, I am not willing to be interviewed 1.0555
419 No, I am not willing to be interviewed 0.9065
420 No, I am not willing to be interviewed 1.4205
421 Yes, I am willing to be interviewed 0.6217
422 No, I am not willing to be interviewed 0.4165
423 No, I am not willing to be interviewed 3.1176
424 No, I am not willing to be interviewed 0.5923
425 Yes, I am willing to be interviewed 0.9776
426 Yes, I am willing to be interviewed 0.6319
427 Yes, I am willing to be interviewed 0.8280
428 Yes, I am willing to be interviewed 0.6434
429 No, I am not willing to be interviewed 1.4336
430 Yes, I am willing to be interviewed 0.5101
431 Yes, I am willing to be interviewed 0.8617
432 Yes, I am willing to be interviewed 0.5918
433 No, I am not willing to be interviewed 0.4364
434 Yes, I am willing to be interviewed 2.5859
435 Yes, I am willing to be interviewed 1.3333
436 No, I am not willing to be interviewed 0.9297
437 No, I am not willing to be interviewed 0.5522
438 Yes, I am willing to be interviewed 0.9361
439 No, I am not willing to be interviewed 0.5744
440 No, I am not willing to be interviewed 2.7143
441 Yes, I am willing to be interviewed 0.5120
442 No, I am not willing to be interviewed 1.2427
443 Yes, I am willing to be interviewed 0.4683
444 Yes, I am willing to be interviewed 0.3240
445 No, I am not willing to be interviewed 1.9050
446 Yes, I am willing to be interviewed 0.7849
447 Yes, I am willing to be interviewed 0.7125
448 No, I am not willing to be interviewed 0.7153
449 No, I am not willing to be interviewed 1.8266
450 No, I am not willing to be interviewed 1.4336
451 No, I am not willing to be interviewed 1.2994
452 Yes, I am willing to be interviewed 0.7508
453 No, I am not willing to be interviewed 0.5901
454 Yes, I am willing to be interviewed 0.5200
455 No, I am not willing to be interviewed 0.7300
456 Yes, I am willing to be interviewed 1.3005
457 Yes, I am willing to be interviewed 0.3922
458 Yes, I am willing to be interviewed 1.2667
459 No, I am not willing to be interviewed 0.4542
460 No, I am not willing to be interviewed 1.8529
461 No, I am not willing to be interviewed 1.0174
462 No, I am not willing to be interviewed 0.6663
463 No, I am not willing to be interviewed 1.0875
464 No, I am not willing to be interviewed 0.6806
465 No, I am not willing to be interviewed 2.6918
466 Yes, I am willing to be interviewed 1.5398
467 Yes, I am willing to be interviewed 1.0489
468 No, I am not willing to be interviewed 0.7745
469 No, I am not willing to be interviewed 0.5734
470 No, I am not willing to be interviewed 0.6209
471 No, I am not willing to be interviewed 0.9056
472 No, I am not willing to be interviewed 0.9658
473 No, I am not willing to be interviewed 0.9246
474 No, I am not willing to be interviewed 1.5253
475 No, I am not willing to be interviewed 1.8271
476 Yes, I am willing to be interviewed 0.5659
477 No, I am not willing to be interviewed 0.4038
478 Yes, I am willing to be interviewed 1.2585
479 No, I am not willing to be interviewed 1.1559
480 No, I am not willing to be interviewed 0.4431
481 No, I am not willing to be interviewed 0.9466
482 Yes, I am willing to be interviewed 1.1392
483 No, I am not willing to be interviewed 0.5280
484 No, I am not willing to be interviewed 0.5579
485 No, I am not willing to be interviewed 0.7218
486 Yes, I am willing to be interviewed 1.3298
487 No, I am not willing to be interviewed 0.9196
488 No, I am not willing to be interviewed 0.7389
489 Yes, I am willing to be interviewed 2.1002
490 No, I am not willing to be interviewed 1.0621
491 Yes, I am willing to be interviewed 1.5343
492 Yes, I am willing to be interviewed 0.9738
493 Yes, I am willing to be interviewed 0.5544
494 Yes, I am willing to be interviewed 1.8921
495 No, I am not willing to be interviewed 0.8393After using the function above, all rows with missing values were removed. The data set contained 527 rows, but after 32 rows were removed (explained above), a total of 495 of rows remain.
Identify variables that need to be mutated
Code
#Example of levels to be adjusted
unique(abc_poll$Q4)[1] "Good" "Poor" "Excellent" "Not so good" NA Code
tt <- abc_poll %>%
mutate(Q4 = factor(Q4, levels = c("Excellent", "Good", "Not so good", "Poor", "NA"))) %>%
pull(Q4)
levels(tt)[1] "Excellent" "Good" "Not so good" "Poor" "NA" Arranged levels to Excellent, Good, Not so good, Poor, and NA so that it is arranged properly.
Code
#Analysis of Education and gender
table(abc_poll$ppeduc5,abc_poll$ppgender)
Female Male
Bachelor\x92s degree 51 57
High school graduate (high school diploma or the equivalent GED) 76 57
Master\x92s degree or above 37 62
No high school diploma or GED 10 19
Some college or Associate degree 80 78Code
#Analysis of States and Political affiliation
table(abc_poll$ppstaten,abc_poll$QPID)
A Democrat A Republican An Independent Something else
Alabama 2 1 1 1
Arizona 2 4 6 2
Arkansas 2 0 2 2
California 23 11 16 1
Colorado 2 1 3 0
Connecticut 2 1 2 0
Delaware 0 0 0 1
District of Columbia 0 0 1 0
Florida 11 12 8 3
Georgia 7 4 3 1
Hawaii 0 1 2 0
Idaho 0 0 2 0
Illinois 8 7 7 0
Indiana 3 0 2 0
Iowa 2 0 1 0
Kansas 2 2 3 0
Kentucky 2 5 4 0
Louisiana 3 1 2 0
Maine 0 1 1 0
Maryland 6 3 1 0
Massachusetts 5 2 6 1
Michigan 6 4 6 2
Minnesota 3 5 1 0
Mississippi 1 1 0 1
Missouri 5 3 1 0
Montana 1 0 2 0
Nebraska 1 1 2 0
Nevada 1 2 2 0
New Hampshire 0 1 2 0
New Jersey 8 6 5 1
New Mexico 1 1 1 0
New York 5 4 7 2
North Carolina 6 5 4 0
North Dakota 0 3 1 0
Ohio 3 6 11 1
Oklahoma 2 2 0 0
Oregon 5 3 3 1
Pennsylvania 10 11 6 1
South Carolina 2 4 3 2
South Dakota 0 1 1 0
Tennessee 1 3 4 1
Texas 13 14 13 2
Utah 1 4 3 0
Vermont 0 1 1 0
Virginia 5 4 6 0
Washington 7 4 5 2
West Virginia 0 1 0 0
Wisconsin 7 2 4 0
Wyoming 0 0 1 0